Graphical Models for Machine Learning and Digital Communication

Remote Sensing of Landscapes with Spectral Images describes how to process and interpret spectral images using physical models to bridge the gap between the engineering and theoretical sides of remote-sensing and the world that we encounter when we venture outdoors. The emphasis is on the practical use of images rather than on theory and mathematical derivations. Examples are drawn from a variety of landscapes and interpretations are tested against the reality seen on the ground. The reader is led through analysis of real images (using figures and explanations); the examples are chosen to illustrate important aspects of the analytic framework. This textbook will form a valuable reference for graduate students and professionals in a variety of disciplines including ecology, forestry, geology, geography, urban planning, archaeology and civil engineering. It is supplemented by a website hosting digital colour versions of figures in the book as well as ancillary images: www.cambridge.org/

The book ‘Data Intensive Computing Applications for Big Data’ discusses the technical concepts of big data, data intensive computing through machine learning, soft computing and parallel computing par

This accessible yet in-depth textbook describes the step-by-step processes involved in biomedical device design. Integrating microfabrication techniques, sensors and digital signal processing with key clinical applications, it covers: the measurement, amplification and digitization of physiological signals, and the removal of interfering signals; the transmission of signals from implanted sensors through the body, and the issues surrounding the powering of these sensors; networks for transferring sensitive patient data to hospitals for continuous home-monitoring systems; tests for ensuring patient safety; the cost-benefit and technological trade-offs involved in device design; and current challenges in biomedical device design. With dedicated chapters on electrocardiography, digital hearing aids and mobile health, and including numerous end-of-chapter homework problems, online solutions and additional references for extended learning, it is the ideal resource for senior undergraduate s

This new and exciting book offers a fresh approach to quantitative finance and utilises novel features, including stereoscopic images which permit 3D visualisation of complex subjects without the need for additional tools. Offering an integrated approach to the subject, A First Course in Quantitative Finance introduces students to the architecture of complete financial markets before exploring the concepts and models of modern portfolio theory, derivative pricing and fixed income products in both complete and incomplete market settings. Subjects are organised throughout in a way that encourages a gradual and parallel learning process of both the economic concepts and their mathematical descriptions, framed by additional perspectives from classical utility theory, financial economics and behavioural finance. Suitable for postgraduate students studying courses in quantitative finance, financial engineering and financial econometrics as part of an economics, finance, econometric or mathem

This new and exciting book offers a fresh approach to quantitative finance and utilises novel features, including stereoscopic images which permit 3D visualisation of complex subjects without the need for additional tools. Offering an integrated approach to the subject, A First Course in Quantitative Finance introduces students to the architecture of complete financial markets before exploring the concepts and models of modern portfolio theory, derivative pricing and fixed income products in both complete and incomplete market settings. Subjects are organised throughout in a way that encourages a gradual and parallel learning process of both the economic concepts and their mathematical descriptions, framed by additional perspectives from classical utility theory, financial economics and behavioural finance. Suitable for postgraduate students studying courses in quantitative finance, financial engineering and financial econometrics as part of an economics, finance, econometric or mathem

1. 以真實的情景話題編寫課文對話，讓讀者可以邊學邊用、活學活用。 2. 歸納活用詞彙，讓讀者輕鬆掌握高頻使用的粵語詞彙。 3. 詳解粵語語法結構、標註語用知識，讓讀者了解粵語語法框架和使用的特殊性。 《邊學邊用︰粵語聽說教材》是為非華語母語背景的學習者編寫的以粵語作為二語學習的系列教材。本書課本內容取材自生活場景，提供常用詞彙，並附上活學活用的練習，讓學習者能在日常生活中靈活使用粵語。 “Cantonese in Communication” is a series of textbooks designed for learners learning Cantonese as a second language. It targets to use daily language scenarios, useful vocabulary, lively conversations and exercise in a practical way. It is meant for learners with no Chinese background to use Cantonese in their daily life. 本書特色： 1. Features of this textbook:全書使用耶魯–羅馬標音系統標註粵語。 2. Widely-used Yale-Romanization system to transcribe Cantonese. 3. 本書分課時立設學習目標使學習者可以更高效率地增強粵語溝通能力。 Setting clear stage goals to improve oral proficiency. 4. 隨書附課文錄音，並提供大量的聽說練習。 Providing a variety of exercises for practicing speaking and listening skills, and full recordings of text and vocabulary. 5. 本書在大學已經使用多年，特別適合短訓班，學習者可以在比較短的時間內，基本掌握學校課堂、交通詢問、邀約、留言、飲食購物、簡短講演等方面的語言運用。 This textbook has been used for many yea

《邊學邊用：華語聽說教材》是針對以普通話為第二語言／外語人士的特點和需要編寫的普通話口語系列教材。教材取材於普通話母語人士的口語對話，幫助學習者學習普通話，在日常生活或專業領域學以致用。 “Chinese（Putonghua）in Communication” is a series of spoken Putonghua textbooks designed for learners studying Putonghua as a second／foreign language. By drawing all examples and sample conversations from authentic speaking materials collected from native Putonghua speakers, this book series is suitable for learners aiming at learning practical Putonghua to be used in their daily as well as professional lives. 本書特點： Features of this textbook: 1. 簡體中文和漢語拼音對照，並附繁體中文供參考。 Simplified Chinese characters and Pinyin（Romanization）are presented side by side, also with conventional Chinese characters attached for reference. 2. 豐富多彩的練習，還原日常生活場景，活學活用。 Providing various communicative tasks simulating real world scenarios or situations. 3. 隨書附課文及詞彙錄音。 Providing full recordings of text and vocabulary. 4. 本書在大學已經使用多年，特別適合短訓班，學習者可以在比較短的時間內，基本掌握學校課堂、交通詢問、邀約、留言、飲食購物、簡短講演等方面的語言運用。 This textbook has been used

Utilizing evidence from numerous imperial cities, this book offers an explanation for the spread and survival of urban reform during the sixteenth century. By analyzing the operation of regional political constellations, it reveals a common process of negotiation that shaped the Reformation in the Holy Roman Empire. It reevaluates traditional models of reform that leave unexplored the religious implications of flexible systems of communication and support among cities. Such networks influenced urban reform in fundamental ways, affecting how Protestant preachers moved from city to city, as well as what versions of the Reformation city councils introduced. This fusion of religion and politics meant that with local variations, negotiation within a regional framework sat at the heart of urban reform. The Negotiated Reformation therefore explains not only how the Reformation spread to almost every imperial city in southern Germany, but also how it survived imperial attempts to repress relig

The digital economy led to many new services where supply is matched with demand for various types of goods and services. More and more people and organizations are now in a position to design market rules that are being implemented in software. The design of markets is challenging as it needs to consider strategic behavior of market participants, psychological factors, and computational problems in order to implement the objectives of a designer. Market models in economics have not lost their importance, but the recent years have led to many new insights and principles for the design of markets, which are beyond traditional economic theory. This book introduces the fundamentals of market design, an engineering field concerned with the design of real-world markets.

Written by some major contributors to the development of this class of graphical models, Chain Event Graphs introduces a viable and straightforward new tool for statistical inference, model se

This book is published open access under a CC BY 4.0 license.It covers aspects of unsupervised machine learning used for knowledge discovery in data science and introduces a data-driven approach to cl

《边学边用：华语听说教材》是针对以普通话为第二语言 / 外语人士的特点和需要编写的系列普通话口语教材。教材取材於普通话母语人士的口语对话，帮助学习者学习普通话，在日常生活或专业领域学以致用。 “Chinese (Putonghua) in Communication” is a series of spoken Putonghua textbooks designed for learners studying Putonghua as a second / foreign language. By drawing all examples and sample conversations from authentic speaking materials collected from native Putonghua speakers, this book series is suitable for learners aiming at learning practical Putonghua to be used in their daily as well as professional lives.

This fully updated Eighth Edition of CHEMICAL PRINCIPLES provides a unique organization and a rigorous but understandable introduction to chemistry that emphasizes conceptual understanding and the importance of models. Known for helping students develop a qualitative, conceptual foundation that gets them thinking like chemists, this market-leading text is designed for students with solid mathematical preparation. The Eighth Edition features a new section on "Solving a Complex Problem" that discusses and illustrates how to solve problems in a flexible, creative way based on understanding the fundamental ideas of chemistry and asking and answering key questions. The book is also enhanced by an increase of problem-solving techniques in the solutions to the Examples, new student learning aids, new "˜Chemical Insights" and "œChemistry Explorers" boxes, and more.

Builds communication skillsSupports fine motor coordinationReinforces early learning conceptsWhimsical, colorful scenes celebrate Easter! You'll find discussion prompts for each scene and activities u

This book provides over 1,000 review questions and answers for all types of mechanical engineering exams. It covers all the aspects of mechanical engineering topics including thermodynamics, machine d

This practically-oriented, all-inclusive guide covers the essential concepts of power electronics through MATLAB® examples and simulations. In-depth explanation of important topics including digital control, power electronic applications, and electrical drives make it a valuable reference for readers. The experiments and applications based on MATLAB® models using fuzzy logic and neural networks are included for better understanding. Engrossing discussion of concepts such as diac, light-emitting diode, thyristors, power MOSFET and static induction transistor, offers an enlightening experience to readers. With numerous solved examples, exercises, review questions, and GATE questions, the undergraduate and graduate students of electrical and electronics engineering will find this text useful.

Machine Learning: A Constraint-Based Approach provides readers with a refreshing look at the basic models and algorithms of machine learning, with an emphasis on current topics of interest that includ

Groundwater mechanics is the study of fluid flow in porous media. Focusing on applications and case studies, this book explains the basic principles of groundwater flow using mathematical expressions to describe a wide range of different aquifer configurations. Emphasis is placed throughout on the importance of developing simplified models that can be solved analytically to provide insight into complex groundwater flow scenarios and to allow better interpretation of the full numerical solution. Focusing first on identifying the important features of a problem, the book explains how to translate practical questions into mathematical form and discusses the interpretation of the results. Illustrated with numerous real-world examples and graphical results, this is an ideal textbook for advanced undergraduate and graduate Earth science, geological engineering, and environmental engineering courses, as well as a useful reference for researchers and professionals.

This book guides readers through the design of hardware architectures using VHDL for digital communication and image processing applications that require performance computing. Further it includes the

What is a university? How have universities and colleges evolved over the centuries? What will be the impact of digital- and distance-learning; of commercial for-profit new entrants to the higher educ

This updated best-seller is designed for anyone learning to restore and enhance their film and digital photographs. Beginning with an easy reading introduction to the specific tools and commands in Ad

Improving the dynamic relationship between nature and human well-being is a pressing issue of our time. Landscapes embody this tight interconnectedness and serve as unique sustainability learning hubs, showcased by the global rise of place-based and holistic landscape stewardship initiatives. Incorporating these exciting developments, this book explores the principles of landscape stewardship and their function in fields such as agriculture, ecological restoration and urban green infrastructure. It provides insights into the challenges and the potential of landscape stewardship and identifies future paths for the science and practice of landscape-related sustainability efforts. Aligning analytical perspectives with practical applications, it brings together contributions from leading scholars and innovative models of landscape stewardship from all around the world, making it an essential resource for anyone interested in developing sustainable human-nature relationships.

Creating an orthography is often seen as a key component of language revitalisation. Encoding an endangered variety can enhance its status and prestige. In speech communities that are fragmented dialectally or geographically, a common writing system may help create a sense of unified identity, or help keep a language alive by facilitating teaching and learning. Despite clear advantages, creating an orthography for an endangered language can also bring challenges, and this volume debates the following critical questions: whose task should this be - that of the linguist or the speech community? Should an orthography be maximally distanciated from that of the language of wider communication for ideological reasons, or should its main principles coincide for reasons of learnability? Which local variety should be selected as the basis of a common script? Is a multilectal script preferable to a standardised orthography? And can creating an orthography create problems for existing native spea

This book constitutes the thoroughly refereed post-workshop proceedings of the International Workshop on Medical Computer Vision, MCV 2016, and of the International Workshop on Bayesian and grAphical

Science is fundamentally about learning from data, and doing so in the presence of uncertainty. This volume is an introduction to the major concepts of probability and statistics, and the computational tools for analysing and interpreting data. It describes the Bayesian approach, and explains how this can be used to fit and compare models in a range of problems. Topics covered include regression, parameter estimation, model assessment, and Monte Carlo methods, as well as widely used classical methods such as regularization and hypothesis testing. The emphasis throughout is on the principles, the unifying probabilistic approach, and showing how the methods can be implemented in practice. R code (with explanations) is included and is available online, so readers can reproduce the plots and results for themselves. Aimed primarily at undergraduate and graduate students, these techniques can be applied to a wide range of data analysis problems beyond the scope of this work.

Science is fundamentally about learning from data, and doing so in the presence of uncertainty. This volume is an introduction to the major concepts of probability and statistics, and the computational tools for analysing and interpreting data. It describes the Bayesian approach, and explains how this can be used to fit and compare models in a range of problems. Topics covered include regression, parameter estimation, model assessment, and Monte Carlo methods, as well as widely used classical methods such as regularization and hypothesis testing. The emphasis throughout is on the principles, the unifying probabilistic approach, and showing how the methods can be implemented in practice. R code (with explanations) is included and is available online, so readers can reproduce the plots and results for themselves. Aimed primarily at undergraduate and graduate students, these techniques can be applied to a wide range of data analysis problems beyond the scope of this work.

The Psychology of Musical Development provides an up-to-date and comprehensive account of the latest theory, empirical research and applications in the study of musical development, an important and emerging field of music psychology. After considering how people now engage with music in the digital world, and reviewing current advances in developmental and music psychology, Hargreaves and Lamont compare ten major theoretical approaches in this field - including cognitive stage models and neuroscientific, ecological and social cognitive approaches - and assess how successfully each of these deals with five critical theoretical issues. Individual chapters deal next with cognition, perception and learning; social development; environmental influences on ability, achievement and motivation; identity, personality and lifestyle; affect and emotion; and well-being and health. With an emphasis on practical applications throughout, this book will be essential reading for students and scholars

The Psychology of Musical Development provides an up-to-date and comprehensive account of the latest theory, empirical research and applications in the study of musical development, an important and emerging field of music psychology. After considering how people now engage with music in the digital world, and reviewing current advances in developmental and music psychology, Hargreaves and Lamont compare ten major theoretical approaches in this field - including cognitive stage models and neuroscientific, ecological and social cognitive approaches - and assess how successfully each of these deals with five critical theoretical issues. Individual chapters deal next with cognition, perception and learning; social development; environmental influences on ability, achievement and motivation; identity, personality and lifestyle; affect and emotion; and well-being and health. With an emphasis on practical applications throughout, this book will be essential reading for students and scholars

Machine Learning for Beginners Your Definitive guide For Neural Networks, Algorithms, Random Forests and Decision Trees Made SimpleHave you ever pause and wonder why some companies like Amazon knows w

Quantum annealing is a new-generation tool of information technology, which helps in solving combinatorial optimization problems with high precision, based on the concepts of quantum statistical physics. Detailed discussion on quantum spin glasses and its application in solving combinatorial optimization problems is required for better understanding of quantum annealing concepts. Fulfilling this requirement, the book highlights recent development in quantum spin glasses including Nishimori line, replica method and quantum annealing methods along with the essential principles. Separate chapters on simulated annealing, quantum dynamics and classical spin models are provided for enhanced learning. Important topics including adiabatic quantum computers and quenching dynamics are discussed in detail. This text will be useful for students of quantum computation, quantum information, statistical physics and computer science.

This textbook provides a comprehensive overview of the human-computer interface in clear, non-technical language, making it an ideal introduction for students of both psychology and computer science. Covering the past, present, and future developments in technology and psychology, it combines cutting-edge academic research with engaging illustrations and examples that show students how the material relates to their lives. Topics addressed include: human factors of input devices, and the basics of sensation and perception; memory and cognitive issues of users navigating their way through interfaces; communication via programming languages and natural speech interaction; cyberpathologies such as techno-stress and Internet addiction disorders; and challenges surrounding automation and artificial intelligence. This thoroughly updated second edition features new chapters on virtual reality and cybersecurity; expanded coverage of social media, mobile computing, e-learning, and video games; a

This textbook provides a comprehensive overview of the human-computer interface in clear, non-technical language, making it an ideal introduction for students of both psychology and computer science. Covering the past, present, and future developments in technology and psychology, it combines cutting-edge academic research with engaging illustrations and examples that show students how the material relates to their lives. Topics addressed include: human factors of input devices, and the basics of sensation and perception; memory and cognitive issues of users navigating their way through interfaces; communication via programming languages and natural speech interaction; cyberpathologies such as techno-stress and Internet addiction disorders; and challenges surrounding automation and artificial intelligence. This thoroughly updated second edition features new chapters on virtual reality and cybersecurity; expanded coverage of social media, mobile computing, e-learning, and video games; a

Social Signal Processing is the first book to cover all aspects of the modeling, automated detection, analysis, and synthesis of nonverbal behavior in human-human and human-machine interactions. Authoritative surveys address conceptual foundations, machine analysis and synthesis of social signal processing, and applications. Foundational topics include affect perception and interpersonal coordination in communication; later chapters cover technologies for automatic detection and understanding such as computational paralinguistics and facial expression analysis and for the generation of artificial social signals such as social robots and artificial agents. The final section covers a broad spectrum of applications based on social signal processing in healthcare, deception detection, and digital cities, including detection of developmental diseases and analysis of small groups. Each chapter offers a basic introduction to its topic, accessible to students and other newcomers, and then outl

Informed by second-language acquisition research and supported by cutting-edge digital tools, the complete Avanti! program creates a dynamic learning environment that fosters communication and moti

Beginning with an overview of historical development, the electromagnetic spectrum, and optical power basics, this book offers an in-depth discussion of optic receivers, optical transmitters and amplifiers. The text discusses attenuation, transmission losses, optical sources such as semiconductor light emitting diodes, and lasers, providing several dispersion-management schemes that restore the amplified signal to its original state. Topics are discussed in a structured manner, with definitions, explanations, examples, illustrations, and informative facts. Extensive pedagogical features, such as numerical problems, review questions, multiple choice questions, and student-focussed learning objectives, are also provided. Mathematical derivations and geometrical representations are included where necessary. This text will be useful for undergraduate and graduate students of electronics, communication engineering, and optical fiber communications.

Greatly expanded, this new edition requires only an elementary background in discrete mathematics and offers a comprehensive introduction to the role of randomization and probabilistic techniques in modern computer science. Newly added chapters and sections cover topics including normal distributions, sample complexity, VC dimension, Rademacher complexity, power laws and related distributions, cuckoo hashing, and the Lovasz Local Lemma. Material relevant to machine learning and big data analysis enables students to learn modern techniques and applications. Among the many new exercises and examples are programming-related exercises that provide students with excellent training in solving relevant problems. This book provides an indispensable teaching tool to accompany a one- or two-semester course for advanced undergraduate students in computer science and applied mathematics.

A practical and self-contained guide to the principles, techniques, models and tools of imaging spectroscopy. Bringing together material from essential physics and digital signal processing, it covers key topics such as sensor design and calibration, atmospheric inversion and model techniques, and processing and exploitation algorithms. Readers will learn how to apply the main algorithms to practical problems, how to choose the best algorithm for a particular application, and how to process and interpret hyperspectral imaging data. A wealth of additional materials accompany the book online, including example projects and data for students, and problem solutions and viewgraphs for instructors. This is an essential text for senior undergraduate and graduate students looking to learn the fundamentals of imaging spectroscopy, and an invaluable reference for scientists and engineers working in the field.

Until recently, Aboriginal people have been subjected to mainly top-down development, which has proven damaging to communities. Mia Mia Aboriginal Community Development offers an alternative to such approaches, promoting cultural security in order to empower Aboriginal people to strengthen their own communities. The authors take a multidisciplinary approach to the topics of Aboriginal community development, Aboriginal history, cultural security and community studies. This book includes chapters examining historical and contemporary Aboriginal conceptions of community development, and the effects of post-structuralism, post-modernism, globalisation and digital technology. As well as comprehensive analysis of community development in Aboriginal communities, it presents practical strategies and tools for improvement. Each chapter includes practical case studies and review exercises, encouraging active learning and reflection. A valuable resource for tertiary education students, this book

The Sixth Edition of Communicating Managerial Effectiveness skillfully integrates theory, research, and real-world case studies into models designed to enhance understanding of complex communication i

“Anyone responsible for monetizing digital content in consumer markets should understand this radically new perspective on pricing and how to maximize customer lifetime value. FairPay provides strateg