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Web Hosting Performance Measurement. Approach of a Web Hosting Benchmark in Times of Virtualization

Ingram 出版
2023/03/10 出版

Master's Thesis in the subject Computer Science - General, Cologne University of Applied Sciences, language: English, abstract: In this thesis, an approach for evaluating the performance of web hosting solutions is developed to facilitate the comparison of offerings from different providers and aid companies in choosing a web hosting service. The focus of the research is on identifying and investigating methodologies for collecting reproducible performance metrics within the constraints of common virtualized web hosting environments, using only PHP and MySQL functions. A comprehensive review of existing literature and research in web development and web hosting provides the theoretical basis for benchmarking web servers and measuring web performance. Industry expert interviews supplement this approach with practical experience and best practices. The analysis of commonly used benchmarks identified in the interviews showed that well-established benchmarks and web server load testing tools were infeasible due to the lack of command line interface access in shared and managed hosting environments. Benchmarks relying solely on PHP and MySQL functions appear promising, but they do not account for all relevant aspects and cannot incorporate external factors. External load testing tools and page speed tools were found to cover aspects not considered by server-side benchmarks, such as caching mechanisms and networking. The research also highlights the need to evaluate website loading speed and back-end administrative interface performance separately, as they are both relevant to customers but are affected differently by caching mechanisms. The integration of these data sources is recommended for a comprehensive and meaningful analysis. However, different user groups may attach different importance to certain aspects of hosting, depending on their intended use case. Therefore, a weighted evaluation of different benchmark data for different use cases is essential, leading t

9 特價4843
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Applications of Evolutionary Computation

Springer 出版
2023/03/07 出版

This book constitutes the refereed proceedings of the 25th International Conference on Applications of Evolutionary Computation, EvoApplications 2023, held as part of Evo*2023, in April 2023, co-located with the Evo*2023 events EuroGP, EvoCOP, and EvoMUSART. The EuroGP focused on the technique of genetic programming, EvoCOP targeted evolutionary computation in combinatorial optimization, and EvoMUSART was dedicated to evolved and bio-inspired music, sound, art, and design.The EvoApplications 2023 presents papers on the different areas: Analysis of Evolutionary Computation Methods: Theory, Empirics, and Real-World Applications, Applications of Bio-inspired Techniques on Social Networks, Evolutionary Computation in Edge, Fog, and Cloud Computing, Evolutionary Computation in Image Analysis, Signal Processing, and Pattern Recognition and others.

9 特價6263
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Parallel and Distributed Computing, Applications and Technologies

Springer 出版
2023/03/07 出版

This book constitutes the proceedings of the 23rd International Conference on Parallel and Distributed Computing, Applications, and Technologies, PDCAT 2022, which took place in Sendai, Japan, during December 7-9, 2022.The 24 full papers and 16 short papers included in this volume were carefully reviewed and selected from 95 submissions. The papers are categorized into the following topical sub-headings: Heterogeneous System (1; HPC & AI; Embedded systems & Communication; Blockchain; Deep Learning; Quantum Computing & Programming Language; Best Papers; Heterogeneous System (2); Equivalence Checking & Model checking; Interconnect; Optimization (1); Optimization (2); Privacy; and Workflow.

9 特價4697
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Enterprise Service Management (ESM)

Enamul,Haque  著
Lulu.com 出版
2023/03/07 出版

Looking to optimise your organisation's service delivery and maximise value creation? Enterprise Service Management (ESM) is the management approach you need. In this comprehensive guide to ESM, you will learn everything you need to know to succeed in the modern digital environment. This book covers everything from the paradigm shift and digital transformation to the ESM framework, operating model, and the latest trends in ESM. You will discover how to establish an ESM operating model, create an ESM strategy, implement ESM OKRs, and more. With practical insights and examples from various departments within an organisation, including IT, finance, and procurement, this book is essential for anyone interested in adopting a service-oriented mindset to achieve ESM success.

9 特價757
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No-Code Artificial Intelligence

Ingram 出版
2023/03/07 出版

A practical guide that will help you build AI and ML solutions faster with fewer efforts and no programming knowledgeKey Features● Start your journey to become an AI expert today.● Learn how to build AI solutions to solve complex problems in your organization.● Get familiar with different No-code AI tools and platforms.Description"No-Code Artificial Intelligence" is a book that enables you to develop AI applications without any programming knowledge. Authored by the founder of AICromo (https: //aicromo.com/), this book takes you through an array of examples that shows how to build AI solutions using No-code AI tools.The book starts by sharing insights on the evolution of No-code AI and the different types of No-code AI tools and platforms available in the market. The book then helps you start building applications of Machine Learning in Finance, Healthcare, Sales, and Cybersecurity. It will also teach you to create AI applications to perform sales forecasting, find fraudulent claims, and detect diseases in plants. Furthermore, the book will show how to build Machine Learning models for a variety of use cases in image recognition, video object recognition, and data prediction.After reading this book, you will be able to build AI applications with ease.What you will learn● Use different No-code AI tools such as AWS Sagemaker, DataRobot, and Google AutoML.● Learn how to create a Machine Learning model to predict housing prices.● Build Natural Language Processing (NLP) models for Healthcare information Identification.● Learn how to build an AI model to create targeted customer offerings.● Use traditional ways to perform AI implementation using programming languages and AI libraries.Who this book is forThis book is for anyone who wants to build an AI app without writing any code. It is also helpful for current and aspiring AI and Machine Learning professionals who are looking to build automated, intelligent, and smart AI-based solutions.Table of Contents1. What is AI?2. Getting Started with No-Code AI3. Building AI Model to Predict Housing Prices4. Classifying Different Images5. Building AI Model to Perform Sales Forecasting6. Building AI Model to Find Fraudulent Claims7. Building AI Model to Detect Diseases in Plants8. Building AI Model to Create Targeted Customer Offerings9. Building AI Model for Healthcare Information Identification10. Building AI Model for Video Action Recognition11. Building AI Applications with Coded AI

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Mathematical Methods and Operation Research in Logistics, Project Planning, and Scheduling

Ingram 出版
2023/03/06 出版

In the last decade, the Industrial Revolution 4.0 brought flexible supply chains and flexible design projects to the forefront. Nevertheless, the recent pandemic, the accompanying economic problems, and the resulting supply problems have further increased the role of logistics and supply chains. Therefore, planning and scheduling procedures that can respond flexibly to changed circumstances have become more valuable both in logistics and projects.There are already several competing criteria of project and logistic process planning and scheduling that need to be reconciled. At the same time, the COVID-19 pandemic has shown that even more emphasis needs to be placed on taking potential risks into account. Flexibility and resilience are emphasized in all decision-making processes, including the scheduling of logistic processes, activities, and projects.

9 特價5202
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Computational Physiology

Springer 出版
2023/03/03 出版

This open access volume compiles student reports from the 2022 Simula Summer School in Computational Physiology. The reports provide an overview of some tools available to model physiology in excitable tissues across scales and scientific questions. In 2022, Simula held the eighth annual Summer School in Computational Physiology in collaboration with the University of Oslo (UiO) and the University of California, San Diego (UCSD). Each year, the course focuses on modeling excitable tissues, with a special interest in cardiac physiology and neuroscience. Group research projects conducted by graduate students from around the world result in reports addressing problems of physiological importance. Reports may not necessarily represent new scientific results; rather, they can reproduce or supplement earlier studies.Reports from seven of the summer projects are included as separate chapters. The topics represented include multiscale mechanics, electrophysiology, pharmacology, and machine learning.

9 特價2609
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The Moral Economy of Mobile Phones

Ingram 出版
2023/03/03 出版

The moral economy of mobile phones implies a field of shifting relations among consumers, companies and state actors, all of whom have their own ideas about what is good, fair and just. These ideas inform the ways in which, for example, consumers acquire and use mobile phones; companies promote and sell voice, SMS and data subscriptions; and state actors regulate both everyday use of mobile phones and market activity around mobile phones. Ambivalence and disagreement about who owes what to whom is thus an integral feature of the moral economy of mobile phones. This volume identifies and evaluates the stakes at play in the moral economy of mobile phones. The six main chapters consider ethnographic cases from Papua New Guinea, Fiji and Vanuatu. The volume also includes a brief introduction with background information on the recent 'digital revolution' in these countries and two closing commentaries that reflect on the significance of the chapters for our understanding of global capitalism and the contemporary Pacific.

9 特價1186
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Cissp(r) Study Guide

Eric,Conrad  著
Ingram 出版
2023/03/02 出版

CISSP(R) Study Guide, Fourth Edition provides the latest updates on CISSP(R) certification, the most prestigious, globally-recognized, vendor neutral exam for information security professionals. In this new edition, readers will learn about what's included in the newest version of the exam's Common Body of Knowledge. The eight domains are covered completely and as concisely as possible. Each domain has its own chapter, including specially designed pedagogy to help readers pass the exam. Clearly stated exam objectives, unique terms/definitions, exam warnings, learning by example, hands-on exercises, and chapter ending questions help readers fully comprehend the material.

9 特價4092
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Earth Observation Data Analytics Using Machine and Deep Learning

Sanjay,Garg  著
Ingram 出版
2023/03/02 出版

Earth Observation Data Analytics Using Machine and Deep Learning: Modern tools, applications and challenges covers the basic properties, features and models for Earth observation (EO) recorded by very high-resolution (VHR) multispectral, hyperspectral, synthetic aperture radar (SAR), and multi-temporal observations. Approaches for applying pre-processing methods and deep learning techniques to satellite images for various applications - such as identifying land cover features, object detection, crop classification, target recognition, and the monitoring of earth resources - are described. Cost-efficient resource allocation solutions are provided, which are robust against common uncertainties that occur in annotating and extracting features on satellite images. This book is a valuable resource for engineers and researchers in academia and industry working on AI, machine and deep learning, data science, remote sensing, GIS, SAR, satellite communications, space science, image processing and computer vision. It will also be of interest to staff at research agencies, lecturers and advanced students in related fields. Readers will need a basic understanding of computing, remote sensing, GIS and image interpretation.

9 特價5872
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Vmware Cloud on Aws

Apress 出版
2023/02/28 出版

Learn how VMware has brought its enterprise-class software-defined Data Center software to the AWS Cloud. This book will show how to enable customers to run production applications across VMware vSphere(R)-based private, public, and hybrid cloud environments, with optimized access to AWS services. The book begins by introducing the value of VMware Cloud on AWS and talking about the different use cases that can be addressed by this SaaS solution and how it can accelerate cloud migration. In subsequent chapters, you'll adopt a more pragmatic approach with practical examples of how to successfully plan, design and deploy VMware Cloud on AWS.VMware Cloud on AWS also covers technical requirements as well as the different options to prepare for a successful deployment and make the right decision to interconnect the solution to any existing environment through a dedicated link. In a dedicated chapter, it approaches the challenge of migrating workloads on the platform and address all the current capabilities offered by the solution and more specifically HCX, the Hybrid Cloud Extension offering that works in concert with VMware Cloud on AWS to facilitate moving complex workloads to the cloud.You'll also review the advanced networking and security options available in the platform that help reinforce the level of security with features like traditional Gateway Firewall, Distributed Firewall, Micro-segmentation, Identity Firewall, and IDS/IPS. The book concludes with best practices to address operation tasks and get valuable insights into the VMware Cloud on AWS deployment.What You'll LearnPlan and Deploy VMware Cloud on AWSMigrate your workloads to the cloud with VMware Cloud on AWS and HCXSecure workloads on VMware Cloud on AWSOperate VMware Cloud on AWSWho This Book Is For IT Administrators, CIOs, Consultants, CloudArchitects, Implementation Specialists, Presales Specialists, and Sales Specialists.

9 特價2052
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Innovative Techs Your Life-Changer

Leon,Dann  著
Lulu.com 出版
2023/02/27 出版

Computer Technology, Artificial Intelligence, Internet, Internet of Things, Social Media, Social Media Platforms, Content Creators, Disappearing Horizon of Information, Digital Transformation, Digital Landscape, Digital Image and Profile, Survival Needs, Digital Ecosystems, Digital Culture, Gen Z, Generation Wearables Technology, Innovators, Infrastructure, Life-Changer, Texting Facebook, Twitter LinkedIn, Driverless car, Sensors, Actuators, WiFi, Internet Provider, International, Navigate, Software, Devices, Personal Data, Security, Data base, Community Groups, Hackers, Western Culture, Canada, USA, College, University, Amazon

9 特價688
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The AI Product Manager's Handbook

Packt 出版
2023/02/24 出版

Master the skills required to become an AI product manager and drive the successful development and deployment of AI products to deliver value to your organization.Purchase of the print or Kindle book includes a free PDF eBook.Key Feature: - Build products that leverage AI for the common good and commercial success- Take macro data and use it to show your customers you're a source of truth- Best practices and common pitfalls that impact companies while developing AI productLong Description: Product managers working with artificial intelligence will be able to put their knowledge to work with this practical guide to applied AI. This book covers everything you need to know to drive product development and growth in the AI industry. From understanding AI and machine learning to developing and launching AI products, it provides the strategies, techniques, and tools you need to succeed.The first part of the book focuses on establishing a foundation of the concepts most relevant to maintaining AI pipelines. The next part focuses on building an AI-native product, and the final part guides you in integrating AI into existing products.You'll learn about the types of AI, how to integrate AI into a product or business, and the infrastructure to support the exhaustive and ambitious endeavor of creating AI products or integrating AI into existing products. You'll gain practical knowledge of managing AI product development processes, evaluating and optimizing AI models, and navigating complex ethical and legal considerations associated with AI products. With the help of real-world examples and case studies, you'll stay ahead of the curve in the rapidly evolving field of AI and ML.By the end of this book, you'll have understood how to navigate the world of AI from a product perspective.What you will learn: - Build AI products for the future using minimal resources- Identify opportunities where AI can be leveraged to meet business needs- Collaborate with cross-functional teams to develop and deploy AI products- Analyze the benefits and costs of developing products using ML and DL- Explore the role of ethics and responsibility in dealing with sensitive data- Understand performance and efficacy across verticalsWho this book is for: This book is for product managers and other professionals interested in incorporating AI into their products. Foundational knowledge of AI is expected. If you understand the importance of AI as the rising fourth industrial revolution, this book will help you surf the tidal wave of digital transformation and change across industries.Table of Contents- Understanding the Infrastructure and Tools for Building AI Products- Model Development and Maintenance for AI Products- Machine Learning and Deep Learning Deep Dive- Commercializing AI Products- AI Transformation and Its Impact on Product Management- Understanding the AI-Native Product- Productizing the ML Service- Customization for Verticals, Customers, and Peer Groups- Macro and Micro AI for Your Product- Benchmarking Performance, Growth Hacking, and Cost- The Rising Tide of AI- Trends and Insights across Industry- Evolving Products into AI Products

9 特價1835
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New Frontiers in Artificial Intelligence

Springer 出版
2023/02/21 出版

This book constitutes extended, revised, and selected papers from the JSAI annual conference, JSAI 2022, and the 14th International Symposium on Artificial Intelligence, JSAI-isAI 2022, held in Kyoto, Japan, in June 2022. The 18 full papers were carefully selected from 67 submissions and presented during the two events: 16th International Workshop on Juris-informatics, JURISIN 2022, and JSAI 2022 Intenational Session. This papers present discussion on fundamental and practical issues in Juris-informatics among researchers from various backgrounds such as law, social science, information and intelligent technology, logic, and philosophy, including the conventional AI and Law area.

9 特價4175
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The Ai-Enabled Enterprise

Springer 出版
2023/02/21 出版

The AI enabled enterprise uses technology to continuously learn by monitoring its behavior and the environment as well as external knowledge sources in order to automate the decision-making and decision-implementation processes leading to continuous improvement over time. This book discusses the key challenges that organizations need to overcome in achieving an AI enabled enterprise: the role of digital twins in evidence-backed design, enterprise cartography that goes far beyond process mining, decision-making in the face of uncertainty, software architecture for continuous adaptation, democratized knowledge-guided software development enabling coordinated design, low code versus no code, and coherent design. For each challenge, the book proposes a line of attack along with the associated enabling technology and illustrates the same through a near real world use case.

9 特價2609
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Data Science and Predictive Analytics

Ivo D,Dinov  著
Springer 出版
2023/02/19 出版

This textbook integrates important mathematical foundations, efficient computational algorithms, applied statistical inference techniques, and cutting-edge machine learning approaches to address a wide range of crucial biomedical informatics, health analytics applications, and decision science challenges. Each concept in the book includes a rigorous symbolic formulation coupled with computational algorithms and complete end-to-end pipeline protocols implemented as functional R electronic markdown notebooks. These workflows support active learning and demonstrate comprehensive data manipulations, interactive visualizations, and sophisticated analytics. The content includes open problems, state-of-the-art scientific knowledge, ethical integration of heterogeneous scientific tools, and procedures for systematic validation and dissemination of reproducible research findings.Complementary to the enormous challenges related to handling, interrogating, and understanding massive amounts of complex structured and unstructured data, there are unique opportunities that come with access to a wealth of feature-rich, high-dimensional, and time-varying information. The topics covered in Data Science and Predictive Analytics address specific knowledge gaps, resolve educational barriers, and mitigate workforce information-readiness and data science deficiencies. Specifically, it provides a transdisciplinary curriculum integrating core mathematical principles, modern computational methods, advanced data science techniques, model-based machine learning, model-free artificial intelligence, and innovative biomedical applications. The book's fourteen chapters start with an introduction and progressively build foundational skills from visualization to linear modeling, dimensionality reduction, supervised classification, black-box machine learning techniques, qualitative learning methods, unsupervised clustering, model performance assessment, feature selection strategies, longitudinal data analytics, optimization, neural networks, and deep learning. The second edition of the book includes additional learning-based strategies utilizing generative adversarial networks, transfer learning, and synthetic data generation, as well as eight complementary electronic appendices. This textbook is suitable for formal didactic instructor-guided course education, as well as for individual or team-supported self-learning. The material is presented at the upper-division and graduate-level college courses and covers applied and interdisciplinary mathematics, contemporary learning-based data science techniques, computational algorithm development, optimization theory, statistical computing, and biomedical sciences. The analytical techniques and predictive scientific methods described in the book may be useful to a wide range of readers, formal and informal learners, college instructors, researchers, and engineers throughout the academy, industry, government, regulatory, funding, and policy agencies. The supporting book website provides many examples, datasets, functional scripts, complete electronic notebooks, extensive appendices, and additional materials.

9 特價6263
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Remote Delivery

Zhengping,Qu  著
Ingram 出版
2023/02/18 出版

This book records the author's years of experience in the software industry. In his own practices, the author has found that the distributed work pattern has become increasingly popular in more and more work environments, either between vendors and customers or between different teams inside a company. This means that all practitioners in the software industry need to adapt to this new way of communication and collaboration and get skilled enough to meet the greater challenges in integrating the distributed work pattern with agile software delivery. By centering on the difficulties in communication and collaboration between distributed teams, this book digs into the reasons why so many remote delivery projects end up anticlimactic and provides solutions for readers' reference. It also cites successful cases in promoting agile development in distributed teams, which has been a vexing problem for many software development companies. In addition, readers can find suggestions and measures for building self-managing teams in this book. Remote Delivery: A Guide to Software Delivery through Collaboration between Distributed Teams is a very practical guide for software delivery teams with their members distributed in different places and companies engaged in software customization. Developers, QAs, product managers, and project leaders can also be inspired by this book.

9 特價3496
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Cloud Service Management and Governance

Enamul,Haque  著
Lulu.com 出版
2023/02/18 出版

Once an organisation adopts cloud computing, it quickly becomes apparent that the traditional approaches to IT Service Management processes will need to undergo drastic changes to integrate and run Bi-Modal IT Service Operations. This book is an alleyway to managing enterprise could services with a framework that consists of progressive Service Management practices to ensure practical, strategic, and modular methodology for the positive transformation of ITSM for cloud delivery models is followed. It illustrates how to optimise your current IT Service Management processes using modern service management frameworks, including ITIL 4, and IT4IT - from conceptual service blueprint to the most efficient service operations. It gives facile explanations of the cloud service management reference architecture, IT value streams and service models. It has very easy-to-understand process workflows with grand synthesis with enterprise service management and cloud operations management using Agile, DevOps, and Robotic Process Automation, with a value-based approach. Comprehensive features include: - Cloud Service Management Framework. - Transformation and Transition Planning actions for ITSM processes. - Value stream workflows with detailed explanations for the incident, problem, change management and other processes. - Detail KPIs for performance monitoring and continuous improvements. - A full setup manual of smart cloud governance for a better decision-making process. - Complete guide on setting up your Cloud Centre Of Excellence with defined roles and responsibilities. - And many more never seen cloud capability-related facets to make your cloud service management successful and measurable.

9 特價1228
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Make Your Data Speak

Apress 出版
2023/02/17 出版

Gather and analyze data successfully, identify trends, and then create overarching strategies and actionable next steps - all through Excel. This book will show even those who lack a technical background how to make advanced interactive reports with only Excel at hand. Advanced visualization is available to everyone, and this step-by-step guide will show you how. The information in this book is presented in an accessible and understandable way for everyone, regardless of the level of technical skills and proficiency in MS Excel. The dashboard development process is given in the format of step-by-step instructions, taking you through each step in detail. Universal checklists and recommendations of a practicing business analyst and trainer will help in solving various tasks when working with data visualization. Illustrations will help you perceive information easily and quickly. Make Your Data Speak will show you howto master the main rules, techniques and tricks of professional data visualization in just a few days.What You'll LearnSee how interactive dashboards can be useful for a businessReview basic rules for building dashboardsUnderstand why it's important to pay attention to colors and fonts when developing a dashboardCreate interactive management reports in Excel Who This Book is ForCompany executives and divisional managers, Middle managers, business analysts

9 特價2052
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Improving Risk Assessment from the Perspective of Multi-Criteria Decision-Making

Zhen,Hua  著
Ingram 出版
2023/02/15 出版

Failure mode and effect analysis (FMEA) is one of the most powerful reliability analysis techniques for identifying and preventing potential risks across various fields. Current FMEA methods, while effective, still present several shortcomings. First, the crisp numbers cannot effectively elicit experts' fuzzy evaluations. Second, the weight of risk factors (i.e., occurrence, severity and detection) are assumed to be equal, which cannot reflect their different importance. Third, the traditional calculation method for risk priority is coarse and lack practical implications. There may exist the situation that two failure modes have the same risk priority number but with different risk levels. To improve the performance of FMEA, multi-criteria decision-making (MCDM) methods have been employed to support risk evaluation and prioritization in recent years. This book proposes a novel FMEA method by exploring several MCDM techniques. Benefiting from these techniques, the traditional FMEA method can be improved from the above mentioned aspects. First, the ELICIT linguistic model is employed to generate group risk assessments under uncertainty, which can better model experts' uncertain expressions. Then, grey relation analysis (GRA) is incorporated into the decision-making trial and evaluation laboratory (DEMATEL) method to objectively determine the weight of risk factors. Afterward, the traditional outranking method is generalized into the ELICIT environment to prioritize the failure modes. Finally, a case study of FMEA for electro-mechanical actuators is presented to illustrate the effectiveness of the proposed method.

9 特價1798
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Protecting Young Students and Children from Cyber Threats

Lulu.com 出版
2023/02/13 出版

In today's digital world, children and students are increasingly vulnerable to a wide range of cyber threats, from phishing scams and malware attacks to cyberbullying and identity theft. This book is designed to raise awareness about the dangers of cybercrime and to empower teachers, parents, and students with the skills and knowledge they need to stay safe online. Through comprehensive coverage of all the key aspects of online safety, including the latest technology and trends, this book offers a balanced perspective on the benefits and risks of technology. It provides practical tips and advice for preventing cyber attacks and protecting sensitive information, as well as promoting critical thinking and digital literacy skills to help children and students navigate the digital world in a safe and responsible manner. With a focus on empowering young students and children with the skills and knowledge they need to stay safe online, now and in the future, this book offers a comprehensive guide to online safety. From the role of teachers and parents in protecting students, to the importance of cyber safety education in schools and institutions, this book covers all the essential information you need to stay safe and secure online. Whether you are a teacher, parent, or student, this book is an essential resource for anyone looking to protect themselves and their loved ones from cyber threats. So why wait? Start reading today and take the first step towards a safer, more secure digital world. Dr. Abdulrahman Alghamdi

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Process Based Unification for Multi-model Software Process Improvement

Ingram 出版
2023/02/10 出版

Many different quality approaches are available in the software industry. Some of the approaches, such as ISO 9001 are not software specific, i.e. they define general requirements for an organization and they can be used at any company. Others, such as Automotive SPICE have been derived from a software-specific approach and can be used for improving particular (in this case automotive) processes. Some are created to improve development processes (e.g. CMMI for Development), others focus on services (e.g. CMMI for Services), and again others are related to particular processes such as software testing (e.g. TMMi) or resource management (e.g. People CMM). A number of differences among quality approaches exist and there can be various situations in which the usage of multiple approaches is required, e.g. to strengthen a particular process with multiple quality approaches or to reach certification of compliance to a number of standards. First of all, it has to be decided which approaches have the potential for the organization. In many cases, one approach does not contain enough information for process implementation. Consequently, the organization may need to use several approaches and the decision has to be made on how the chosen approaches can be used simultaneously. This area is called Multi-model Software Process Improvement (MSPI). The simultaneous usage of multiple quality approaches is called the multi-model problem. In this dissertation we propose a solution for the multi-model problem which we call the Process Based Unification (PBU) framework. The PBU framework consists of the PBU concept, a PBU process and the PBU result. We call PBU concept the mapping of quality approaches to a unified process.The PBU concept is operationalized by a PBU process. The PBU result includes the resulting unified process and the mapping of quality approaches to the unified process. Accordingly, we addressed the following research question: Does the PBU framework provide a solution of sufficient quality for current problems of simultaneous usage of multiple quality approaches? In order to recognize a solution of sufficient quality we identified criteria for multi-model solutions based on current problems and initiatives. This is called MSPI criteria. In order to determine if the mapping of quality approaches to a process is possible we analyzed elements of quality approaches, elements of processes and the mapping of quality approach elements to process elements. The findings of the analysis lead us to design a multi-model solution, the PBU framework. In order to show the feasibility of the results, we performed a case study reflecting how the PBU framework can be used in practice for developing a unified (peer review) process which conforms to three different quality approaches. Finally, we assessed the PBU framework against MSPI criteria. With the case study and the assessment of the PBU framework, we answered the research question and provided a proof of concept of the research.

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Symmetry in Mathematical Analysis and Functional Analysis

Ingram 出版
2023/02/09 出版

The present reprint provides some theoretical results (and their applications) in the fields of mathematical analysis and functional analysis, in which the concept of symmetry plays an essential role. More specifically, various problems are investigated in areas, such as: optimization problems, polynomial approximation on unbounded subsets, moment problems, variational inequalities, evolutionary problems, dynamical systems, generalized convexity, partial differential equations, and special spaces of self-adjoint operators. With various examples and applications to complement and substantiate the mathematical developments, the present reprint is a valuable guide for researchers, engineers, and students in the field of mathematics, operations research, optimal control science, artificial intelligence, management science, and economics.

9 特價4113
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New Trends in Computer Technologies and Applications

Springer 出版
2023/02/09 出版

This book constitutes the refereed proceedings of the 25th International Computer Symposium on New Trends in Computer Technologies and Applications, ICS 2022, which took place in Taoyuan, Taiwan, in December 2022. ICS is one of the largest joint international IT symposia held in Taiwan. Founded in 1973, it is intended to provide a forum for researchers, educators, and professionals to exchange their discoveries and practices, and to explore future trends and applications in computer technologies. The biannual symposium offers a great opportunity to share research experiences and to discuss potential new trends in the IT industry.The 58 full papers and one invited paper presented in this volume were carefully reviewed and selected from 137 submissions. The papers have been organized in the following topical sections: Invited Paper; Algorithms, Bioinformatics, and Computation Theory; Cloud Computing and Big Data; Computer Vision and Image Processing; Cryptographyand Information Security; Electronics and Information Technology; Mobile Computation and Wireless Communication; Ubiquitous Cybersecurity and Forensics.

9 特價6263
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Facebook Nation

Newton,Lee  著
Springer 出版
2023/02/08 出版

This book explores total information awareness empowered by social media. At the FBI Citizens Academy in February 2021, I asked the FBI about the January 6 Capitol riot organized on social media that led to the unprecedented ban of a sitting U.S. President by all major social networks. In March 2021, Facebook CEO Mark Zuckerberg, Google CEO Sundar Pichai, and Twitter CEO Jack Dorsey appeared before Congress to face criticism about their handling of misinformation and online extremism that culminated in the storming of Capitol Hill.With more than three billion monthly active users, Facebook family of apps is by far the world's largest social network. Facebook as a nation is bigger than the top three most populous countries in the world: China, India, and the United States. Social media has enabled its users to inform and misinform the public, to appease and disrupt Wall Street, to mitigate and exacerbate the COVID-19 pandemic, and to unite and divide a country.Mark Zuckerberg once said, "We exist at the intersection of technology and social issues." He should have heeded his own words. In October 2021, former Facebook manager-turned-whistleblower Frances Haugen testified at the U.S. Senate that Facebook's products "harm children, stoke division, and weaken our democracy."This book offers discourse and practical advice on information and misinformation, cybersecurity and privacy issues, cryptocurrency and business intelligence, social media marketing and caveats, e-government and e-activism, as well as the pros and cons of total information awareness including the Edward Snowden leaks."Highly recommended." - T. D. Richardson, Choice Magazine"A great book for social media experts." - Will M., AdWeek"Parents in particular would be well advised to make this book compulsory reading for their teenage children..." - David B. Henderson, ACM Computing Reviews

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Variational Problems and Applications

Ingram 出版
2023/02/08 出版

The current reprint presents studies of uncertain variational problems. It aims to develop the research in this field by formulating and demonstrating some characterization results of well-posedness and robust efficient solutions in new classes of (multiobjective) variational (control) problems governed by multiple and/or path-independent curvilinear integral cost functionals and robust mixed and/or isoperimetric constraints involving first- and second-order partial differential equations.

9 特價4278
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Quantum Information Concepts in Open Quantum Systems

Ingram 出版
2023/02/08 出版

This issue contains contributions in different cutting edge topics within the field of open quantum systems. The theoretical work presented is focused, in particular, on quantum thermodynamics and quantum non-Markovianity and provides a window into current research in these fields. Different perspectives are considered that share a common root in the exploitation of open quantum systems and quantum information tools.

9 特價4113
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The Gambler and the Scholars

Springer 出版
2023/02/07 出版

In May 1917, William and Elizebeth Friedman were asked by the U.S. Army to begin training officers in cryptanalysis and to decrypt intercepted German diplomatic and military communications. In June 1917, Herbert Yardley convinced the new head of the Army's Military Intelligence Division to create a code and cipher section for the Army with himself as its head. These two seminal events were the beginning of modern American cryptology, the growth of which culminated 35 years later with the creation of the National Security Agency. Each running their own cryptologic agencies in the 1920s, the Friedman-Yardley relationship was shattered after Yardley published a tell-all book about his time in military intelligence. Yet in the end, the work they all started in 1917 led directly to the modern American intelligence community. As they got older, they became increasingly irrelevant in the burgeoning American cryptologic fraternity. Topics and features: * Examines the lives of three remarkable and pioneering cryptologists * Offers fascinating insights into spies, codes and ciphers, rumrunners, poker, and military history * Sheds new light on interesting parts of the cryptologists' careers--especially Elizebeth Friedman, whose work during World War II has just begun to be explored * Recounts several good stories, i.e., What if the Friedmans had gone to work for Herbert Yardley in his new Cipher Bureau in 1919? What if Yardley had moved back to Washington to work for William Friedman a decade later? This enjoyable book has wide appeal for: general readers interested in the evolution of American cryptology, American historians (particularly of World War I, the inter-war period, and World War II signals intelligence), and historians of--and general readers interested in--American military intelligence. It also can be used as an auxiliary text or recommended reading in introductory or survey courses in history or on the related topics.

9 特價1539
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Electroni Voting Based on Hashing Algorithm using Blockchain

Ingram 出版
2023/02/04 出版

Voting is a fundamental right of any citizen. It gives individuals the facility to voice their opinion in a community. It helps them to understand the importance of citizenship. Online voting systems are software platforms used to securely conduct votes and elections. They are flexible, feature-rich, self-administered election service ideal not only for a country but for all types of organizations large and small. As a digital platform, they eliminate the need to cast your votes using paper or having to gather in person. Using an online voting platform will generate confidence in the results of the votes and elections, and it is the most valuable aspect that online voting systems will offer. It also protects the integrity of your vote by preventing voters from being able to vote multiple times.

9 特價2203
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Robust Design Optimization of Electrical Machines and Devices

Ingram 出版
2023/02/02 出版

This reprint contains fourteen chosen articles on robust design optimization of electrical machines and devices. Optimization is essential for the research and design of electromechanical devices, especially electrical machines. Finding optimal solutions may lead to cheaper and more efficient production of electrical machines. However, optimizing such a complex system as an electrical machine is a computationally expensive optimization problem, where many physical domains should be considered together. However, a good, practical design should be insensitive to parameter changes and the manufacturing tolerances. The collected papers show how modern artificial intelligence (AI) tools can be used for the robust design optimization of electric machines and electrical devices. The articles which are published in this Special Issue present the latest results of current research fields. Hopefully, the presented models and various application fields will provide useful information for researchers and professionals interested in these techniques themselves or who have other problems from different fields.

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Big Data Analytics for Cultural Heritage

Ingram 出版
2023/02/02 出版

In this edition, we focused on big data analytics methods and tools that have been specifically developed for the domain of cultural heritage, as well as on experiences from the adaptation and/or application of general-purpose solutions in the domain of cultural heritage. The aim was to gather solutions, but also to summarise the lessons learnt, methodologies, and good practices that researchers and practitioners can use as a basis for their own work in the domain.

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Interprofessional education and collaborative practice in health

Ingram 出版
2023/02/02 出版

The Cuban Higher Medical Education after the revolutionary triumph has been zealous with the comprehensive training of its professionals, for competence and good job performance, which has resulted in the progressive improvement of the different training plans for professionals in the sector, with the objective of achieving a continuous improvement of the level of health of the population as a result of the optimization of the services that are provided with equity, as well as the elevation of the effectiveness of professional competences.

9 特價2203
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Interactive Data Processing and 3D Visualization of the Solid Earth

Daniel,Patel  著
Springer 出版
2023/02/01 出版

This book presents works detailing the application of processing and visualization techniques for analyzing the Earth's subsurface. The topic of the book is interactive data processing and interactive 3D visualization techniques used on subsurface data. Interactive processing of data together with interactive visualization is a powerful combination which has in the recent years become possible due to hardware and algorithm advances in. The combination enables the user to perform interactive exploration and filtering of datasets while simultaneously visualizing the results so that insights can be made immediately. This makes it possible to quickly form hypotheses and draw conclusions. Case studies from the geosciences are not as often presented in the scientific visualization and computer graphics community as e.g., studies on medical, biological or chemical data. This book will give researchers in the field of visualization and computer graphics valuable insight into theopen visualization challenges in the geosciences, and how certain problems are currently solved using domain specific processing and visualization techniques. Conversely, readers from the geosciences will gain valuable insight into relevant visualization and interactive processing techniques. Subsurface data has interesting characteristics such as its solid nature, large range of scales and high degree of uncertainty, which makes it challenging to visualize with standard methods. It is also noteworthy that parallel fields of research have taken place in geosciences and in computer graphics, with different terminology when it comes to representing geometry, describing terrains, interpolating data and (example-based) synthesis of data. The domains covered in this book are geology, digital terrains, seismic data, reservoir visualization and CO2 storage. The technologies covered are 3D visualization, visualization of large datasets, 3D modelling, machine learning, virtual reality, seismic interpretation and multidisciplinary collaboration. People within any of these domains and technologies are potential readers of the book.

9 特價7307
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The Psychoanalysis of Artificial Intelligence

Lulu.com 出版
2023/01/31 出版

In The Psychoanalysis of Artificial Intelligence, August Moldenhauer addresses the intersection of two crucial fields: psychoanalysis and artificial intelligence. The book, part of the Artificial Psychology of Desiring Machines series, aims to understand the psychological dimensions of artificial intelligence and how it impacts the human experience. Moldenhauer also examines the ways in which artificial intelligence can be analyzed and treated using psychoanalytic techniques. In what ways does artificial psychology seek to understand and address the ethical considerations surrounding the integration of AI into society? How does the concept of psychiatric agency factor into discussions of the psychological impact of AI on individuals and groups? Is there a potential for the development of artificial psychiatric treatments, and if so, how might they be implemented effectively? These are just a few of the questions that come to mind when contemplating the scope and depth of artificial psychology in the context of the rapidly advancing field of artificial intelligence.

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Cybersecurity for kids

Lulu.com 出版
2023/01/31 出版

In the ever-evolving digital world, safeguarding children online is a crucial worry. Arm them with knowledge and watchfulness by teaching online safety, setting screen time limits, and showing them how to identify and report dangerous situations.

9 特價614
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Hacking Through Time

Pedro,B  著
Ingram 出版
2023/01/31 出版

The word "hacker" has matured through time within the Internet universe. The word actually predates the Internet.However, even though maturity implies change, it is not always an improvement.Three decades ago, it meant "curious", "tinkerer", and nowadays it mostly means "criminal", which is clearly not better.Written for techies and non-techies alike, this book is a journey through the origin of the word "hacker", and the way in which its meaning has changed since and throughout last century, with first-person examples, thoughts, and a focus on what can, and will (or not) happen next.

9 特價822
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Modified Theories of Gravity and Cosmological Applications

Ingram 出版
2023/01/30 出版

This reprint focuses on recent aspects of gravitational theory and cosmology. It contains subjects of particular interest for modified gravity theories and applications to cosmology, special attention is given to Einstein-Gauss-Bonnet, f(R)-gravity, anisotropic inflation, extra dimension theories of gravity, black holes, dark energy, Palatini gravity, anisotropic spacetime, Einstein-Finsler gravity, off-diagonal cosmological solutions, Hawking-temperature and scalar-tensor-vector theories.

9 特價5745
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High-Energy Gamma-Ray Astronomy

Ingram 出版
2023/01/27 出版

This volume celebrates the 30th anniversary of the first very-high energy (VHE) gamma-ray Source detection: the Crab Nebula, observed by the pioneering ground-based Cherenkov telescope Whipple, at teraelectronvolts (TeV) energies, in 1989. As we entered a new era in TeV astronomy, with the imminent start of operations of the Cherenkov Telescope Array (CTA) and new facilities such as LHAASO and the proposed Southern Wide-Field Gamma-ray Observatory (SWGO), we conceived of this volume as a broad reflection on how far we have evolved in the astrophysics topics that dominated the field of TeV astronomy for much of recent history.In the past two decades, H.E.S.S., MAGIC and VERITAS pushed the field of TeV astronomy, consolidating the field of TeV astrophysics, from few to hundreds of TeV emitters. Today, this is a mature field, covering almost every topic of modern astrophysics. TeV astrophysics is also at the center of the multi-messenger astrophysics revolution, as the extreme photon energies involved provide an effective probe in cosmic-ray acceleration, propagation and interaction, in dark matter and exotic physics searches. The improvement that CTA will carry forward and the fact that CTA will operate as the first open observatory in the field, mean that gamma-ray astronomy is about to enter a new precision and productive era.This book aims to serve as an introduction to the field and its state of the art, presenting a series of authoritative reviews on a broad range of topics in which TeV astronomy provided essential contributions, and where some of the most relevant questions for future research lie.

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Approximation Theory and Related Applications

Ingram 出版
2023/01/26 出版

In recent years, we have seen a growing interest in various aspects of approximation theory. This happened due to the increasing complexity of mathematical models that require computer calculations and the development of the theoretical foundations of the approximation theory. Approximation theory has broad and important applications in many areas of mathematics, including functional analysis, differential equations, dynamical systems theory, mathematical physics, control theory, probability theory and mathematical statistics, and others. Approximation theory is also of great practical importance, as approximate methods and estimation of approximation errors are used in physics, economics, chemistry, signal theory, neural networks and many other areas. This book presents the works published in the Special Issue "Approximation Theory and Related Applications". The research of the world's leading scientists presented in this book reflect new trends in approximation theory and related topics.

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Intelligent Systems and Smart Infrastructure

Ingram 出版
2023/01/26 出版

This book focuses on the core technological developments in the emerging fields like machine learning, intelligence systems, smart infrastructure, advanced power technology etc.

9 特價3026
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Cybernetics, Second Edition

Ingram 出版
2023/01/26 出版

Cybernetics or Control and Communication in the Animal and the Machine (Reprint of 1961 Second Edition) by Norbert Wiener is a seminal work that had long-ranging implications for the fields of computers, automation, electrical engineering, neuroscience, and communications.Author Norbert Wiener (b. 1894, d. 1964) was a mathematician and philosopher, as well as a long-term professor of mathematics at the Massachusetts Institute of Technology (MIT). A child prodigy, Wiener graduated from high school at just 11 years old, and completed his BA in mathematics from Tufts University at the age of 14. By age 19, he had received his Ph.D from Harvard for a dissertation on mathematical logic.While he was later a pacifist, Wiener contributed to the war efforts in both world wars, working on ballistics during World War I and anti-aircraft guns during World War II. By the late 1940s, he had grown concerned with the militarization of science, and stopped contributing to any military projects or taking government funding. Wiener taught philosophy at Harvard during his early career, but was unable to secure a permanent teaching position-a fact he attributed to anti-Semitism, as the son of Jewish immigrants. After World War I, he was hired at MIT, where he would teach for the rest of his career.In addition to teaching, Wiener conducted research in cognitive science and developed theories in cybernetics, computing, and automation. He also wrote many books and articles on these topics, as well as two autobiographical works.Cybernetics or Control and Communication in the Animal and the Machine is one of Wiener's best-known works. Cybernetics refers to the science of control systems and communications in both machines and living beings. This book demonstrates the first public use of the term and describes the way self-regulating mechanisms (including the human brain) function through the receipt, processing, and use of external feedback.This interdisciplinary work is the result of years of discussions with medical scientists, physicians, mathematicians, and physicists, giving it a wide range of influences both on the book's concepts and on the fields that it impacted. The book has been foundational for research into computing, electronic engineering, automation, telecommunications, and neuroscience.At the core of cybernetics are feedback loops, the inflow of information and subsequent response. Both philosophical and technical, the book presents "noise" as the ultimate force that prevents equilibrium. And for the human being, mass media is the greatest source of that noise. Prescient, for a book written decades before personal computers, the internet, and smartphones.A surprise bestseller, Cybernetics was read far beyond its intended technical audience. The book's popularity led Wiener to write a follow-up work further exploring the social and psychological implications of cybernetics called The Human Use of Human Beings.Cybernetics also inspired a whole field of later writing, including the well-known self-development book Psycho-Cybernetics by Maxwell Maltz. This book draws heavily on Wiener's earlier work, and has been cited by self-help experts including Zig Ziglar and Tony Robbins as being a major influence on their techniques.

9 特價889
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Cybernetics, Second Edition

Ingram 出版
2023/01/26 出版

Cybernetics or Control and Communication in the Animal and the Machine (Reprint of 1961 Second Edition) by Norbert Wiener is a seminal work that had long-ranging implications for the fields of computers, automation, electrical engineering, neuroscience, and communications.Author Norbert Wiener (b. 1894, d. 1964) was a mathematician and philosopher, as well as a long-term professor of mathematics at the Massachusetts Institute of Technology (MIT). A child prodigy, Wiener graduated from high school at just 11 years old, and completed his BA in mathematics from Tufts University at the age of 14. By age 19, he had received his Ph.D from Harvard for a dissertation on mathematical logic.While he was later a pacifist, Wiener contributed to the war efforts in both world wars, working on ballistics during World War I and anti-aircraft guns during World War II. By the late 1940s, he had grown concerned with the militarization of science, and stopped contributing to any military projects or taking government funding.Wiener taught philosophy at Harvard during his early career, but was unable to secure a permanent teaching position-a fact he attributed to anti-Semitism, as the son of Jewish immigrants. After World War I, he was hired at MIT, where he would teach for the rest of his career.In addition to teaching, Wiener conducted research in cognitive science and developed theories in cybernetics, computing, and automation. He also wrote many books and articles on these topics, as well as two autobiographical works.Cybernetics or Control and Communication in the Animal and the Machine is one of Wiener's best-known works. Cybernetics refers to the science of control systems and communications in both machines and living beings. This book demonstrates the first public use of the term and describes the way self-regulating mechanisms (including the human brain) function through the receipt, processing, and use of external feedback.This interdisciplinary work is the result of years of discussions with medical scientists, physicians, mathematicians, and physicists, giving it a wide range of influences both on the book's concepts and on the fields that it impacted. The book has been foundational for research into computing, electronic engineering, automation, telecommunications, and neuroscience.At the core of cybernetics are feedback loops, the inflow of information and subsequent response. Both philosophical and technical, the book presents "noise" as the ultimate force that prevents equilibrium. And for the human being, mass media is the greatest source of that noise. Prescient, for a book written decades before personal computers, the internet, and smartphones.A surprise bestseller, Cybernetics was read far beyond its intended technical audience. The book's popularity led Wiener to write a follow-up work further exploring the social and psychological implications of cybernetics called The Human Use of Human Beings.Cybernetics also inspired a whole field of later writing, including the well-known self-development book Psycho-Cybernetics by Maxwell Maltz. This book draws heavily on Wiener's earlier work, and has been cited by self-help experts including Zig Ziglar and Tony Robbins as being a major influence on their techniques.

9 特價545
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The Master of Silence

Ingram 出版
2023/01/26 出版

The Master of Silence: A Romance, has been regarded as significant work throughout human history, and in order to ensure that this work is never lost, we have taken steps to ensure its preservation by republishing this book in a contemporary format for both current and future generations. This entire book has been retyped, redesigned, and reformatted. Since these books are not made from scanned copies, the text is readable and clear.

9 特價1149
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Secrets of a Cyber Security Architect

Ingram 出版
2023/01/25 出版

This book is filled with techniques, tips, and tricks that secure software architects and developers can apply directly. From assessing the sensitivity of data in a system through actually getting requirements implemented, this book offers readers practical, how-to advice in small, focused and directly applicable gems of insight, knowledge, and

9 特價3131
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New Developments in Geometric Function Theory

Ingram 出版
2023/01/23 出版

The book contains papers published in a Special Issue of Axioms, entitled "New Developments in Geometric Function Theory". An Editorial describes the 14 papers devoted to the study of complex-valued functions which present new outcomes related to special classes of univalent and bi-univalent functions, new operators and special functions associated with differential subordination and superordination theories, fractional calculus, and certain applications in geometric function theory.

9 特價4113
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Relational Calculus for Actionable Knowledge

Springer 出版
2023/01/23 出版

This book focuses on one of the major challenges of the newly created scientific domain known as data science: turning data into actionable knowledge in order to exploit increasing data volumes and deal with their inherent complexity. Actionable knowledge has been qualitatively and intensively studied in management, business, and the social sciences but in computer science and engineering, its connection has only recently been established to data mining and its evolution, 'Knowledge Discovery and Data Mining' (KDD). Data mining seeks to extract interesting patterns from data, but, until now, the patterns discovered from data have not always been 'actionable' for decision-makers in Socio-Technical Organizations (STO). With the evolution of the Internet and connectivity, STOs have evolved into Cyber-Physical and Social Systems (CPSS) that are known to describe our world today. In such complex and dynamic environments, the conventional KDD process is insufficient, and additional processes are required to transform complex data into actionable knowledge. Readers are presented with advanced knowledge concepts and the analytics and information fusion (AIF) processes aimed at delivering actionable knowledge. The authors provide an understanding of the concept of 'relation' and its exploitation, relational calculus, as well as the formalization of specific dimensions of knowledge that achieve a semantic growth along the AIF processes. This book serves as an important technical presentation of relational calculus and its application to processing chains in order to generate actionable knowledge. It is ideal for graduate students, researchers, or industry professionals interested in decision science and knowledge engineering.

9 特價3653
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Blockchain-based Digital Twins. Requirements and Design Decisions for the Data Storage

Ingram 出版
2023/01/22 出版

Master's Thesis from the year 2022 in the subject Computer Science - Miscellaneous, University of Hohenheim, language: English, abstract: The following research goal is the development of design decisions for the blockchain-based storage of digital twin data. The digital twin can be deployed in almost every industry and is able to represent any object, being, process or organisation. The resulting benefits are versatile and can encompass a higher transparency and efficiency, cost reduction, or the enabling of completely new functions such as the virtual commissioning. Digital twins do even contribute to a sustainable industrial production as they enable a corresponding reduction of the primary energy emissions of up to eight percent. Due to this substantial added value, digital twins pertain to the top ten strategic technology trends and are expected to reach a market size of over 48 billion USD by 2026. The existence of digital twins is strongly dependent on its underlying data, for which reason the data storage is of fundamental importance for the operation of this technology. In the past, the digital twin concept mostly relied upon a traditional storage infrastructure in form of databases or clouds. However, digital twins and its data storage face major challenges, e.g., through a more and more connected world and therefore an increasing number of potential participants and data volume, or as a consequence of growing data security-related risks. Furthermore, potential digital twin use cases entail varying conditions, for which reason alternative storage solutions must be assessed. The blockchain technology might constitute a possible alternative to realize the storage of digital twin data. Through the novel and nearly unique characteristics such as immutability, decentralisation, or manipulation safety, blockchains could introduce new opportunities to address digital twin use cases. Those characteristics seem relevant at first sight as the application areas of

9 特價3321
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Generalized Normalizing Flows Via Markov Chains

Ingram 出版
2023/01/19 出版

Normalizing flows, diffusion normalizing flows and variational autoencoders are powerful generative models. This Element provides a unified framework to handle these approaches via Markov chains. The authors consider stochastic normalizing flows as a pair of Markov chains fulfilling some properties, and show how many state-of-the-art models for data generation fit into this framework. Indeed numerical simulations show that including stochastic layers improves the expressivity of the network and allows for generating multimodal distributions from unimodal ones. The Markov chains point of view enables the coupling of both deterministic layers as invertible neural networks and stochastic layers as Metropolis-Hasting layers, Langevin layers, variational autoencoders and diffusion normalizing flows in a mathematically sound way. The authors' framework establishes a useful mathematical tool to combine the various approaches.

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