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An Introduction to Statistical Data Science: Theory and Models
by Giorgio PicciThis graduate textbook on the statistical approach to data science describes the basic ideas, scientific principles and common techniques for the extraction of mathematical models from observed data. Aimed at young scientists, and motivated by their scientific prospects, it provides first principle derivations of various algorithms and procedures, thereby supplying a solid background for their future specialization to diverse fields and applications. The beginning of the book presents the basics of statistical science, with an exposition on linear models. This is followed by an analysis of some numerical aspects and various regularization techniques, including LASSO, which are particularly important for large scale problems. Decision problems are studied both from the classical hypothesis testing perspective and, particularly, from a modern support-vector perspective, in the linear and non-linear context alike. Underlying the book is the Bayesian approach and the Bayesian interpretation of various algorithms and procedures. This is the key to principal components analysis and canonical correlation analysis, which are explained in detail. Following a chapter on nonlinear inference, including material on neural networks, the book concludes with a discussion on time series analysis and estimating their dynamic models. Featuring examples and exercises partially motivated by engineering applications, this book is intended for graduate students in applied mathematics and engineering with a general background in probability and linear algebra.
An Introduction to Universal Artificial Intelligence (Chapman & Hall/CRC Artificial Intelligence and Robotics Series)
by Marcus Hutter David Quarel Elliot CattAn Introduction to Universal Artificial Intelligence provides the formal underpinning of what it means for an agent to act intelligently in an unknown environment. First presented in Universal Algorithmic Intelligence (Hutter, 2000), UAI offers a framework in which virtually all AI problems can be formulated, and a theory of how to solve them. UAI unifies ideas from sequential decision theory, Bayesian inference, and algorithmic information theory to construct AIXI, an optimal reinforcement learning agent that learns to act optimally in unknown environments. AIXI is the theoretical gold standard for intelligent behavior.The book covers both the theoretical and practical aspects of UAI. Bayesian updating can be done efficiently with context tree weighting, and planning can be approximated by sampling with Monte Carlo tree search. It provides algorithms for the reader to implement, and experimental results to compare against. These algorithms are used to approximate AIXI. The book ends with a philosophical discussion of Artificial General Intelligence: Can super-intelligent agents even be constructed? Is it inevitable that they will be constructed, and what are the potential consequences?This text is suitable for late undergraduate students. It provides an extensive chapter to fill in the required mathematics, probability, information, and computability theory background.
An die Spitze im E-Commerce: Neues Wachstum im Online-Handel durch überlegene Differenzierung
by Stefan ClausingDieses Buch ist ein wertvoller Leitfaden für Online-Händler, die in einer sich ständig verändernden Branche langfristiges Wachstum erreichen wollen. Stefan Clausing bietet dafür pragmatische Strategien an, ohne dabei zu „fancy“ zu werden. Die Welt des E-Commerce hat in den letzten Jahrzehnten eine rasante Entwicklung erlebt, die durch die SARS-CoV-2-Pandemie ihren vorläufigen Höhepunkt fand. Doch im Jahr 2022 trübte sich die Stimmung ein. Der Online-Handel wurde erstmals mit negativem Wachstum konfrontiert. Jetzt ist es an der Zeit, sich als Online-Shopbetreiber neu aufzustellen. Dieses Buch bietet eine Bestandsaufnahme und zeigt, wie Sie die Chancen nutzen und den Risiken begegnen können.Aus dem InhaltVeränderung ist die Norm: Wie Wachstum im dynamischen Umfeld des E-Commerce gelingt.Positionierung ist der Schlüssel: Vom tiefen Verständnis von Ihrer Zielgruppe zu einer überzeugenden Positionierung.Traffic und Kundenakquise: Kundengewinnung als dauerhafte Herausforderung – Übersicht der wichtigsten Instrumente, um Kunden durch den Kaufentscheidungsprozess zu führen und zu Wiederholungskäufern zu machen.Datenschutz und Marketing: Hand in Hand mit einer klugen Datenstrategie und einer ausgewogenen Budgetierung über den gesamten Conversion Funnel. Customer Relationship Management: Wie Sie anhand des Customer Lifetime Value (CLV) und Kohortenanalysen die Kundenbindung steigern.Ethik im E-Commerce: Wie das Streben nach Gewinnmaximierung nicht auf Kosten des Kundenmehrwerts geht. „An die Spitze im E-Commerce“ bietet eine ganzheitliche Perspektive auf die Herausforderungen und Chancen im digitalen Handel – sowohl für große Online-Shops als auch für KMUs und Selbständige. Die ausgewogenen Ansätze und praktischen Erkenntnisse machen dieses Buch zu einem klugen Ratgeber für Online-Verkäufer, die nachhaltig wachsen und langfristig erfolgreich sein möchten.
Analog Superpowers: How Twentieth-Century Technology Theft Built the National Security State
by Katherine C. EpsteinA gripping history that spans law, international affairs, and top-secret technology to unmask the tension between intellectual property rights and national security. At the beginning of the twentieth century, two British inventors, Arthur Pollen and Harold Isherwood, became fascinated by a major military question: how to aim the big guns of battleships. These warships—of enormous geopolitical import before the advent of intercontinental missiles or drones—had to shoot in poor light and choppy seas at distant moving targets, conditions that impeded accurate gunfire. Seeing the need to account for a plethora of variables, Pollen and Isherwood built an integrated system for gathering data, calculating predictions, and transmitting the results to the gunners. At the heart of their invention was the most advanced analog computer of the day, a technological breakthrough that anticipated the famous Norden bombsight of World War II, the inertial guidance systems of nuclear missiles, and the networked “smart” systems that dominate combat today. Recognizing the value of Pollen and Isherwood’s invention, the British Royal Navy and the United States Navy pirated it, one after the other. When the inventors sued, both the British and US governments invoked secrecy, citing national security concerns. Drawing on a wealth of archival evidence, Analog Superpowers analyzes these and related legal battles over naval technology, exploring how national defense tested the two countries’ commitment to individual rights and the free market. Katherine C. Epstein deftly sets out Pollen’s and Isherwood’s pioneering achievements, the patent questions raised, the geopolitical rivalry between Britain and the United States, and the legal precedents each country developed to control military tools built by private contractors. Epstein’s account reveals that long before the US national security state sought to restrict information about atomic energy, it was already embroiled in another contest between innovation and secrecy. The America portrayed in this sweeping and accessible history isn’t yet a global hegemon but a rising superpower ready to acquire foreign technology by fair means or foul—much as it accuses China of doing today.
Analysis and PDE in Latin America: ICMAM 2022 (Trends in Mathematics #10)
by Duván Cardona Brian GrajalesThis book presents the extended abstracts of the 2022 International Conference: Multidisciplinary Aspects in Mathematics and its applications (ICMAM) Latin America conference. The book presents the current state of the art in Analysis and PDEs in Latin America. Topics include: PDE models describing epidemics, population dynamics, climatological risks, oil prospection, impedance tomography in the detection of medical diseases, and abstract theory of PDEs. The extended abstracts presented in this book includes contributions by several renowned mathematicians in analysis and PDEs.
Analysis of Epidemiologic Data Using R (Synthesis Lectures on Mathematics & Statistics)
by Robert HirschThis book addresses the description and analysis of occurrence data frequently encountered in epidemiological studies. With the occurrence of Covid-19, people have been exposed to the analysis and interpretation of epidemiological data. To be informed consumers of this information, people need to understand the nature and analysis of these data. Effort is made to emphasize concepts rather than mathematics. Subjects range from description of the frequencies of disease to the analysis of associations between the occurrence of disease and exposure. Those analyses begin with simple associations and work up to complex relationships that involve the control of extraneous characteristics. Analyses rely on the statistical software R, which is freeware in wide use by professional epidemiologists and other scientists.
Analysis of Images, Social Networks and Texts: 11th International Conference, AIST 2023, Yerevan, Armenia, September 28–30, 2023, Revised Selected Papers (Lecture Notes in Computer Science #14486)
by Panos M. Pardalos Andrey V. Savchenko Dmitry I. Ignatov Alexander Panchenko Michael Khachay Andrey Kutuzov Elena Tutubalina Ilya Makarov Evgenii Tsymbalov Habet Madoyan Irina Nikishina Maxim Panov Sergey ZagoruykoThis book constitutes revised selected papers from the thoroughly refereed proceedings of the 11th International Conference on Analysis of Images, Social Networks and Texts, AIST 2023, held in Yerevan, Armenia, during September 28-30, 2023. The 24 full papers included in this book were carefully reviewed and selected from 93 submissions. They were organized in topical sections as follows: natural language processing; computer vision; data analysis and machine learning; network analysis; and theoretical machine learning and optimization. The book also contains one invited talk in full paper length.
Analytical Decision Making and Data Envelopment Analysis: Advances and Challenges (Infosys Science Foundation Series)
by Farhad Hosseinzadeh Lotfi S. A. Edalatpanah Kristiaan Kerstens Peter WankeThis book explores the intersection of data envelopment analysis (DEA) and various analytical decision-making methodologies. Featuring contributions from experts in the field from across the world, each chapter delves into different aspects of DEA and its applications in real-world scenarios. The book covers a wide range of topics, including integrating DEA with machine learning techniques, performance evaluation in diverse sectors like banking and civil engineering, and using DEA in managerial decision-making. It also examines data mining during the Covid-19 pandemic and the application of blockchain and IoT in supply chain management. The book offers a deep dive into the evolution of nonparametric frontier methods and the development of new optimization algorithms, addressing the complexities of modern analytical decision-making tools.A few chapters delve into futuristic topics like fuzzy sets and their extensions in decision-making and exploring e-learning platforms for education. This book is an invaluable resource for researchers, practitioners and students interested in the latest DEA advancements and practical applications in various fields. Its multidisciplinary approach makes it a useful addition to the libraries of those seeking to understand the complexities and potentials of modern analytical decision-making tools.
Analytics Engineering with SQL and dbt: Building Meaningful Data Models at Scale
by Rui Pedro Machado Helder RussaWith the shift from data warehouses to data lakes, data now lands in repositories before it's been transformed, enabling engineers to model raw data into clean, well-defined datasets. dbt (data build tool) helps you take data further. This practical book shows data analysts, data engineers, BI developers, and data scientists how to create a true self-service transformation platform through the use of dynamic SQL.Authors Rui Machado from Monstarlab and Hélder Russa from Jumia show you how to quickly deliver new data products by focusing more on value delivery and less on architectural and engineering aspects. If you know your business well and have the technical skills to model raw data into clean, well-defined datasets, you'll learn how to design and deliver data models without any technical influence.With this book, you'll learn:What dbt is and how a dbt project is structuredHow dbt fits into the data engineering and analytics worldsHow to collaborate on building data modelsThe main tools and architectures for building useful, functional data modelsHow to fit dbt into data warehousing and laking architectureHow to build tests for data transformations
Analytische Datenarchitekturen (IT kompakt)
by Michael SchulzLange Zeit waren Data Warehouse, Data Mart und Operational Data Store die einzigen verbreiteten Komponenten einer analytischen Datenarchitektur. Die zunehmende Verwendung komplexer Daten zur Entscheidungsunterstützung hat in den letzten Jahren Architekturkomponenten wie den Data Lake oder Möglichkeiten zur analytischen Verwendung von Stromdaten hervorgebracht. War ihr Einsatz in vielen Organisationen zunächst von Misserfolgen begleitet, haben sich mittlerweile Grundsätze etabliert, die einen sinnvollen Einsatz ermöglichen. Seit kurzem sind mit Data Lakehouse, Data Fabric und Data Mesh weitere Ansätze in der Diskussion. Durch diese Vielzahl existierender Ansätze ist der Themenkomplex unübersichtlich geworden und es wird immer schwieriger, den Überblick zu behalten. Genau darin liegt die Zielsetzung des vorliegenden Buches: Mit einem klaren Fokus auf derzeit relevante Architekturkomponenten sollen ihre Hauptmerkmale verdeutlicht werden.
Analyzing Websites
by Luc Massou Patrick Mpondo-Dicka Nathalie PinèdeFrom a cluster of interconnected HTML pages to online service platforms, websites are constantly changing in form and function. These transformations have led, on the one hand, to human and social sciences renewing or inventing analytical methodologies; and on the other hand, to a reconsideration of the practices of non-specialists and digital professionals. The Web factory is equally included on the agenda of communication training, according to an alternative approach that is complementary to the one that has been implemented for computer scientists. From these two perspectives and drawing upon several case studies, Analyzing Websites presents epistemological and methodological contributions from researchers in Information and Communication Sciences exploring websites as sociotechnical, semi-discursive and communicational devices. This study covers website design as well as their integration into the digital strategies of organizations in the public, associative and private sectors.
Android Malware Detection and Adversarial Methods
by Xiaosong Zhang Weina Niu Ran Yan Jiacheng GongThe rise of Android malware poses a significant threat to users’ information security and privacy. Malicious software can inflict severe harm on users by employing various tactics, including deception, personal information theft, and device control. To address this issue, both academia and industry are continually engaged in research and development efforts focused on detecting and countering Android malware. This book is a comprehensive academic monograph crafted against this backdrop. The publication meticulously explores the background, methods, adversarial approaches, and future trends related to Android malware. It is organized into four parts: the overview of Android malware detection, the general Android malware detection method, the adversarial method for Android malware detection, and the future trends of Android malware detection. Within these sections, the book elucidates associated issues, principles, and highlights notable research. By engaging with this book, readers will gain not only a global perspective on Android malware detection and adversarial methods but also a detailed understanding of the taxonomy and general methods outlined in each part. The publication illustrates both the overarching model and representative academic work, facilitating a profound comprehension of Android malware detection.
Android Smartphones For Seniors For Dummies
by Marsha CollierTake command of your Android smartphone. Android Smartphones For Seniors For Dummies is the best no-nonsense guide for members of the older-and-better crowd who want to use their smartphone's features without making a support call. This fluff-free guide shows you the essentials of a smartphone running the Android operating system. Thanks to larger-print type and full-color images, it's easy to learn how to turn your phone into a communications, photography, security, and media streaming powerhouse—without wasting time on the features you may never use. You'll definitely pick up a few tricks to show off to friends and family. Stay organized and keep track of appointments with your smartphone Sharpen your messaging skills and connect with the newest media apps Take photos and videos and share them with friends and family everywhere you go Understand the privacy and security apps in your phone for a safe experience Stream music, movies, radio, and podcasts using apps on your phone This is the perfect Dummies guide for Android smartphone users who want to feel confident handling the basics of apps and functions that they'll use every day.
Anforderungen an unternehmerische Entscheidungen in einer dynamischen Welt (Business - Innovation - High Tech)
by Matthias Graumann Achim Burkhardt Thomas WengerUnternehmerische Entscheidungen profitieren vom Rückgriff auf wissenschaftliches Wissen. Es leitet nicht nur das methodische Vorgehen beim Treffen von Entscheidungen an, sondern stellt auch konkrete Ursache-Wirkungs-Beziehungen zur Verfügung. Auf diese Weise unterstützt die Wissenschaft die Beantwortung praktischer Fragen, was die Autoren dieses Sammelbandes anhand zahlreicher Beispiele aus Organisation, Führung und Marketing illustrieren.
Angels and Other Cows: A Celestial Adventure into AI Worlds, the Social Good, and Unknown Connections (Artificial Intelligence, Simulation and Society)
by Petra AhrweilerThis open access novel uses fantasy and romance to pique readers' interest in understanding how AI technologies can be used for social justice across very different political and social terrains. Can you truly reach out to somebody who is in every aspect the direct opposite of yourself? Gabriel and Tilda, the two protagonists of this futuristic novel, are very different people. They work at a Berlin-based international aid company, and the only thing they can agree on is that the world is in a shambles: Scarce public resources, conflict and crises, inequalities, religious and socio-cultural belief systems that cement social injustice, have created a world as deeply divided and set apart as Gabriel and Tilda. They are sent on company business to recruit international partners for a social development project on global justice, and start travelling the world together. On their adventurous journey through many countries, they learn about the impacts of culture on social welfare systems, while trying to define their own relationship, which is intermingled with generational power games and milieu-specific worldview struggles. In Gabriel and Tilda’s attempts to bridge the deep gulf between their personalities, the novel creates a metaphor for finding a cohesive model of global justice using artificial intelligence that can integrate highly contextualized, national value cultures. Gabriel and Tilda are supported by two guardian angels: Assigned to save the planet through interpersonal and intercultural integration, the angels GA and TA team up with English Benedictine monk and mystic guru Bede Griffiths who is very keen to help Tilda and Gabriel in their model pilot of unlikely love.
Angewandte Netzwerktechnik kompakt: Dateiformate, Übertragungsprotokolle und ihre Nutzung in Java-Applikationen (IT kompakt)
by Valentin PlenkErfahren Sie mit diesem Buch alles über die angewandte NetzwerktechnikIm privaten Bereich spielt Netzwerktechnik eine eher untergeordnete Rolle. Dabei sorgt sie erst dafür, dass die Kommunikation via Internet funktioniert. Der industrielle Sektor hat die Vorteile des Datenaustauschs mit Hilfe von Netzwerken allmählich erkannt. Doch erst im Rahmen der „Industrie 4.0“ wird laut Valentin Plenk die Datenübertragung in Echtzeit mehr Bedeutung gewinnen. Mit Blick auf diese Entwicklung stellt er in seinem Buch im Sinne der angewandten Netzwerktechnik speziell die höheren Schichten der Netzwerktechnik in den Fokus. Dieses kompakte Lehrbuch zeigt Ihnen anhand von konkreten, in Java ausprogrammierten Beispielen, wie Informationen zwischen Systemen über ein Netzwerk ausgetauscht werden können. Pro Kapitel behandelt dieses Netzwerktechnik-Buch ein bestimmtes Thema. Nach der Einführung in die Grundlagen der Kommunikation geht derAutor zunächst auf Java-Streams, Zeichencodierung sowie die Netzwerkanalyse mit Wireshark ein. Anschließend schenkt Plenk speziell folgenden Datenaustauschformaten sowie Protokollen besonderes Augenmerk:• JSON• HTML• HTTP• OPC UA• TCP/IP• UDP/IPKonkrete Beispiele und Übungen geben Ihnen PraxiseinblickeAuf diese Weise deckt dieses Buch über die angewandte Netzwerktechnik den gesamten Bereich technischer Kommunikation ab, von den Netzwerkprotokollen bis hin zum Versenden von Netzwerktelegrammen. Durch diese breite Themenauswahl bekommen Sie als Leser ein tieferes Verständnis für die typischen Problemstellungen in der Anwendung der Netzwerktechnik. Sie erfahren mehr über die Darstellung von Daten in einem bestimmten Dateiformat und wie Sie Daten mittels Standardprotokollen austauschen können. Zudem lernen Sie, wie Sie eigene, einfache Protokolle auf der Basis von TCP/IP erstellen können. Schwerpunkt des Buches bildet dabei immer die Anwendung von Netzwerken.Mit Hilfe zahlreicher Übungsaufgaben (inklusive Lösungsvorschlägen) sowie Anwendungsbeispielen können Sie Ihren persönlichen Kenntnisstand überprüfen und das Gelernte vertiefen. So sind Sie ideal auf die Praxis vorbereitet. Die zweite Auflage des Buchs „Angewandte Netzwerktechnik kompakt“ wurde um den Themenbereich Webservices ergänzt. Im Abschnitt zu UDP/IP finden Sie jetzt außerdem hilfreiche Codebeispiele für Broadcast und Multicast.
Angular for Enterprise Applications: Build scalable Angular apps using the minimalist Router-first architecture
by Doguhan UlucaHarness the full power of Angular 17 with up-to-date tools and enterprise-level best practices Purchase of the print or Kindle book includes a free PDF eBookKey FeaturesDive straight into the most relevant topics that will help you build large, complex, and high-performance web applicationsFind updated examples, projects, and an overview of the latest tools and updates – including Jest, Cypress, NgRx workspace, Apollo GraphQL, and Angular Dev ToolsGet to grips with reactive code and learn how to resolve potential issues before they crop upBook DescriptionIf you’re looking to upskill and build sophisticated, minimalist web applications suited for enterprise use, Angular for Enterprise Applications is your guide to the next level of engineering mastery. In its third edition, this Angular book distils hard-earned lessons into a lucid roadmap for success. Adopting a pragmatic approach founded on a robust technical base, you'll utilize both JavaScript and TypeScript fundamentals. You'll also embrace agile engineering coding principles and learn to architect optimally sized enterprise solutions employing the freshest concepts in Angular. You’ll gradually build upon this foundation through insightful recipes, sample apps, and crystal-clear explanations. You’ll master authentication and authorization and achieve optimal performance through reactive programming and lazy loading, build complex yet flexible UIs with Router-first principles, and then integrate with backend systems using REST and GraphQL APIs. You’ll cover modern tools like RxAngular, Qwik, and Signals. You’ll construct master/detail views using data tables and NgRx for state management. You’ll explore DevOps using Docker and build CI/CD pipelines necessary for high-performance teams. By the end of this book, you’ll be proficient in leveraging Angular in enterprise and design robust systems that scale effortlessly.What you will learnBest practices for architecting and leading enterprise projectsMinimalist, value-first approach to delivering web appsHow standalone components, services, providers, modules, lazy loading, and directives work in AngularManage your app's data reactivity using Signals or RxJSState management for your Angular apps with NgRxAngular ecosystem to build and deliver enterprise applicationsAutomated testing and CI/CD to deliver high quality appsAuthentication and authorizationBuilding role-based access control with REST and GraphQLWho this book is forThis book is for mid-to-senior developers looking to gain mastery by learning how to write, test, and deploy Angular in an enterprise environment. Working experience with JavaScript is a prerequisite, and a familiarity with TypeScript and RESTful APIs will help you understand the topics covered in this book more effectively
Animal Crossing (Boss Fight Books)
by Kelsey LewinBefore the world of Animal Crossing became a pandemic lifeline for millions, the &“social sim&” communication game D??butsu no Mori, or &“Animal Forest,&” debuted in 2001 on Nintendo 64 in Japan, then once again in 2002 on GameCube to critical and commercial success all over the world. An open-ended casual game ahead of its time, Animal Crossing set the stage for the series&’s many incarnations to come with its focus on building community and friendship, its in-game currency of Bells, and its village of Animalese-speaking friends like Tom Nook, K.K. Slider, and the mean Mr. Resetti. You could visit the villages of your friends and give them gifts—all without being connected to the internet. Video game preservationist and historian Kelsey Lewin tells the story of how a mundane-sounding game full of bug-catching, letter-writing, and furniture-collecting became one of Nintendo&’s best-loved franchises, with Animal Crossing: New Horizons eclipsing Super Mario Bros. for all-time sales in Japan, unlocking gaming&’s massive potential to tap into our desire to plant trees, find friends, and make the world a better place.
Annual Report on the Big Data of New Energy Vehicle in China (2023)
by Zhenpo WangThis open access book, based on static indicators and dynamic big data from local electric vehicles, is the first research annual report on the Big Data of New Energy Vehicles (NEVs) in China. Using the real-time big data collected by China's National Monitoring and Management Platform for NEVs, this book delves into the main annual technological progress of NEVs, the vehicle operating characteristics, and it also anticipates the trend of NEVs industry. Various graphs and charts and detailed data this book will familiarize readers with the operation characteristics and practical application of China's NEVs industry and popularize the concept of automobile electrification. Besides, this book also makes an objective evaluation of the current situation and technological improvement of China's NEVs industry, presenting sensible suggestions for the development of the industry. This book is written for government staff, researchers, college staff, and technical staff of automobile and spare parts enterprises, which serves as an important reference for the decision-making of government departments and strategic decisions of automotive companies.
Anomaly Detection in Video Surveillance (Cognitive Intelligence and Robotics)
by Xiaochun WangAnomaly detection in video surveillance stands at the core of numerous real-world applications that have broad impact and generate significant academic and industrial value. The key advantage of writing the book at this point in time is that the vast amount of work done by computer scientists over the last few decades has remained largely untouched by a formal book on the subject, although these techniques significantly advance existing methods of image and video analysis and understanding by taking advantage of anomaly detection in the data mining community and visual analysis in the computer vision community. The proposed book provides a comprehensive coverage of the advances in video based anomaly detection, including topics such as the theories of anomaly detection and machine perception for the functional analysis of abnormal events in general, the identification of abnormal behaviour and crowd abnormal behaviour in particular, the current understanding of computer vision development, and the application of this present understanding towards improving video-based anomaly detection in theory and coding with OpenCV. The book also provides a perspective on deep learning on human action recognition and behaviour analysis, laying the groundwork for future advances in these areas. Overall, the chapters of this book have been carefully organized with extensive bibliographic notes attached to each chapter. One of the goals is to provide the first systematic and comprehensive description of the range of data-driven solutions currently being developed up to date for such purposes. Another is to serve a dual purpose so that students and practitioners can use it as a textbook while researchers can use it as a reference book. A final goal is to provide a comprehensive exposition of the topic of anomaly detection in video media from multiple points of view.
Anschauliche Elementargeometrie: Für (angehende) Lehrende der Primarstufe und Sekundarstufe I (Mathematik Primarstufe und Sekundarstufe I + II)
by Berthold Schuppar Hans HumenbergerDieses Lehrbuch unterstützt bei der Vorbereitung eines reizvollen, lebendigen und problemorientierten Geometrieunterrichts in der Primarstufe und Sekundarstufe I. Es macht die entsprechenden Sachverhalte der Elementargeometrie zugänglich und erlebbar, indem geometrische Figuren beschrieben, konstruiert, variiert und analysiert und die beobachteten Phänomene möglichst anschaulich begründet werden. Die vorgeschlagenen Experimente verwenden dabei diverse Materialien – von Papier und Pappe (Falten, Schneiden, Kleben) über klassische Konstruktionen mit Zirkel und Lineal bis hin zur dynamischen Geometrie-Software (DGS) GeoGebra. Entsprechende Grundkenntnisse im Umgang mit GeoGebra werden dabei vorausgesetzt. Im gesamten Buch stehen problemorientierte Ansätze, entdeckendes Lernen, Forschungsaufträge und Anwendungen im Vordergrund. In den ersten Kapiteln werden die zentralen Ziele, Inhalte und Methoden vorgestellt sowie die Inhalte der Schulgeometrie wiederholt. In den späteren Kapiteln werden diese auf einem etwas höheren mathematischen Niveau systematisiert und erweitert, jedoch nicht im Sinne einer axiomatischen Geometrie. Das Buch richtet sich vorrangig an Studierende des Lehramts der Primarstufe und Sekundarstufe I bzw. an Grund-, Haupt- und Realschulen sowie an Lehrende in diesem Bereich.
Anticipating Future Business Trends: Volume 1 (Studies in Systems, Decision and Control #535)
by Rim El KhouryIn an age marked by swift technological advancements, businesses find themselves amid unparalleled challenges and opportunities. "Future Business: Anticipating Technological Trends" aims to deliver a comprehensive exploration of the dynamic technological landscape and its profound impact on the business world. This groundbreaking book intends to serve as an invaluable guide for entrepreneurs, business leaders, and innovators, providing them with the tools to anticipate and harness emerging technological trends for a competitive edge in the global market. This book represents a pioneering exploration at the confluence of technology and business evolution. In a time where everything is turning digital, the book strives to empower business leaders, entrepreneurs, and professionals with the knowledge and insights essential for navigating the ever-shifting terrain of technology and its influence on the future of business. This book sets the tone by emphasizing the critical role of technology in shaping the future of business. It will highlight the rapid pace of technological advancements and their far-reaching implications, setting the stage for a deep dive into the key trends that will define the future of business. "Future Business: Anticipating Technological Trends" promises to be an indispensable guide for those seeking to stay ahead in the competitive world of business. By providing actionable insights and strategic foresight, this book aims to empower readers to harness the full potential of emerging technologies for sustainable business success.
Anticipating Future Business Trends: Volume 2 (Studies in Systems, Decision and Control #536)
by Rim El KhouryIn an age marked by swift technological advancements, businesses find themselves amidst unparalleled challenges and opportunities. This book aims to deliver a comprehensive exploration of the dynamic technological landscape and its profound impact on the business world. This groundbreaking book intends to serve as an invaluable guide for entrepreneurs, business leaders, and innovators, providing them with the tools to anticipate and harness emerging technological trends for a competitive edge in the global market. This book represents a pioneering exploration at the confluence of technology and business evolution. In a time where everything is turning digital, the book strives to empower business leaders, entrepreneurs, and professionals with the knowledge and insights essential for navigating the ever-shifting terrain of technology and its influence on the future of business. This book sets the tone by emphasizing the critical role of technology in shaping the future of business. It highlights the rapid pace of technological advancements and their far-reaching implications, setting the stage for a deep dive into the key trends that will define the future of business. This book promises to be an indispensable guide for those seeking to stay ahead in the competitive world of business. By providing actionable insights and strategic foresight, this book aims to empower readers to harness the full potential of emerging technologies for sustainable business success.
Anwendungen des Cuckoo-Suchalgorithmus und seiner Varianten
by Nilanjan DeyDieses Buch betont die grundlegenden Konzepte des CS-Algorithmus und seiner Varianten sowie deren Anwendung zur Lösung unterschiedlicher Optimierungsprobleme in medizinischen und ingenieurwissenschaftlichen Anwendungen. Evolutionäre metaheuristische Ansätze werden zunehmend zur Lösung komplexer Optimierungsprobleme in verschiedenen realen Anwendungen eingesetzt. Einer der erfolgreichsten Optimierungsalgorithmen ist die Cuckoo-Suche (CS), die zu einem aktiven Forschungsbereich geworden ist, um N-dimensionale und lineare/nichtlineare Optimierungsprobleme mithilfe einfacher mathematischer Prozesse zu lösen. CS hat die Aufmerksamkeit verschiedener Forscher auf sich gezogen, was zur Entstehung zahlreicher Varianten des grundlegenden CS mit verbesserten Leistungsmerkmalen seit 2019 geführt hat.
Apache Iceberg: Data Lakehouse Functionality, Performance, and Scalability on the Data Lake
by Jason Hughes Tomer Shiran Alex MercedTraditional data architecture patterns are severely limited. To use these patterns, you have to ETL data into each tool—a cost-prohibitive process for making warehouse features available to all of your data. The lack of flexibility with these patterns requires you to lock into a set of priority tools and formats, which creates data silos and data drift. This practical book shows you a better way.Apache Iceberg provides the capabilities, performance, scalability, and savings that fulfill the promise of an open data lakehouse. By following the lessons in this book, you'll be able to achieve interactive, batch, machine learning, and streaming analytics with this high-performance open source format. Authors Tomer Shiran, Jason Hughes, and Alex Merced from Dremio show you how to get started with Iceberg.With this book, you'll learn:The architecture of Apache Iceberg tablesWhat happens under the hood when you perform operations on Iceberg tablesHow to further optimize Iceberg tables for maximum performanceHow to use Iceberg with popular data engines such as Apache Spark, Apache Flink, and DremioDiscover why Apache Iceberg is a foundational technology for implementing an open data lakehouse.