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Engineering Risk and Finance
by Charles S. TapieroRisk models are models of uncertainty, engineered for some purposes. They are "educated guesses and hypotheses" assessed and valued in terms of well-defined future states and their consequences. They are engineered to predict, to manage countable and accountable futures and to provide a frame of reference within which we may believe that "uncertainty is tamed". Quantitative-statistical tools are used to reconcile our information, experience and other knowledge with hypotheses that both serve as the foundation of risk models and also value and price risk. Risk models are therefore common to most professions, each with its own methods and techniques based on their needs, experience and a wisdom accrued over long periods of time. This book provides a broad and interdisciplinary foundation to engineering risks and to their financial valuation and pricing. Risk models applied in industry and business, heath care, safety, the environment and regulation are used to highlight their variety while financial valuation techniques are used to assess their financial consequences. This book is technically accessible to all readers and students with a basic background in probability and statistics (with 3 chapters devoted to introduce their elements). Principles of risk measurement, valuation and financial pricing as well as the economics of uncertainty are outlined in 5 chapters with numerous examples and applications. New results, extending classical models such as the CCAPM are presented providing insights to assess the risks and their price in an interconnected, dependent and strategic economic environment. In an environment departing from the fundamental assumptions we make regarding financial markets, the book provides a strategic/game-like approach to assess the risk and the opportunities that such an environment implies. To control these risks, a strategic-control approach is developed that recognizes that many risks resulting by "what we do" as well as "what others do". In particular we address the strategic and statistical control of compliance in large financial institutions confronted increasingly with a complex and far more extensive regulation.
Engineering Statics with MATLAB® (ISSN)
by Lester W. Schmerr Jr.This text makes use of symbolic algebra and vector-matrix algebra to demonstrate a new approach to learning statics. Symbolic solutions are obtained, together with the types of solutions covered in other texts, so that students can see the advantages of this new approach.This innovative text is an extension of second-generation vector Statics courses to a new, third-generation matrix-vector Statics course, a course that addresses deformable as well as rigid bodies and employs MATLAB®.MATLAB® is used as a “calculator” whose built-in functions are used to solve statics problems. This text uses vectors and matrices to solve both statically determinate rigid body problems and statically indeterminate problems for deformable bodies.The inclusion of statically indeterminate problems is unique to this text. It is made possible by using symbolic algebra and a new, simplified vector-matrix formulation that combines the equations of equilibrium, the homogeneous solutions to those equations, and a description of the flexibilities found in the deformable elements of a structure to solve directly for the unknown forces/moments.
Engineering Statistics: An Introduction
by Edward B. MagrabThis book presents a concise and focused introduction to engineering statistics, emphasizing topics and concepts that a practicing engineer is mostly likely to use: the display of data, confidence intervals, hypothesis testing, fitting straight lines to data, and designing experiments to find the impact of process changes on a system or its output. It introduces the language of statistics, derives equations with sufficient detail so that there is no mystery as to how they came about, makes extensive use of tables to collect and summarize important formulas and concepts, and utilizes enhanced graphics that are packed with visual information to illustrate the meaning of the equations and their usage. The book can be used as an introduction to the subject, to refresh one’s knowledge of engineering statistics, to complement course materials, as a study guide, and to provide a resource in laboratories where data acquisition and analysis are performed.Created specifically for the book are 16 interactive graphics (IGs) that can be used to replicate all numerical calculations appearing in the book and many of its figures, numerically evaluate all formulas appearing in tables, solve all exercises, and determine probabilities and critical values for commonly used probability distributions. After downloading a free program, the IGs are ready to use and are self-explanatory in the context of the material.
Engineering Trustworthy Software Systems: 4th International School, SETSS 2018, Chongqing, China, April 7–12, 2018, Tutorial Lectures (Lecture Notes in Computer Science #11430)
by Jonathan P. Bowen Zhiming Liu Zili ZhangThis volume contains lectures on leading-edge research in methods and tools for use in computer system engineering; at the 4th International School on Engineering Trustworthy Software Systems, SETSS 2018, held in April 2018 at Southwest University in Chongqing, China.The five chapters in this volume provide an overview of research in the frontier of theories, methods, and tools for software modelling, design, and verification. The topics covered in these chapter include Software Verification with Whiley, Learning Büchi Automata and Its Applications, Security in IoT Applications, Programming in Z3, and The Impact of Alan Turing: Formal Methods and Beyond. The volume provides a useful resource for postgraduate students, researchers, academics, and engineers in industry, who are interested in theory, methods, and tools for the development of trustworthy software.
Engineering Vibration, Communication and Information Processing: Icoevci 2018, India (Lecture Notes In Electrical Engineering #478)
by S. K. Jain Kanad Ray Sanyog Rawat Anirban Bandyopadhyay Sumit Srivastava S. N. SharanThis book discusses the revolution of cycles and rhythms that is expected to take place in different branches of science and engineering in the 21st century, with a focus on communication and information processing. It presents high-quality papers in vibration sciences, rhythms and oscillations, neurosciences, mathematical sciences, and communication. It includes major topics in engineering and structural mechanics, computer sciences, biophysics and biomathematics, as well as other related fields. Offering valuable insights, it also inspires researchers to work in these fields. The papers included in this book were presented at the 1st International Conference on Engineering Vibration, Communication and Information Processing (ICoEVCI-2018), India.
Engineering and Applied Sciences Optimization
by Manolis Papadrakakis Nikos D. LagarosThe chapters which appear in this volume are selected studies presented at the First International Conference on Engineering and Applied Sciences Optimization (OPT-i), Kos, Greece, 4-6 June 2014 and works written by friends, former colleagues and students of the late Professor M. G. Karlaftis; all in the area of optimization that he loved and published so much in himself. The subject areas represented here range from structural optimization, logistics, transportation, traffic and telecommunication networks to operational research, metaheuristics, multidisciplinary and multiphysics design optimization, etc. This volume is dedicated to the life and the memory of Professor Matthew G. Karlaftis, who passed away a few hours before he was to give the opening speech at OPT-i. All contributions reflect the warmth and genuine friendship which he enjoyed from his associates and show how much his scientific contribution has been appreciated. He will be greatly missed and it is hoped that this volume will be received as a suitable memorial to his life and achievements.
Engineering principles of combat modeling and distributed simulation
by Andreas TolkExplore the military and combat applications of modeling and simulation Engineering Principles of Combat Modeling and Distributed Simulation is the first book of its kind to address the three perspectives that simulation engineers must master for successful military and defense related modeling: the operational view (what needs to be modeled); the conceptual view (how to do combat modeling); and the technical view (how to conduct distributed simulation). Through methods from the fields of operations research, computer science, and engineering, readers are guided through the history, current training practices, and modern methodology related to combat modeling and distributed simulation systems. Comprised of contributions from leading international researchers and practitioners, this book provides a comprehensive overview of the engineering principles and state-of-the-art methods needed to address the many facets of combat modeling and distributed simulation and features the following four sections: Foundations introduces relevant topics and recommended practices, providing the needed basis for understanding the challenges associated with combat modeling and distributed simulation. Combat Modeling focuses on the challenges in human, social, cultural, and behavioral modeling such as the core processes of "move, shoot, look, and communicate" within a synthetic environment and also equips readers with the knowledge to fully understand the related concepts and limitations. Distributed Simulation introduces the main challenges of advanced distributed simulation, outlines the basics of validation and verification, and exhibits how these systems can support the operational environment of the warfighter. Advanced Topics highlights new and developing special topic areas, including mathematical applications fo combat modeling; combat modeling with high-level architecture and base object models; and virtual and interactive digital worlds. Featuring practical examples and applications relevant to industrial and government audiences, Engineering Principles of Combat Modeling and Distributed Simulation is an excellent resource for researchers and practitioners in the fields of operations research, military modeling, simulation, and computer science. Extensively classroom tested, the book is also ideal for courses on modeling and simulation; systems engineering; and combat modeling at the graduate level.
English Language and Literature for the IB Diploma
by Alice Gibbons Joseph Koszary Lindsay TandyEverything you need to deliver a rich, concept-based approach for the new IB Diploma English Language and Literature course. - Navigate seamlessly through all aspects of the syllabus with in-depth coverage of the key concepts underpinning the new course structure and content- Investigate the three areas of exploration in detail and engage with global issues to help students become flexible, critical readers- Provide a variety of texts with a breadth of reading material and forms from a diverse pool of authors- Engaging activities are provided to test understanding of each topic and develop skills - guiding answers are available to check your responses- Identify opportunities to make connections across the syllabus, with explicit reference to TOK, EE and CAS
English Language and Literature for the IB Diploma
by Alice Gibbons Joseph Koszary Lindsay TandyEverything you need to deliver a rich, concept-based approach for the new IB Diploma English Language and Literature course. - Navigate seamlessly through all aspects of the syllabus with in-depth coverage of the key concepts underpinning the new course structure and content- Investigate the three areas of exploration in detail and engage with global issues to help students become flexible, critical readers- Provide a variety of texts with a breadth of reading material and forms from a diverse pool of authors- Engaging activities are provided to test understanding of each topic and develop skills - guiding answers are available to check your responses- Identify opportunities to make connections across the syllabus, with explicit reference to TOK, EE and CAS
English Learners in the Mathematics Classroom
by Debra S. CogginsResearch-based strategies to reach English learners – now aligned with the Common Core! Instead of just watching your English learners struggle, ensure that they develop high-level math skills and gain greater fluency in English. Debra Coggins’ bestselling book has helped many teachers achieve these intertwined goals by offering strategies that support mathematics learning along with language acquisition for English Learners. Now in its second edition, English Learners in the Mathematics Classroom addresses Common Core requirements, enabling your students to build 21st century skills that will serve them well into the future. Through this trusted resource, you’ll develop specialized teaching strategies that can be adapted across grade levels for students at all stages of English language acquisition. You’ll discover Mathematics lesson scenarios in every chapter, directly connected to the Common Core Standards and the Standards for Mathematical Practice Instructional approaches that promote participation, hands-on learning, and true comprehension of mathematics concepts that benefit all students Sample lessons, visuals, and essential vocabulary that connect mathematical concepts with language development Whether you are rediscovering this book or picking it up for the first time, you’ll find standards-based strategies that will enable your English learners to enjoy and master mathematics. "The ideas and strategies in this book, supported by research and field experiences, will benefit ALL students because they are addressing learning challenges that are common for many learners." Trudy Mitchell, Middle School Math Consultant San Diego, CA "This is by far the best book on designing mathematics instruction for English learners. The short but thorough research reviewed in each chapter gives background for why the teaching tips are so important in developing mathematically literate students." Dan Battey, Associate Professor Rutgers University
English Learners in the Mathematics Classroom
by Debra S. CogginsResearch-based strategies to reach English learners – now aligned with the Common Core! Instead of just watching your English learners struggle, ensure that they develop high-level math skills and gain greater fluency in English. Debra Coggins’ bestselling book has helped many teachers achieve these intertwined goals by offering strategies that support mathematics learning along with language acquisition for English Learners. Now in its second edition, English Learners in the Mathematics Classroom addresses Common Core requirements, enabling your students to build 21st century skills that will serve them well into the future. Through this trusted resource, you’ll develop specialized teaching strategies that can be adapted across grade levels for students at all stages of English language acquisition. You’ll discover Mathematics lesson scenarios in every chapter, directly connected to the Common Core Standards and the Standards for Mathematical Practice Instructional approaches that promote participation, hands-on learning, and true comprehension of mathematics concepts that benefit all students Sample lessons, visuals, and essential vocabulary that connect mathematical concepts with language development Whether you are rediscovering this book or picking it up for the first time, you’ll find standards-based strategies that will enable your English learners to enjoy and master mathematics. "The ideas and strategies in this book, supported by research and field experiences, will benefit ALL students because they are addressing learning challenges that are common for many learners." Trudy Mitchell, Middle School Math Consultant San Diego, CA "This is by far the best book on designing mathematics instruction for English learners. The short but thorough research reviewed in each chapter gives background for why the teaching tips are so important in developing mathematically literate students." Dan Battey, Associate Professor Rutgers University
English Literature for the IB Diploma
by Angela Stancar Johnson Nic Amy Kathleen Clare Waller Carolyn P. HenlyEverything you need to deliver a rich, concept-based approach for the new IB Diploma English Literature course. - Navigate seamlessly through all aspects of the syllabus with in-depth coverage of the new course structure and content- Investigate the three areas of exploration, concept connections and global issues in detail to help students become flexible, critical readers- Learn how to appreciate a variety of texts with a breadth of reading material and forms from a diverse pool of authors- Engaging activities are provided to test understanding of each topic and develop skills - guiding answers are available to check your responses- Identify opportunities to make connections across the syllabus, with explicit reference to TOK, EE and CAS
English Literature for the IB Diploma
by Angela Stancar Johnson Nic Amy Kathleen Clare Waller Carolyn P. HenlyEverything you need to deliver a rich, concept-based approach for the new IB Diploma English Literature course. - Navigate seamlessly through all aspects of the syllabus with in-depth coverage of the new course structure and content- Investigate the three areas of exploration, concept connections and global issues in detail to help students become flexible, critical readers- Learn how to appreciate a variety of texts with a breadth of reading material and forms from a diverse pool of authors- Engaging activities are provided to test understanding of each topic and develop skills - guiding answers are available to check your responses- Identify opportunities to make connections across the syllabus, with explicit reference to TOK, EE and CAS
Enhancing LLM Performance: Efficacy, Fine-Tuning, and Inference Techniques (Machine Translation: Technologies and Applications #7)
by Andy Way Peyman Passban Mehdi RezagholizadehThis book is a pioneering exploration of the state-of-the-art techniques that drive large language models (LLMs) toward greater efficiency and scalability. Edited by three distinguished experts—Peyman Passban, Mehdi Rezagholizadeh, and Andy Way—this book presents practical solutions to the growing challenges of training and deploying these massive models. With their combined experience across academia, research, and industry, the authors provide insights into the tools and strategies required to improve LLM performance while reducing computational demands. This book is more than just a technical guide; it bridges the gap between research and real-world applications. Each chapter presents cutting-edge advancements in inference optimization, model architecture, and fine-tuning techniques, all designed to enhance the usability of LLMs in diverse sectors. Readers will find extensive discussions on the practical aspects of implementing and deploying LLMs in real-world scenarios. The book serves as a comprehensive resource for researchers and industry professionals, offering a balanced blend of in-depth technical insights and practical, hands-on guidance. It is a go-to reference book for students, researchers in computer science and relevant sub-branches, including machine learning, computational linguistics, and more.
Enjeux contemporains de l'éducation scientifique et technologique (Collection Questions en éducation)
by Hasni, Abdelkrim; Lebeaume, JoëlAu cours de la dernière décennie, l’enseignement scolaire au Québec et en France a été profondément renouvelé et reconfiguré par des actions publiques en matière d’éducation et par les missions affectées à l’enseignement obligatoire. Les auteurs de cet ouvrage considèrent cette problématique en éducation scientifique et technologique. Ils montrent à la fois la diversité et la complémentarité des reconfigurations contemporaines de l’éducation scientifique et technologique dans la scolarité, touchant des sujets tels que l’enseignement général, l’enseignement agricole, la formation des enseignants, la formation citoyenne et l’éducation à l’environnement et au développement durable. Par les thématiques abordées, ils questionnent autant les curriculums dans leurs relations aux pratiques d’enseignement en classe que les impacts sur les objets et les questions de recherche en didactique. Avec des articles rédigés par Pierre Degret, Marc Boutet, André Giordan, Jean-Louis Martinand, Ghislain Samson et Laurence Simonneaux.
Enjoyable Econometrics
by Philip Hans FransesEconometrics can at first appear a highly technical subject, but it can also equip the practitioner with a useful skillset of smart ways to formulate research questions and collect data. Enjoyable Econometrics applies econometric methods to a variety of unusual and engaging research questions, often beyond the realm of economics, demonstrating the great potential of using such methods to understand a wide range of phenomena. Unlike the typical textbook approach, Enjoyable Econometrics follows in the footsteps of Freakonomics by posing interesting questions first before introducing the methodology to find the answers. Therefore, rather than equation-heavy sections based around complex methodologies, the reader is presented with chapters on 'Money' and 'Fashion, Art and Music'. Franses writes in a way that will enthuse and motivate the economics student embarking upon the essential study of econometrics. Indeed, the book shows that econometric methods can be applied to almost anything.
Enlargement of Filtration with Finance in View
by Monique Jeanblanc Anna AksamitIn addition to presenting the basic theory of enlargement of filtrations, this book also includes new material and applications to finance. The main results are applied to give conditions which ensure that new information does not provide arbitrage opportunities, and in those cases where the arbitrages exist, they are explicitly constructed. Numerous examples are provided together with a list of recent papers on the subject. The presentation has been kept as simple as possible. In particular, sophisticated new results are given without proofs. Addressing the question of how to model and study new information flows, the theory of enlargement of filtrations is used in credit risk modeling, insider trading and in the study of asymmetric information. This book fills a gap in the literature and will be useful to students and researchers interested in the role of information, both in financial mathematics and in econometric science.
Enlightening Symbols: A Short History of Mathematical Notation and Its Hidden Powers
by Joseph MazurAn entertaining look at the origins of mathematical symbolsWhile all of us regularly use basic math symbols such as those for plus, minus, and equals, few of us know that many of these symbols weren't available before the sixteenth century. What did mathematicians rely on for their work before then? And how did mathematical notations evolve into what we know today? In Enlightening Symbols, popular math writer Joseph Mazur explains the fascinating history behind the development of our mathematical notation system. He shows how symbols were used initially, how one symbol replaced another over time, and how written math was conveyed before and after symbols became widely adopted.Traversing mathematical history and the foundations of numerals in different cultures, Mazur looks at how historians have disagreed over the origins of the numerical system for the past two centuries. He follows the transfigurations of algebra from a rhetorical style to a symbolic one, demonstrating that most algebra before the sixteenth century was written in prose or in verse employing the written names of numerals. Mazur also investigates the subconscious and psychological effects that mathematical symbols have had on mathematical thought, moods, meaning, communication, and comprehension. He considers how these symbols influence us (through similarity, association, identity, resemblance, and repeated imagery), how they lead to new ideas by subconscious associations, how they make connections between experience and the unknown, and how they contribute to the communication of basic mathematics.From words to abbreviations to symbols, this book shows how math evolved to the familiar forms we use today.
Enric Trillas: A Passion for Fuzzy Sets
by Luis Magdalena José Luis Verdegay Francesc Esteva(Preliminary) The book is a comprehensive collection of the most recent and significant research and applications in the field of fuzzy logic. It covers fuzzy structures, systems, rules, operations as well as important applications, e. g in decision making, environmental prediction and prevention, and communication. It is dedicated to Enric Trillas as an acknowledgement for his pioneering research in the field. The book include a foreword by Lotfi A. Zadeh.
Enrichment Units in Math: Book 1, Grades 2-3
by Judy LeimbackGo beyond the regular curriculum with these units to challenge your more able primary grade math students. With their ease of use, clear instruction, and motivating topics, these are the perfect enrichment activities for the regular math curriculum. This book contains four units that are structured so that students can easily develop an understanding of the topics on their own. The four topics are: attribute pattern blocks, tangrams, sets and Venn diagrams, and ancient Egyptian numbers.Each unit provides sequential activities that allow students to work through these motivating topics, whether they are working by themselves, in a small group, or in a whole-class setting. The units lend themselves easily to a math center arrangement with each student having an individual folder and checklist to record his or her progress. While they were designed to provide added challenge for students who have mastered the regular curriculum, some of the units can be used as supplements for whole-class instruction. The emphasis in these units is on promoting thinking, developing perseverance, expanding students' view of mathematics, enjoying a challenge, and keeping math students actively involved and enthused about math. This book will help you provide students with opportunities to explore mathematical ideas in ways that promote their intellectual growth and expand their views of mathematics.This is one of a three-book series. For older students, use Enrichment Units in Math Book 2—permutations and combinations, tessellations, line drawings, and graphing; and Enrichment Units in Math Book 3—probability, topology, number characteristics, and magic squares.For other math units to extend the math curriculum and provide opportunities to work independently, see Math Extension Units Book 1 andBook 2.Grades 2-3
Enrichment Units in Math: Book 2, Grades 4-6
by Dianne Draze Judy LeimbachGo beyond the regular curriculum with these units to challenge your more able intermediate grade math students. With their ease of use, clear instruction, and motivating topics, these are the perfect enrichment activities for the regular math curriculum. This book contains four units that are structured so that students can easily develop an understanding of the topics on their own. The four topics are: permutations and combinations, tessellations, line drawings, and graphing.Each unit provides sequential activities that allow students to work through these motivating topics, whether they are working by themselves, in a small group, or in a whole-class setting. The units lend themselves easily to a math center arrangement with each student having an individual folder and checklist to record his or her progress. While they were designed to provide added challenge for students who have mastered the regular curriculum, some of the units can be used as supplements for whole-class instruction. The emphasis in these units is on promoting thinking, developing perseverance, expanding students' view of mathematics, enjoying a challenge, and keeping math students actively involved and enthused about math. This book will help you provide students with opportunities to explore mathematical ideas in ways that promote their intellectual growth and expand their views of mathematics. This is one of a three-book series. The other books cover the following topics: Enrichment Units in Math Book 1—attribute pattern blocks, tangrams, sets and Venn diagrams, and ancient Egyptian numbers; and Enrichment Units in Math Book 3—probability, topology, magic squares, and number characteristics.For other math units to extend the math curriculum and provide opportunities to work independently, see Math Extension Units Book 1 and Book 2. Grades 4-6
Enrichment Units in Math: Book 3, Grades 5-7
by Dianne DrazeGo beyond the regular curriculum with these units to challenge your more able intermediate grade math students. With their ease of use, clear instruction, and motivating topics, these are the perfect enrichment activities for the regular math curriculum. This book contains four units that are structured so that students can easily develop an understanding of the topics on their own. The four topics are: probability, topology, magic squares, and number characteristics. Each unit provides sequential activities that allow students to work through these motivating topics, whether they are working by themselves, in a small group, or in a whole-class setting. The units lend themselves easily to a math center arrangement with each student having an individual folder and checklist to record his or her progress. While they were designed to provide added challenge for students who have mastered the regular curriculum, some of the units can be used as supplements for whole-class instruction. The emphasis in these units is on promoting thinking, developing perseverance, expanding students' view of mathematics, enjoying a challenge, and keeping math students actively involved and enthused about math. This book will help you provide students with opportunities to explore mathematical ideas in ways that promote their intellectual growth and expand their views of mathematics. This is one of a three-book series. For younger students, see Enrichment Units in Math Book 1—attribute pattern blocks, tangrams, sets and Venn diagrams, and ancient Egyptian numbers; and Enrichment Units in Math Book 2—permutations and combinations, tessellations, line drawings, and graphing. For other math units to extend the math curriculum and provide opportunities to work independently, see Math Extension UnitsBook 1 and Book 2.Grades 5-7
Ensemble Classification Methods with Applications in R
by Esteban Alfaro Matías Gámez Noelia GarcíaAn essential guide to two burgeoning topics in machine learning – classification trees and ensemble learning Ensemble Classification Methods with Applications in R introduces the concepts and principles of ensemble classifiers methods and includes a review of the most commonly used techniques. This important resource shows how ensemble classification has become an extension of the individual classifiers. The text puts the emphasis on two areas of machine learning: classification trees and ensemble learning. The authors explore ensemble classification methods’ basic characteristics and explain the types of problems that can emerge in its application. Written by a team of noted experts in the field, the text is divided into two main sections. The first section outlines the theoretical underpinnings of the topic and the second section is designed to include examples of practical applications. The book contains a wealth of illustrative cases of business failure prediction, zoology, ecology and others. This vital guide: Offers an important text that has been tested both in the classroom and at tutorials at conferences Contains authoritative information written by leading experts in the field Presents a comprehensive text that can be applied to courses in machine learning, data mining and artificial intelligence Combines in one volume two of the most intriguing topics in machine learning: ensemble learning and classification trees Written for researchers from many fields such as biostatistics, economics, environment, zoology, as well as students of data mining and machine learning, Ensemble Classification Methods with Applications in R puts the focus on two topics in machine learning: classification trees and ensemble learning.
Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Machine Learning & Pattern Recognition)
by Zhi-Hua ZhouAn up-to-date, self-contained introduction to a state-of-the-art machine learning approach, Ensemble Methods: Foundations and Algorithms shows how these accurate methods are used in real-world tasks. It gives you the necessary groundwork to carry out further research in this evolving field.After presenting background and terminology, the book cover
Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Machine Learning & Pattern Recognition)
by Zhi-Hua ZhouEnsemble methods that train multiple learners and then combine them to use, with Boosting and Bagging as representatives, are well-known machine learning approaches. It has become common sense that an ensemble is usually significantly more accurate than a single learner, and ensemble methods have already achieved great success in various real-world tasks.Twelve years have passed since the publication of the first edition of the book in 2012 (Japanese and Chinese versions published in 2017 and 2020, respectively). Many significant advances in this field have been developed. First, many theoretical issues have been tackled, for example, the fundamental question of why AdaBoost seems resistant to overfitting gets addressed, so that now we understand much more about the essence of ensemble methods. Second, ensemble methods have been well developed in more machine learning fields, e.g., isolation forest in anomaly detection, so that now we have powerful ensemble methods for tasks beyond conventional supervised learning.Third, ensemble mechanisms have also been found helpful in emerging areas such as deep learning and online learning. This edition expands on the previous one with additional content to reflect the significant advances in the field, and is written in a concise but comprehensive style to be approachable to readers new to the subject.