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Applied Intelligence: First International Conference, ICAI 2023, Nanning, China, December 8–12, 2023, Proceedings, Part II (Communications in Computer and Information Science #2015)
by Prashan Premaratne De-Shuang Huang Changan YuanThis 2-volume set CCIS 2014 and CCIS 2015 constitutes the post-conference proceedings of the First International Conference on Applied Intelligence, ICAI 2023, held in Nanning, China, December 8–12, 2023.The 64 full papers presented in this proceedings were carefully selected and reviewed from 228 submissions. The papers cover a wide range on theoretical aspects of biomedical data modeling and mining; computer vision; and deep learning. They were organized in topical sections as follows:Part I: Biomedical data modeling and mining; computer vision; deep learning; Part II: Intelligent control and automation; machine learning; natural language processing and computational linguistics.
Applied Intelligence: Second International Conference, ICAI 2024, Zhengzhou, China, November 22–25, 2024, Proceedings, Part I (Communications in Computer and Information Science #2387)
by Wei Chen De-Shuang Huang Yijie Pan Qinhu Zhang Chuanlei Zhang Xiangzeng KongThis 2-volume set CCIS 2387 + 2388 constitutes the proceedings of the Second International Conference on Applied Intelligence, ICAI 2024, held in Zhengzhou, China, during November 22-25, 2024. The 72 full papers presented in this proceedings were carefully reviewed and selected from 228 submissions. The papers cover a wide range on theoretical aspects of biomedical data modeling and mining; computer vision; and deep learning. They were organized in topical sections as follows: Part I: Biomedical data modeling and mining; information security; pattern recognition; Part II: Image Processing; intelligent data analysis and prediction; machine learning;
Applied Intelligence: Second International Conference, ICAI 2024, Zhengzhou, China, November 22–25, 2024, Proceedings, Part II (Communications in Computer and Information Science #2388)
by Wei Chen De-Shuang Huang Yijie Pan Qinhu Zhang Chuanlei Zhang Xiangzeng KongThis 2-volume set CCIS 2387 + 2388 constitutes the proceedings of the Second International Conference on Applied Intelligence, ICAI 2024, held in Zhengzhou, China, during November 22-25, 2024. The 72 full papers presented in this proceedings were carefully reviewed and selected from 228 submissions. The papers cover a wide range on theoretical aspects of biomedical data modeling and mining; computer vision; and deep learning. They were organized in topical sections as follows: Part I: Biomedical data modeling and mining; information security; pattern recognition; Part II: Image Processing; intelligent data analysis and prediction; machine learning;
Applied Intelligent Control of Induction Motor Drives (Wiley - IEEE)
by Keli Shi Tze Fun ChanInduction motors are the most important workhorses in industry. They are mostly used as constant-speed drives when fed from a voltage source of fixed frequency. Advent of advanced power electronic converters and powerful digital signal processors, however, has made possible the development of high performance, adjustable speed AC motor drives. This book aims to explore new areas of induction motor control based on artificial intelligence (AI) techniques in order to make the controller less sensitive to parameter changes. Selected AI techniques are applied for different induction motor control strategies. The book presents a practical computer simulation model of the induction motor that could be used for studying various induction motor drive operations. The control strategies explored include expert-system-based acceleration control, hybrid-fuzzy/PI two-stage control, neural-network-based direct self control, and genetic algorithm based extended Kalman filter for rotor speed estimation. There are also chapters on neural-network-based parameter estimation, genetic-algorithm-based optimized random PWM strategy, and experimental investigations. A chapter is provided as a primer for readers to get started with simulation studies on various AI techniques. Presents major artificial intelligence techniques to induction motor drives Uses a practical simulation approach to get interested readers started on drive development Authored by experienced scientists with over 20 years of experience in the field Provides numerous examples and the latest research results Simulation programs available from the book's Companion Website This book will be invaluable to graduate students and research engineers who specialize in electric motor drives, electric vehicles, and electric ship propulsion. Graduate students in intelligent control, applied electric motion, and energy, as well as engineers in industrial electronics, automation, and electrical transportation, will also find this book helpful. Simulation materials available for download at www.wiley.com/go/chanmotor
Applied Intelligent Decision Making in Machine Learning (Computational Intelligence in Engineering Problem Solving)
by Nilanjan Dey Himansu Das Jitendra Kumar Rout Suresh Chandra MoharanaThe objective of this edited book is to share the outcomes from various research domains to develop efficient, adaptive, and intelligent models to handle the challenges related to decision making. It incorporates the advances in machine intelligent techniques such as data streaming, classification, clustering, pattern matching, feature selection, and deep learning in the decision-making process for several diversified applications such as agriculture, character recognition, landslide susceptibility, recommendation systems, forecasting air quality, healthcare, exchange rate prediction, and image dehazing. It also provides a premier interdisciplinary platform for scientists, researchers, practitioners, and educators to share their thoughts in the context of recent innovations, trends, developments, practical challenges, and advancements in the field of data mining, machine learning, soft computing, and decision science. It also focuses on the usefulness of applied intelligent techniques in the decision-making process in several aspects. To address these objectives, this edited book includes a dozen chapters contributed by authors from around the globe. The authors attempt to solve these complex problems using several intelligent machine-learning techniques. This allows researchers to understand the mechanism needed to harness the decision-making process using machine-learning techniques for their own respective endeavors.
Applied Interdisciplinarity in Scholar Practitioner Programs: Narratives of Social Change
by Siomonn Pulla Bernard SchisselThis book examines the experiences of the first graduates from The Doctor of Social Sciences (DSocSci) program at Royal Roads University, Canada's first applied research doctorate designed exclusively for working professionals. The program was developed in response to a growing demand nationally and internationally for scholar-practitioners who are leaders in their professional fields and who want to incorporate dedicated research and writing into their professional lives. Contributors describe their unique experiences in framing and conducting research that was outside the boundaries of discipline-based research and that was driven by issues on the ground.
Applied Intermediate Macroeconomics
by Kevin D. HooverThis textbook offers a complete course in applied macroeconomics at the intermediate level that emphasizes the application of economic theory to real-world data and policy. Topics covered include national and international income, financial accounts, business cycles, financial markets, economic growth, labor markets, aggregate supply and demand, inflation, and monetary and fiscal policy. The text is unique in developing a detailed toolkit of elementary statistics and graphical techniques for economic data. A strength is its detailed treatment of national and international financial markets and the institutions of monetary and fiscal policy, which makes it especially helpful in understanding recent economic crises. The Web site for the text is found at http: //www. appliedmacroeconomics. com
Applied International Economics
by W. Charles Sawyer Richard L. SprinkleApplied International Economics, 4th Edition offers a modern and accessible treatment of international economics, shifting the emphasis from pure theory to the application of theory by using some of the key tools of economic analysis. This new edition of the text formerly known as International Economics makes the real-life application of international economics clearer than ever before, and focuses on the basics that students will need in order to analyse information on the world economy throughout their future careers. The new edition has been refocused, revised and thoroughly updated. Key features include: A new chapter on the firm in international trade accompanies a greater focus on firms in the world economy, how trade influences income inequality and how businesses can apply principles of international economics.? New or expanded chapter subsections on topics including the intersection of international economics and international business; money, interest rates, and the exchange rate; and the dynamic gains from trade. Replacement and expansion of case studies to bring them fully up to date. Chapters on economic development in both the international trade and finance sections on the book to reflect the increasing importance of low- and middle-income countries in the world economy. A streamlined treatment of Purchasing Power Parity, leading into the concept of the real exchange rate.? Expanded treatment of the Eurozone and the Eurozone crisis. Written in a thorough and engaging style, the book covers topics at a level appropriate for students specializing in business or international relations, as well as for economics students. Along with a wealth of case studies and real-life examples, the book offers extensive pedagogy including a companion website, end of chapter summaries, explanations of key concepts and terms, problem sets and additional readings.
Applied International Economics
by W. Charles Sawyer Richard L. SprinkleApplied International Economics, 5th edition, offers a modern and accessible treatment of international economics, shifting the emphasis from pure theory to the application of theory by using the standard tools of economic analysis. This new and streamlined edition makes the real-world application of international economics even more clear than previous editions, and focuses on the basics that students will need in order to analyze information on the world economy throughout their future careers. The new edition has been refocused, revised, and thoroughly updated. Key features include: Expanded coverage of China’s role in the world economy. New material on how changes in trade flows can be decomposed into the extensive and intensive margins of trade. New material on the use of Section 301 of U.S. trade law and the U.S.–China trade dispute. Updated coverage of Brexit. A new focus on the sole use of the Mundell-Fleming model to analyze balance of payments issues. Improved linkages between the concepts of purchasing power parity and the real exchange rate. Written in a thorough and engaging style, the book covers topics at a level appropriate for students specializing in business or international relations, as well as economics students. Along with a wealth of case studies and real-life examples, the book offers extensive pedagogical tools that include a companion website, end-of-chapter summaries, and explanations of key concepts and terms. For instructors, PowerPoint presentations and an extensive test bank are available.
Applied Intuition: Powering Autonomy
by Matt Higgins Andy Wu Rocio WuApplied Intuition, a leader in autonomous vehicle simulation software, has just closed on a $175 million round of Series D financing that values the four-year-old firm at $3.6 billion. With the immediate future secure, CEO Qasar Younis must now chart a strategic course for Applied Intuition's growth over the next ten years.
Applied Inverse Problems: Select Contributions from the First Annual Workshop on Inverse Problems (Springer Proceedings in Mathematics & Statistics #48)
by Larisa BeilinaThis proceedings volume is based on papers presented at the First Annual Workshop on Inverse Problems which was held in June 2011 at the Department of Mathematics, Chalmers University of Technology. The purpose of the workshop was to present new analytical developments and numerical methods for solutions of inverse problems. State-of-the-art and future challenges in solving inverse problems for a broad range of applications was also discussed. The contributions in this volume are reflective of these themes and will be beneficial to researchers in this area.
Applied Investment Theory: How Markets and Investors Behave, and Why
by Les ColemanInstitutions now dominate trading in equities around the world. Mutual funds are the most prominent, and doubly important as custodians of retirement savings. Despite this, there is no comprehensive description of fund manager behaviour, much less a matching theory. This is troubling because one of the most economically significant puzzles in finance is why experienced, well-resourced fund managers cannot outperform the market. Applied Investment Theory: How Equity Markets Behave, and Why brings together academic research, empirical evidence and real market experience to provide new insights into equity markets and their behaviours. The book draws upon the author's rich industry experience and academic research, plus over 40 interviews with fund managers on three continents and across different markets. The result is an innovative model that explains the puzzle of poor performance by mutual funds in terms of structural features of markets, the managed investment industry, and the conduct of fund managers. This book provides a fully integrated depiction of what markets and investors do, and why - insights that will resonate with the needs of investors, wealth managers and industry regulators. It is fully documented, but free of jargon and arcane math, and provides a grounded theory that is relevant to anyone who wants to pierce the opacity of mutual fund operations. Applied Investment Theory sets out a new paradigm in investment that is at the forefront of what should be an industrial-scale development of new finance theory following two decades of almost back-to-back financial crises.
Applied Issues in Investigative Interviewing, Eyewitness Memory, and Credibility Assessment
by Dorothee Griesel Marguerite Ternes Barry S. CooperContingent on funding being available, a Festschrift will be held in honor of Dr. John Yuille's career as a Forensic Psychologist. He has become one of the most visible and respected Canadian psychologists worldwide. In light of his upcoming retirement in December 2006, the Festschrift will recognize Dr. Yuille's achievements in the areas of eyewitness memory research (i.e., pioneering a new research paradigm that grants better validity), investigative interviewing (i.e., the development and use of the Step Wise Interview Protocol), and credibility assessment (i.e., introducing Statement Validity Analysis to North America). New directions for future work will be explored at the workshop. The focus of this Festschrift will be three-fold: 1. International. Dr. Yuille's work has influenced law enforcement practices and stimulated research in and outside of Canada. The international and multicultural aspects of the work that Dr. Yuille has inspired will be reflected and promoted by this workshop. 2. Interdisciplinary. Dr. Yuille is internationally known as an expert, consultant and trainer to law enforcement. As such, Dr. Yuille's work has also influenced other disciplines, e.g., the law, social work, oral history. The participants of this Festschrift will gain insight into other professionals' perspectives and foster potential collaborations on future projects. 3. Emphasis on applied research. A hallmark of Dr. Yuille's research has been the application of field and archival methods, which made his work directly applicable to forensically relevant contexts. The potential future directions of applied forensic research will be discussed at this Festschrift. The importance of the subject at this time: - A lack of integrative models in the literatures of eyewitness memory and the assessment of truthfulness and deception. Presenters of the Festschrift have recently developed such models and will discuss them at the Festschrift. Publishing these models and their discussions will spark further research to validate or modify them. - New, pioneering field research based on such integrative models has recently been conducted. This book would be one of the first publications of the results.
Applied Iterative Methods (Dover Books on Mathematics)
by Louis A. Hageman David M. YoungThis graduate-level text examines the practical use of iterative methods in solving large, sparse systems of linear algebraic equations and in resolving multidimensional boundary-value problems. Assuming minimal mathematical background, it profiles the relative merits of several general iterative procedures. Topics include polynomial acceleration of basic iterative methods, Chebyshev and conjugate gradient acceleration procedures applicable to partitioning the linear system into a "red/black" block form, adaptive computational algorithms for the successive overrelaxation (SOR) method, and computational aspects in the use of iterative algorithms for solving multidimensional problems. 1981 edition. 48 figures. 35 tables.
Applied Jewish Values in Social Sciences and Psychology
by Yossi Ives Michael Ben-Avie Kate LoewenthalThis volume interweaves concepts and methods from psychology and other social sciences with Jewish ideas and practices in order to address contemporary social issues. This volume brings together pioneering research from scholars in such fields as psychology, education, and religious studies. The authors integrate insights from Jewish texts and practices with the methods and concepts of the social sciences to create interventions that promote the well-being of children, adults, families, communities, and society. Divided into three sections - Education, Psychological Well-Being, Society and Beyond- this book shows how this integrationist approach can deepen our understanding and generate new insights around pressing social challenges to impact positive change in the lives of people and communities.
Applied Kinesiology, Revised Edition: A Training Manual and Reference Book of Basic Principles and Practices
by Robert Frost George J. GoodheartThe revised edition of the best-selling book on Applied Kinesiology, Applied Kinesiology, Revised Edition introduces a diagnostic method that uses manual muscle testing to assess the body's "Triad of Health"--structure, chemistry, and psyche. To perform a muscle test, the practitioner applies light pressure that the client then resists. If the client cannot resist the pressure, the muscle "tests weak," indicating a structural problem or imbalance that needs to be resolved. Further applications include working with a muscle that tests strong "in the clear" as a diagnostic tool to determine the effect of stimuli including touch, nutrients, medicines, allergens, emotions, poor posture, and stressful memories. Opening with a detailed description of the history and applications of Applied Kinesiology, the book covers the theory, procedure, and intepretation of the muscle test including diagnosis and correction techniques for areas of weakness. Thirty-three muscle tests for different areas of the body are accompanied by instructive photographs with superimposed anatomical drawings that demonstrate the method and various treatment points. A useful appendix includes a glossary of anatomical terms and special vocabulary; a step-by-step plan for conducting a session; and a list of contacts and sources for Applied Kinesiology materials. Offering a new preface and additional techniques in the areas of manual medicine, orthomolecular medicine, and psychology, this revised edition shares the author's discoveries as well as anecdotal observations to stimulate further research. Table of Contents:Foreword; Introduction; Chapter 1: From Biomechanics to Applied Kinesiology; Chapter 2: Scientific Principles of Applied Kinesiology; Chapter 3: The Muscle Test; Chapter 4: Pretests; Chapter 5: Diagnosis and Correction Techniques; Chapter 6: Muscle Tests; Chapter 7: Applied Kinesiology and Manual Medicine; Chapter 8: Applied Kinesiology and Orthomolecular Medicine; Chapter 9: Applied Kinesiology and the Psyche; Chapter 10: Personal Discoveries and Garnered Methods for Further Consideration; Appendices; Index
Applied Kinesiology: Muscle Response in Diagnosis, Therapy, and Preventive Medicine
by Carole Valentine Douglas P. Hetrick Tom ValentineA practical and reliable diagnostic tool that has emerged over the past twenty-five years, kinesiology is the study of the mechanics of bodily motion, especially muscle movements and their relationship to our body systems. Viewing the body as a balanced triad of structure, chemistry, and mentality, applied kinesiology gauges muscle response to pinpoint underlying physical problems. Within 30 minutes, a competent kinesiologist can evaluate bodily functions and provide a readout on the workings of the glands, organs, lymphatic system, circulatory and nervous systems, circulation, and muscle-bone structure. Applied Kinesiology demonstrates how this technique can be of practical use for everyone.
Applied Landscape Ecology
by Francisco Castro Rego Stephen C. Bunting Eva Kristina Strand Paulo Godinho-FerreiraAn insightful guide to the concepts and practices of modern landscape ecology Elements of geography, conservation biology, soil science and other disciplines factor into landscape ecology's rich analyses of the ecological and environmental forces at play across different terrains. With its unique, organism-oriented approach to the subject, Applied Landscape Ecology considers the effects of ecological processes upon particular species and places its findings within the context of larger-scale concerns. Students, researchers, and practitioners alike will find this a rewarding and instructive read that offers practical and detailed information on the latest methods and technologies used in the field today. This essential resource: Takes an interdisciplinary approach to landscape ecology Examines the subject within the contexts of specific organisms Covers cutting-edge technologies and methods Represents a collaboration between an international team of landscape ecology experts Whether new to the practice or an established ecologist, anyone with an interest in this exciting and developing field should have a copy of Applied Landscape Ecology at their disposal.
Applied Laser Spectroscopy for Nuclear Physics: Isotope Shifts in the Mercury Isotopic Chain and Laser Ion Source Development (Springer Theses)
by Thomas Day GoodacreThis thesis explores two distinct applications of laser spectroscopy: the study of nuclear ground state properties, and element selective radioactive ion beam production. It also presents the methods and results of an investigation into isotope shifts in the mercury isotopic chain. These Resonance Ionization Laser Ion Source (RILIS) developments are detailed, together with an RILIS ionization scheme that allowed laser ionized ion beams of chromium, germanium, radium and tellurium to be generated at the Isotope Mass Separator On-Line (ISOLDE) facility. A combination of laser spectroscopy with decay spectroscopy and mass spectrometry unambiguously demonstrated a cessation of the extreme shape staggering first observed in the 1970s and revealed the characteristic kink at the crossing of the N=126 shell closure. A series of RILIS developments were required to facilitate this experiment, including mercury “ionization scheme” development and the coupling of the RILIS with an arc discharge ion source. Laser spectroscopy has since become a powerful tool for nuclear physics and the Resonance Ionization Laser Ion Source (RILIS), of the ISOLDE facility at CERN, is a prime example. Highlighting important advances in this field, the thesis offers a unique and revealing resource.
Applied Leadership Development: Nine Elements of Leadership Mastery (Leadership: Research and Practice)
by Al Bolea Leanne AtwaterIntended for courses on leadership, practicing managers, consultants, and practitioners, this approachable guide teaches readers about how to become a leader. By blending the real-world insights of business executive Al Bolea with tested research findings provided by leadership scholar Leanne Atwater, it effectively bridges theory and practice to outline powerful leadership behaviors. Based on Bolea’s original "J-Curve" model of leadership, the authors identify and describe nine essential elements for leadership mastery, including skills such as setting direction, creating key proceses, and nurturing behaviors. Each chapter pairs concrete narratives with succinct research synopses to show how to expand the potential of people and organizations. A unique, experiential text, Applied Leadership Development engages students with self-reflection and self-assessment exercises, and encourages them in their own development as future leaders.
Applied Learning Algorithms for Intelligent IoT
by Pethuru Raj ChelliahThis book vividly illustrates all the promising and potential machine learning (ML) and deep learning (DL) algorithms through a host of real-world and real-time business use cases. Machines and devices can be empowered to self-learn and exhibit intelligent behavior. Also, Big Data combined with real-time and runtime data can lead to personalized, prognostic, predictive, and prescriptive insights. This book examines the following topics: Cognitive machines and devices Cyber physical systems (CPS) The Internet of Things (IoT) and industrial use cases Industry 4.0 for smarter manufacturing Predictive and prescriptive insights for smarter systems Machine vision and intelligence Natural interfaces K-means clustering algorithm Support vector machine (SVM) algorithm A priori algorithms Linear and logistic regression Applied Learning Algorithms for Intelligent IoT clearly articulates ML and DL algorithms that can be used to unearth predictive and prescriptive insights out of Big Data. Transforming raw data into information and relevant knowledge is gaining prominence with the availability of data processing and mining, analytics algorithms, platforms, frameworks, and other accelerators discussed in the book. Now, with the emergence of machine learning algorithms, the field of data analytics is bound to reach new heights. This book will serve as a comprehensive guide for AI researchers, faculty members, and IT professionals. Every chapter will discuss one ML algorithm, its origin, challenges, and benefits, as well as a sample industry use case for explaining the algorithm in detail. The book’s detailed and deeper dive into ML and DL algorithms using a practical use case can foster innovative research.
Applied Legal Pluralism: Processes, Driving Forces and Effects
by Sophie Thériault Ghislain Otis Jean LeclairThis book offers a comparative study of the management of legal pluralism. The authors describe and analyse the way state and non-state legal systems acknowledge legal pluralism – defined as the coexistence of a state and non-state legal systems in the same space in respect of the same subject matter for the same population - and determine its consequences for their own purposes. The book sheds light on the management processes deployed by legal systems in Africa, Canada, Central Europe and the South Pacific, the multitudinous factors circumscribing the action of systems and individuals with respect to legal pluralism, and the effects of management strategies and processes on systems as well as on individuals. The book offers fresh practical and analytical insight on applied legal pluralism, a fast-growing field of scholarship and professional practice. Drawing from a wealth of original empirical data collected in several countries by a multilingual and multidisciplinary team, it provides a thorough account of the intricate patterns of state and non-state practices with respect to legal pluralism. As the book’s non-prescriptive approach helps to uncover and evaluate several biases or assumptions on the part of policy makers, scholars and development agencies regarding the nature and the consequences of legal pluralism, it will appeal to a wide range of scholars and practitioners in law, development studies, political science and social sciences.
Applied Limnology: Comprehensive View from Watershed to Lake
by Muhammad Aqeel Ashraf Mohammadreza GharibrezaA multidisciplinary study of Bera Lake in Malaysia is presented here, focusing on natural resources throughout the lake's catchment area and assessing environmental impact. This applied limnology study examines issues relating to land development including soil erosion and nutrient loss in the catchment area, severe pollution of water, sediment resources in open waters and wetlands, and reduction of aquatic and bird populations. The chapters provide a comprehensive view of problems, risks and possible mitigation measures associated with this great natural habitat. The book highlights the technology and methods used to estimate both soil erosion rate and nutrient loss from the lake catchment, including an explanation of the measurement of the sedimentation rate in Bera Lake using 137Cs and 210Pb radioisotopes. The author examines the current and historic situation of contamination in sediments, presents an ecological risk assessment, and finally describes a master management plan, proposing practices to mitigate the environmental impacts of existing agricultural projects and practices to control future projects. Readers will learn of a decrease in the watershed supply of water to Bera Lake, of shoaling, degradation of water and sediment quality, and the extinction of several kinds of flora and fauna. This volume also offers an approach to sustainable land use with regard to natural resources conservation.
Applied Linear Algebra
by Ben Noble James W. DanielContains important modern applications such as signal processing and Karmarkar's approach to linear programming. Uses Gauss reduction and 'Gauss-reduced form' as the fundamental theoretical and computational tool. Includes examples and problems using modern software for matrix computations, and describes properties and sources of software for real applied problems. Stresses both the theoretical and practical importance of tools such as the singular-value decomposition and generalized (pseudo) inverses, the QR decomposition, Householder transformations/matrices, and orthogonal projections. Features 1,100 exercises, including optional computer examples and problems.
Applied Linear Algebra and Matrix Analysis (Undergraduate Texts In Mathematics)
by Thomas S. ShoresIn its second edition, this textbook offers a fresh approach to matrix and linear algebra. Its blend of theory, computational exercises, and analytical writing projects is designed to highlight the interplay between these aspects of an application. This approach places special emphasis on linear algebra as an experimental science that provides tools for solving concrete problems.<P><P> The second edition’s revised text discusses applications of linear algebra like graph theory and network modeling methods used in Google’s PageRank algorithm. Other new materials include modeling examples of diffusive processes, linear programming, image processing, digital signal processing, and Fourier analysis. These topics are woven into the core material of Gaussian elimination and other matrix operations; eigenvalues, eigenvectors, and discrete dynamical systems; and the geometrical aspects of vector spaces.<P> Intended for a one-semester undergraduate course without a strict calculus prerequisite, Applied Linear Algebra and Matrix Analysis augments the key elements of linear algebra with a wide choice of optional sections. With the book’s selection of applications and platform-independent assignments, instructors can tailor the curriculum to suit specific interests and ensure students across various disciplines are equipped with the powerful tools of linear algebra.