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Explore the role ChatGPT can play in business, including operations, marketing, sales, and delivery. This concise book illustrates how ChatGPT is changing the way individuals interact with machines and how you can take advantage of its capabilities for business.The book starts with an overview of ChatGPT and its impact in the realm of of conversational AI. You will then dive into the technical aspects of ChatGPT and gain an understanding of how machine learning algorithms and natural language processing work in the background. Various business applications of ChatGPT are then discussed, followed by how it can get integrated into your business operations. To wrap things up, you will gain insight into the data and privacy elements that need to be considered while using ChatGPT, and how to maintain its integrity.After completing this book, you will understand the ChatGPT framework and how to integrate it into your own ventures. What You Will LearnUnderstand the various technologies and techniques utilized in ChatGPTGain insight into the future of human-machine interactionAnalyze the advantages and disadvantages of ChatGPT for your industryExplore the ethical implications of using AI Who This Book Is ForTech enthusiasts who are passionate about artificial intelligence (AI), machine learning, and human-machine interaction.

Une bible magistrale sur SASCe livre présente le socle de connaissances communes à tous les utilisateurs de SAS, le progiciel d'informatique décisionnelle le plus utilisé au monde. Il traite tout particulièrement des fonctionnalités de Base SAS, module au c1/2ur du système SAS. Pédagogique et complet, il peut servir aussi bien de guide d'initiation pour les utilisateurs débutants que d'ouvrage de référence pour les plus expérimentés, et concerne aussi bien les utilisateurs de SAS Foundation que ceux de SAS Enterprise Guide, SAS Studio et SAS University Edition.Cet ouvrage couvre les programmes des certifications SAS Certified Specialist: Base Programming Using SAS 9.4 et Advanced Programming for SAS 9.Parmi les sujets développés: la création, la manipulation et la gestion des tables de données;les procédures d'exploration des données: construction de tableaux, de rapports, de graphiques au moyen des procédures ODS Graphics;la production de documents au format HTML, PowerPoint, RTF, XLSX ou PDF avec ODS;la procédure PROC SQL et le langage SQL de SAS;le langage macro spécifique à SAS.Pour vous aider à bien assimiler tous les concepts, le livre comprend près de 500 programmes d'exemples, plus de 150 exercices et des liens vers une centaine d'articles en ligne.Une 4e édition mise à jour et augmentéeEnrichie de plus d'une centaine de pages, cette nouvelle édition propose des mises à jour importantes sur: les passerelles entre SAS et Excel;l'optimisation des ressources;la production de graphiques au moyen de PROC SGPLOT et PROC SGPANEL;la création et gestion de vos tables au moyen de PROC SQL.Le livre, qui porte essentiellement sur la version 9.4 de SAS, est également compatible avec les versions 9.2 et 9.3.Ce livre a le soutien de SAS France.À qui s'adresse cet ouvrage ?Aux professionnels souhaitant découvrir ou approfondir leurs connaissances de la programmation SASAux étudiants qui débutent avec SAS ou qui souhaitent préparer les examens de certification SAS Cert

This book provides retail managers with a practical guide to using data. It covers three topics that are key areas of innovation for retailers: Algorithmic Marketing, Logistics, and Pricing. Use cases from these areas are presented and discussed in a conceptual and comprehensive manner. Retail managers will learn how data analysis can be used to optimize pricing, customer loyalty and logistics without complex algorithms.The goal of the book is to help managers ask the right questions during a project, which will put them on the path to making the right decisions. It is thus aimed at practitioners who want to use advanced techniques to optimize their retail organization.

This book constitutes the proceedings of the 26th International Conference on Discovery Science, DS 2023, which took place in Porto, Portugal, in October 2023. The 37 full papers and 10 short papers presented in this volume were carefully reviewed and selected from 133 submissions. They were organized in topical sections as follows: Machine learning methods and applications; natural language processing and social media analysis; interpretability and explainability in AI; data analysis and optimization; fairness, privacy and security in AI; control and spatio-temporal modeling; graph theory and network analysis; time series and forecasting; healthcare and biological data analysis; anomaly, outlier and novelty detection.

Recent Trends in Swarm Intelligence Enabled Research for Engineering Applications focuses on recent, up-to-date technologies, combining other intelligent tools with swarm intelligence techniques to yield robust and failsafe solutions to real world problems. This book aims to provide audiences with a platform to learn and gain insights into the latest developments in hybrid swarm intelligence. It will be useful to researchers, engineers, developers, practitioners, and graduate students working in the major and interdisciplinary areas of computational intelligence, communication systems, computer networks, and soft computing. With the advent of data-intensive applications, the elimination of redundancy in disseminated information has become a serious challenge for researchers who are on the lookout for evolving metaheuristic algorithms which can explore and exploit the information feature space to derive the optimal settings for specific applications. Swarm intelligence algorithms have developed as one of the most widely used metaheuristic techniques for addressing this challenge in an effective way. Inspired by the behavior of a swarm of bees, these swarm intelligence techniques emulate the corresponding natural instincts to derive optimal solutions for data-intensive applications.

Computational Intelligence and Blockchain in Complex Systems: System Security and Interdisciplinary Applications provides readers with a guide to understanding the dynamics of AI, machine learning, and computational intelligence in blockchain, and how these rapidly developing technologies are revolutionizing a variety of interdisciplinary research fields and applications. This book examines the role of computational intelligence and machine learning in the development of algorithms to deploy blockchain technology across a number of applications, including healthcare, insurance, smart grid, smart contracts, digital currency, precision agriculture, and supply chain. The authors cover the unique and developing intersection between cyber security and blockchain in modern networks, as well as in-depth studies on cybersecurity challenges and multidisciplinary methods in modern blockchain networks. Readers will find mathematical equations throughout the book as part of the underlying concepts and foundational methods, especially the complex algorithms involved in blockchain security aspects for hashing, coding, and decoding. This book also provides readers with the most in-depth technical guide to the intersection of computational intelligence and blockchain, two of the most important technologies for the development of next-generation complex systems

NFTs cause excitement and skepticism. How much value can a token hold? What drives this value?To properly appreciate NFTs we must first understand what they actually are, how they work and in what contexts they are used.The Everything Token is an essential primer on NFTs (non-fungible tokens), explaining their use, purpose, and how businesses can create and exploit them to develop new product lines, building customer loyalty and increased revenues at the same time.Together the authors have spent much of the past few years embedded in NFT communities and helping launch NFT products. As self-described beta testers of this brand-new technology, they've seen its power first-hand and aim to educate others on the importance, uses and purpose of NFT and surrounding, ever-evolving technologies.Demystifying the complexities, two experts in NFTs show why we should take NFTs much more seriously than their reputation as fun digital art collectibles suggest. They have a wider variety of uses than one may realise.Gripping and accessible, this book provides a guide and an insight into what can often be a hard-to-grasp area of technology.

The definitive guide to eliminating the forces that make it harder, more complicated, or downright impossible to get things done in organizations. Find out why Adam Grant says "If every leader took the ideas in this book seriously, the world would be a less miserable, more productive place."Every organization is plagued by destructive friction. Yet some forms of friction are incredibly useful, and leaders who attempt to improve workplace efficiency often make things even worse. Drawing from seven years of hands-on research, The Friction Project by bestselling authors Robert I. Sutton and Huggy Rao teaches readers how to become "friction fixers."Sutton and Rao kick off the book by unpacking how skilled friction fixers think and act like trustees of others' time. They provide friction forensics to help readers identify where to avert and repair bad organizational friction and where to maintain and inject good friction. Then their help pyramid shows how friction fixers do their work, from reframing friction troubles they can't fix right now, so they feel less threatening, to designing and repairing organizations. The heart of the book digs into the causes and solutions for five of the most common and damaging friction troubles: oblivious leaders, addition sickness, broken connections, jargon monoxide, and fast and frenzied people and teams.Sound familiar? Sutton and Rao are here to help. They wrap things up with lessons for leading your own friction project, including linking little things to big things; the power of civility, caring, and love for propelling designs and repairs; and embracing the mess that is an inevitable part of the process (while still trying to clean it up). 'Entertaining and eminently practical' - Financial Times

Datenbasierte Dienstleistungen wie die vorausschauende Wartung bieten große Chance für produzierende Unternehmen. Eine Vielzahl an Unternehmen haben entsprechende Industrie 4.0 Projekte angestoßen. Die nachhaltige Umsetzung bereitet jedoch größere Schwierigkeiten als erwartet. Im vorliegenden Beitrag wird ein Leitfaden vorgestellt welcher aufzeigt, was für eine nachhaltige Umsetzung für datenbasierte Dienstleistungen zu beachten ist. Dieser Leitfaden umfasst drei übergeordnete Schritte: (1) Entwicklung datenbasierter Dienstleistungen, (2) Konzept für die Umsetzung datenbasierter Dienstleistung aus soziotechnischer Perspektive und (3) Umsetzung. Basierend auf den Erfahrungen eines von der Innosuisse finanzierten Projektes zeigen die Autoren auf, wo die größten Herausforderungen innerhalb der drei übergeordneten Schritte liegen, geben eine kurze Übersicht zur relevanten Literatur und beschreiben die Methoden, welche die Entwicklung und die nachhaltige Umsetzungdatenbasierter Dienstleistungen unterstützen. Dabei stützen sich die Autoren auf die Erkenntnisse der soziotechnischen Systemtheorie und zeigen auf, welche Maßnahmen aus Sicht Mensch, Technik und Organisation notwendig sind.

Der Sammelband betrachtet Lehr-/Lernkulturen in der wissenschaftlichen Weiterbildung aus mikro-, meso- und makrodidaktischer Perspektive.Unter diversen theoretischen sowie forschungsmethodischen Zugängen werden in den Beiträgen zentrale Aspekte und Fragestellungen hinsichtlich des Lehrens und Lernens in der wissenschaftlichen Weiterbildung beleuchtet und analysiert. In den einzelnen Forschungsarbeiten rücken unter anderem kontextspezifische als auch fachkulturelle Differenzierungen, immanente Spannungsverhältnisse sowie schließlich bedeutsame Ausrichtungen der Lehr-/Lernkulturen in der wissenschaftlichen Weiterbildung in den Blick.

Ina Goller und Tanja Laufer erklären in diesem essential, wie Führungskräfte den wichtigsten Erfolgsfaktor für Teamperformance ¿ das Konzept ¿Psychologische Sicherheit¿ ¿ in ihrem Unternehmen etablieren. Die Autorinnen geben einen kompakten Überblick, erläutern den wissenschaftlichen Hintergrund und zeigen die positiven Effekte auf die Teamleistung auf. Sie geben wertvolle Umsetzungshilfen für alle Führungskräfte wie Team- und Projektleiter*innen sowie Personalentwickler*innen, um die Fehlerkultur und Innovationsfähigkeit im Team und damit im Unternehmen zu stärken.

Maschinelles Lernen (ML) ist zu einem alltäglichen Element in unserem Leben und zu einem Standardwerkzeug für viele Bereiche der Wissenschaft und Technik geworden. Um ML optimal nutzen zu können, ist es wichtig, die zugrunde liegenden Prinzipien zu verstehen. In diesem Buch wird ML als die rechnerische Umsetzung des wissenschaftlichen Prinzips betrachtet. Dieses Prinzip besteht darin, ein Modell eines gegebenen datenerzeugenden Phänomens kontinuierlich anzupassen, indem eine Form des Verlustes, der durch seine Vorhersagen entsteht, minimiert wird.Das Buch schult den Leser darin, verschiedene ML-Anwendungen und -Methoden in drei Komponenten (Daten, Modell und Verlust) aufzuschlüsseln, und hilft ihm so, aus dem riesigen Angebot an vorgefertigten ML-Methoden auszuwählen.Der Drei-Komponenten-Ansatz des Buches erlaubt eine einheitliche und transparente Darstellung verschiedener ML-Techniken. Wichtige Methoden zu Regularisierung, zum Schutz der Privatsphäre und zur Erklärbarkeit von ML-Methoden sind Spezialfälle dieses Drei-Komponenten-Ansatz.

Dieses Buch zeigt mittels der AECdisc® Potenzialanalyse Schritt für Schritt auf, wie wir Stärken, Fähigkeiten und Motivationsfaktoren von Individuen erkennen, analysieren und nutzen können. Führungskräfte, Personalleiter und Unternehmer können mithilfe der Analyse die richtigen neuen Mitarbeitenden gewinnen und bestehende Kollegen fördern, sowie diese in gut funktionierenden Teams langfristig an das Unternehmen binden. Die Potenzialanalyse schickt die Anwender auf eine Reise zu sich selbst, auf der sie schrittweise erfahren, welche unbewussten Verhaltensmuster, Stärken und verbesserungsfähigen Kompetenzen sie haben.

A powerful and urgent explanation and vindication of our human rights and freedomsAfter the devastation of World War Two, the international community came together to enshrine fundamental rights to refuge, health, education and living standards, for privacy, fair trials and free speech, and outlawing torture, slavery and discrimination. Their goal was greater global justice, equality, and peace. That settlement is now in danger, attacked by opponents from across the political spectrum and populist and authoritarian movements worldwide. We are threatened by wars, inequality, new technologies and climate catastrophe, and we need our human rights now more than ever. In this powerful, accessible book, Shami Chakrabarti, lawyer, parliamentarian and leading British human rights defender, shows us why human rights are essential for our future. Outlining the historic national and international struggles for human rights, from the fall of Babylon, to the present day, Chakrabarti is an indispensable guide to the law and logic underpinning human dignity and universal freedoms. Her intervention will engage both sceptics and supporters, equipping believers in the battle of ideas and persuading doubters to think again. For human rights to survive, they must be far better understood by everyone.

'A book to get the neurons firing. As a passionate game player I loved reading a neuroscientist's perspective on the role games have played in humanity's attempts to navigate the game of life. A dopamine hit on every page' Marcus du SautoyA sweeping intellectual history of games and their importance to human progress.We play games to learn about the world, to understand our minds and the minds of others, and to practice making predictions about the future. Games are thought to be older than written language, and have now become the dominant cultural media-bigger than movies, TV, music, and literature combined. They are also fun. But as neuroscientist and physicist Kelly Clancy argues, it's time we started taking them more seriously. In Playing With Reality, she chronicles the riveting and hidden history of games since the Enlightenment, weaving an unexpected path through military theory, biology, artificial intelligence, neuroscience, cognitive psychology, and the future of democracy. Games, Clancy shows us, have been deeply intertwined with the arc of history. War games shaped the outcomes of real wars in nineteenth and twentieth century Europe. Game theory warped our understanding of human behaviour and brought us to the brink of annihilation-yet still underlies basic assumptions in economics, politics, and technology. We used games to teach computers how to learn for themselves, and now we are designing games that will determine the shape of society and future of democracy. Games also inform the basic systems that govern our daily lives: the social media and technology that can warp our preferences, polarise us, and manufacture our desires. Lucid, thought-provoking, and masterfully told, Playing With Reality makes the bold argument that the human fascination with games is the key to understanding our nature.

This edited book explores the unique risks, opportunities, challenges, and societal implications associated with big data developments within the field of finance. While the general use of big data has been the subject of frequent discussions, this book will take a more focused look at big data applications in the financial sector. With contributions from researchers, practitioners, and entrepreneurs involved at the forefront of big data in finance, the book discusses technological and business-inspired breakthroughs in the field. The contributions offer technical insights into the different applications presented and highlight how these new developments may impact and contribute to the evolution of the financial sector. Additionally, the book presents several case studies that examine practical applications of big data in finance. In exploring the readiness of financial institutions to adapt to new developments in the big data/artificial intelligence space and assessing different implementation strategies and policy solutions, the book will be of interest to academics, practitioners, and regulators who work in this field.

This book aims at developing a reader's thorough understanding of the challenges and opportunities of two categories of networks, namely k-covered wireless sensor networks and k-barrier covered wireless sensor networks. It presents a variety of theoretical studies based on percolation theory, convexity theory, and applied computational geometry, as well as the algorithms and protocols that are essential to their design, analysis, and development. Particularly, this book focuses on the cover, sense, and inform (CSI) paradigm with a goal to build a unified framework, where connected k-coverage (or k-barrier coverage), sensor scheduling, and geographic data forwarding, gathering, and delivery are jointly considered. It provides the interested reader with a fine study of the above networks, which can be covered in introductory and advanced courses on wireless sensor networks. This book is useful to senior undergraduate and graduate students in computer science, computer engineering, electrical engineering, information science, information technology, mathematics, and any related discipline. Also, it is of interest to computer scientists, researchers, and practitioners in academia and industry with interest in these two networks from their deployment until data gathering and delivery.

Erfahren Sie, wie Sie erfolgreiche Big-Data-Projekte durchführen, wie Sie Ihre Teams mit Ressourcen ausstatten und wie die Teams miteinander arbeiten sollten, um kosteneffizient zu sein. In diesem Buch werden die drei Teams vorgestellt, die für erfolgreiche Projekte erforderlich sind, und es wird erläutert, welche Aufgaben die einzelnen Teams haben.Die meisten Unternehmen scheitern mit Big-Data-Projekten, und der Misserfolg wird fast immer auf die verwendeten Technologien geschoben. Um erfolgreich zu sein, müssen sich Unternehmen sowohl auf die Technologie als auch auf das Management konzentrieren.Die Nutzung von Daten ist ein Teamsport. Es bedarf verschiedener Menschen mit unterschiedlichen Fähigkeiten, die alle zusammenarbeiten müssen, um etwas zu erreichen. Bei allen Projekten, mit Ausnahme der kleinsten, sollten die Mitarbeiter in mehreren Teams organisiert werden, um das Scheitern von Projekten und unzureichende Leistungen zu vermeiden.Dieses Buch konzentriert sich auf das Management. Vor einigen Jahren wurde wenig bis gar nicht über das Management von Big-Data-Projekten oder -Teams geschrieben oder gesprochen. Data Teams zeigt, warum Managementfehler die Ursache für so viele Projektmisserfolge sind und wie Sie solche Misserfolge in Ihrem Projekt proaktiv verhindern können.Was Sie lernen werdenEntdecken Sie die drei Teams, die Sie benötigen, um mit Big Data erfolgreich zu seinVerstehen, was ein Datenwissenschaftler ist und was ein Datenwissenschaftsteam tutVerstehen, was ein Data Engineer ist und was ein Data Engineering Team machtVerstehen, was ein Betriebsingenieur ist und was ein Betriebsteam tutWissen, wie sich die Teams und Titel unterscheiden und warum Sie alle drei Teams brauchenErkennen, welche Rolle das Unternehmen bei der Zusammenarbeit mit Datenteams spielt und wie der Rest der Organisation zu erfolgreichen Datenprojekten beiträgtFür wen dieses Buch gedacht istFührungskräfte aller Ebenen, einschließlich derjenigen, die über einige technische Fähigkeiten verfügen und ein Big-Data-Projekt in Angriff nehmen wollen oder bereits ein Big-Data-Projekt begonnen haben. Es ist besonders hilfreich für diejenigen, die Projekte haben, die nicht vorankommen und nicht wissen, warum, oder die an einer Konferenz teilgenommen oder über Big Data gelesen haben und nun damit beginnen, zu prüfen, was nötig ist, um ein Projekt zu realisieren.Dieses Buch ist auch für leitende Mitarbeiter oder technische Architekten relevant, die in einem Team arbeiten, das vom Unternehmen beauftragt wurde, herauszufinden, was nötig ist, um ein Projekt zu starten, in einem Projekt, das nicht vorankommt, oder die feststellen müssen, ob es nichttechnische Probleme gibt, die ihr Projekt beeinträchtigen.

The international best-selling author explores the revolutions-past and present-that define the chaotic, polarized and unstable age in which we livePopulist rage, ideological fracture, economic and technological shocks, geopolitical dangers and an international system studded with catastrophic risk - the early decades of the 21st century may be one of the most revolutionary periods in modern history. But they are not the first. Humans have lived, and thrived, through more than one great realignment. What makes an age a revolutionary one? And how do they end?In this major new work, Fareed Zakaria masterfully investigates eras that have shattered and shaped humanity. Four such periods hold profound lessons for today. First, in seventeenth-century Netherlands a series of transformations made that tiny land the richest in thew world - and created modern politics as we know it today. The 'Glorious Revolution' in Britain showed that major political change could happen peacefully. Next, the French Revolution, a dramatic decade and a half that devoured its ideological children and left a bloody legacy that haunts us to this day. Finally, the mother of all revolutions, the Industrial Revolution, which catapulted Britain and the U.S. to global dominance and created the modern world. Against these paradigm-shifting historical eras, Zakaria describes our current situation, unpacking the four revolutions we are living through now; in globalization, technology, identity, and geopolitics.As few public intellectuals can, Zakaria combines intellectual range, deep historical insight, and uncanny prescience to reframe and illuminate a turbulent present.

'This debut novel about womanhood and expectations will be one of the most exciting of the year' INDEPENDENT, the best fiction books to read in 2024'A young woman's life, told through the men she has dated. With glorious attention to detail and emotional fluency, Dunn charts the ways in which we are built and broken by love' PANDORA SYKES***An irresistible and achingly relatable debut novel for anyone who has ever had to let go of what they thought their life would look like and open themselves up to the dizzying possibilities of chance.Elliot. Joe. Tommy. Nathanael. Wren. Oliver. Malik. Zach. Frank. Patrick. Noah. These are the men Margot has loved, liked, lusted over.Since she was seventeen, she's pictured them like stepping stones - each one bringing her closer to finding someone to share her life with and, eventually, father the children she's always imagined in her future.From her first sexual encounter, to her first love, from grown-up dilemmas to spontaneous thrills, she's soaked up every experience available to her, discovering friendship, joy and despair. Through all of this she's refined her search until she believes she's arrived at 'the ending' to her story.So how did she find herself here, single at thirty-four, and about to make the biggest decision of her life?'Raw, funny and beautiful . . . A really gorgeously observed novel about youth and womanhood' DAISY BUCHANAN, author of Careering'Relatable, poignant and gripping ... I read it in a single day' LIBBY PAGE, author of The Lido'Warm, witty, wise . . . A thoughtful and moving portrait that made me laugh and cry' CHLOË ASHBY, author of Wet Paint

Die Besteuerung von Kryptowährungen stellt sowohl in der wissenschaftlichen als auch der steuerlichen Praxis ein immer größer werdender Themenbereich dar. Die Beantwortung der sich stetig aufwerfenden Fragen setzt neben einem Verständnis für die zugrundeliegende Technologie und der zivilrechtlichen Einordnung vor allem eine kritische Auseinandersetzung mit den Grundsätzen des deutschen Steuerrechts voraus. Die vorliegende Arbeit gibt zunächst einen Einblick in die technischen Grundlagen von Kryptowährungen sowie den einzelnen technischen Implikationen. Nach einer kurzen zivilrechtlichen Würdigung werden Einblicke in die einzelnen Aspekte der Besteuerung, insbesondere auf die differenzierte Betrachtung innerhalb der einzelnen Krypto-Token Typen und der verschiedenen Anwendungen gewährt. Ein besonderer Schwerpunkt stellt dabei die Besteuerung von Krytpo-Token aus seiner Hard-Fork dar, deren Besteuerung nach dem deutschen Steuerrecht einen über die Ansicht des BMF hinausgehende Handlungspflicht des Gesetzgebers erfordern dürfte. Insgesamt lässt der stetige Wandel und das wachsende Interesse sowohl der Politik als auch der Anleger an Kryptowährungen im Hinblick auf eine der Technologie gerecht werdenden Besteuerung für die Zukunft viele spannende rechtliche Wendungen und Debatten erwarten.

¿Volume LNCS 14414 constitutes the refereed proceedings of the 26th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2023, which was held in Vancouver, Canada in October 2023.The DEMI 2023 proceedings contain 11 high-quality papers of 9 to 15 pages pre-selected through a rigorous peer review process (with an average of three reviews per paper). All submissions were peer-reviewed through a double-blind process by at least three members of the scientific review committee, comprising 16 experts in the field of medical imaging. The accepted manuscripts cover various medical image analysis methods and applications.

This book constitutes the refereed post-conference proceedings of the Fifth IFIP TC 12 International Conference on Computational Intelligence in Data Science, ICCIDS 2022, held virtually, in March 2022.The 28 revised full papers presented were carefully reviewed and selected from 96 submissions. The papers cover topics such as computational intelligence for text analysis; computational intelligence for image and video analysis; blockchain and data science.

The combination of DEA and ratio analysis is introduced as a suitable field for evaluating the performance of DMUs. In this regard, DEA-R is also proposed as a hybrid technique for calculating efficiency, ranking DMUs, and finding efficient faces. Therefore, the relationship between DEA and DEA-R provides a suitable field for researchers in the field of evaluating the performance of DMUs. The audience of this book is not limited to researchers in mathematics fields, but experts and students in industrial engineering and management fields also benefit from the topics of this book.

This book provides a principled data-driven framework that progressively constructs, enriches, and applies taxonomies without leveraging massive human annotated data. Traditionally, people construct domain-specific taxonomies by extensive manual curations, which is time-consuming and costly. In today's information era, people are inundated with the vast amounts of text data. Despite their usefulness, people haven't yet exploited the full power of taxonomies due to the heavy curation needed for creating and maintaining them. To bridge this gap, the authors discuss automated taxonomy discovery and exploration, with an emphasis on label-efficient machine learning methods and their real-world usages. Taxonomy organizes entities and concepts in a hierarchy way. It is ubiquitous in our daily life, ranging from product taxonomies used by online retailers, topic taxonomies deployed by news outlets and social media, as well as scientific taxonomies deployed by digital libraries across various domains. When properly analyzed, these taxonomies can play a vital role for science, engineering, business intelligence, policy design, e-commerce, and more. Intuitive examples are used throughout enabling readers to grasp concepts more easily.

This report explores how machine learning can be leveraged to enable military decisionmaking at the operational level of competition and conflict as a collaboration between machine learning tools and human analysts.

Decision Making Models: A Perspective of Fuzzy Logic and Machine Learning presents the latest developments in the field of uncertain mathematics and decision science. The book aims to deliver a systematic exposure to soft computing techniques in fuzzy mathematics as well as artificial intelligence in the context of real-life problems and is designed to address recent techniques to solving uncertain problems encountered specifically in decision sciences. Researchers, professors, software engineers, and graduate students working in the fields of applied mathematics, software engineering, and artificial intelligence will find this book useful to acquire a solid foundation in fuzzy logic and fuzzy systems.Other areas of note include optimization problems and artificial intelligence practices, as well as how to analyze IoT solutions with applications and develop decision-making mechanisms realized under uncertainty.

Smart Spaces covers the latest concepts and technologies surrounding smart spaces, providing technical personnel engaged in smart space related research and industries a more in-depth understanding of smart spaces. This book can be used as a reference for practicing this emerging discipline, but it will also be useful for researchers, scientists, developers, practitioners, and graduate students working in the fields of smart spaces and artificial intelligence. It combines the study of working or living spaces with computing, information equipment, and multimodal sensing devices, and with natural and convenient interactive interfaces to support how people can easily obtain services from computer systems. People's work and life in smart spaces use computer systems; it is a process of uninterrupted interaction between people and the computer system. In this process, the computer is no longer just an information processing tool that passively executes explicit human operation commands but a collaborator with people to complete tasks - a partner to human beings. International research on smart spaces is quite extensive, which shows the important role of smart spaces in ubiquitous computing research.