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Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2024, Vilnius, Lithuania, September 9–13, 2024, Proceedings, Part V (Lecture Notes in Computer Science #14945)
by Jesse Davis Albert Bifet Eirini Ntoutsi Tomas Krilavičius Meelis Kull Indrė ŽliobaitėThis multi-volume set, LNAI 14941 to LNAI 14950, constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2024, held in Vilnius, Lithuania, in September 2024. The papers presented in these proceedings are from the following three conference tracks: - Research Track: The 202 full papers presented here, from this track, were carefully reviewed and selected from 826 submissions. These papers are present in the following volumes: Part I, II, III, IV, V, VI, VII, VIII. Demo Track: The 14 papers presented here, from this track, were selected from 30 submissions. These papers are present in the following volume: Part VIII. Applied Data Science Track: The 56 full papers presented here, from this track, were carefully reviewed and selected from 224 submissions. These papers are present in the following volumes: Part IX and Part X.
Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2024, Vilnius, Lithuania, September 9–13, 2024, Proceedings, Part II (Lecture Notes in Computer Science #14942)
by Jesse Davis Albert Bifet Eirini Ntoutsi Tomas Krilavičius Meelis Kull Indrė ŽliobaitėThis multi-volume set, LNAI 14941 to LNAI 14950, constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2024, held in Vilnius, Lithuania, in September 2024. The papers presented in these proceedings are from the following three conference tracks: - Research Track: The 202 full papers presented here, from this track, were carefully reviewed and selected from 826 submissions. These papers are present in the following volumes: Part I, II, III, IV, V, VI, VII, VIII. Demo Track: The 14 papers presented here, from this track, were selected from 30 submissions. These papers are present in the following volume: Part VIII. Applied Data Science Track: The 56 full papers presented here, from this track, were carefully reviewed and selected from 224 submissions. These papers are present in the following volumes: Part IX and Part X.
Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2024, Vilnius, Lithuania, September 9–13, 2024, Proceedings, Part IV (Lecture Notes in Computer Science #14944)
by Jesse Davis Albert Bifet Eirini Ntoutsi Tomas Krilavičius Meelis Kull Indrė ŽliobaitėThis multi-volume set, LNAI 14941 to LNAI 14950, constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2024, held in Vilnius, Lithuania, in September 2024. The papers presented in these proceedings are from the following three conference tracks: - Research Track: The 202 full papers presented here, from this track, were carefully reviewed and selected from 826 submissions. These papers are present in the following volumes: Part I, II, III, IV, V, VI, VII, VIII. Demo Track: The 14 papers presented here, from this track, were selected from 30 submissions. These papers are present in the following volume: Part VIII. Applied Data Science Track: The 56 full papers presented here, from this track, were carefully reviewed and selected from 224 submissions. These papers are present in the following volumes: Part IX and Part X.
Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2024, Vilnius, Lithuania, September 9–13, 2024, Proceedings, Part VI (Lecture Notes in Computer Science #14946)
by Jesse Davis Albert Bifet Eirini Ntoutsi Tomas Krilavičius Meelis Kull Indrė ŽliobaitėThis multi-volume set, LNAI 14941 to LNAI 14950, constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2024, held in Vilnius, Lithuania, in September 2024. The papers presented in these proceedings are from the following three conference tracks: - Research Track: The 202 full papers presented here, from this track, were carefully reviewed and selected from 826 submissions. These papers are present in the following volumes: Part I, II, III, IV, V, VI, VII, VIII. Demo Track: The 14 papers presented here, from this track, were selected from 30 submissions. These papers are present in the following volume: Part VIII. Applied Data Science Track: The 56 full papers presented here, from this track, were carefully reviewed and selected from 224 submissions. These papers are present in the following volumes: Part IX and Part X.
Challenges and Innovations in Speaking Assessment (Innovations in Language Learning and Assessment at ETS)
by Larry DavisThe assessment of second language speaking ability has played a central role in the evolution of language testing theory and practice. Educational Testing Service (ETS) has been a primary innovator in all dimensions of speaking assessment since the 1970s, addressing critical challenges through the advent of new test designs, scoring practices, and measurement technologies to make especially large-scale, standardized testing of speaking ability a reality.This volume presents a sample of key ETS research and development efforts related to speaking assessment over the years. The contributors highlight diverse contributions to conceptualizing the speaking construct, designing speaking test tasks, scoring speech samples, marshalling technologies for test delivery and automated scoring, and developing end-to-end speaking assessment procedures. The first part emphasizes how some of the earliest large-scale speaking assessments were designed and put into practice. The second part features research and development related to speaking assessments in the TOEIC and TOEFL testing suites, emphasizing their validity and scoring. The third part introduces research-based innovations in testing new and more nuanced speaking constructs, and in using automated scoring of speech to address diverse assessment needs.The volume will appeal to language testing professionals and test score users in illuminating how ETS has influenced the development of speaking assessment as well as pointing to multiple directions for future research and practice.
Unbrielievable: From Cheddar to Stilton, Over 60 Delectably Cheesy Recipes for Boards, Bakes, and More
by null Jassy DavisWe love cheese. It’s been on the menu for almost 10,000 years. And today, there are at least 2000 different types of cheese being eaten around the world. From simple cheese boards to decadent cheese blintzes, comforting cheesecakes to festive baked bries and fondues, the 60 recipes in Unbrielievable offer something for every cheese lover. There’s a cheese for every palate and occasion. From soft, fresh curds eaten on the day they’re made to mature cheeses ripened for months in underground caves and marbled with blue veins. Whether you like your cheese light and lemony, salty and tangy, or rich and stinky, there’s a cheese for you. And a cheese dish, too. Take your pick from these 60 versatile recipes that will help you make a meal out of cheese at breakfast, lunch, and dinner. Kickstart your cheese education with a run through of the main types of cheese – blue, hard, processed, semi-hard, semi-soft, soft and fresh, and soft-ripened – along with how to store them and serve them, if your favourite way to eat cheese is simply as it is.
Dulwich: Mid-Century Oasis
by Paul Davis Elisabeth Kendall Ian McInnes Catherine SamyDulwich’s mid-century modern architecture is increasingly recognised for its qualities of light, landscape and lifestyle. In the 1950s, 60s and 70s, around 2,000 new homes were created to the most modern standards without destroying the qualities which had made Dulwich so attractive to previous generations. With both historic and new photography, this book showcases the award-winning work of the Dulwich Estate’s architects, Austin Vernon & Partners, working with house builder Wates. Today, there is much to be learned from the architects and landscape planners who saw their role as fundamental to building Britain’s modern society.
Dulwich: Mid-Century Oasis
by Paul Davis Elisabeth Kendall Ian McInnes Catherine SamyDulwich’s mid-century modern architecture is increasingly recognised for its qualities of light, landscape and lifestyle. In the 1950s, 60s and 70s, around 2,000 new homes were created to the most modern standards without destroying the qualities which had made Dulwich so attractive to previous generations. With both historic and new photography, this book showcases the award-winning work of the Dulwich Estate’s architects, Austin Vernon & Partners, working with house builder Wates. Today, there is much to be learned from the architects and landscape planners who saw their role as fundamental to building Britain’s modern society.
Solving the Giving Pledge Bottleneck: How to Finance Solutions Using Philanthropic Private Equity
by Sean DavisThis book highlights the historic inflection point we are in, both in terms of philanthropy in general, and specifically in financing the solutions to our largest and most urgent social and environmental problems. It covers the two movements that have recently had a dramatic influence on capitalism. First, wealthy millennials have been pressuring their bankers to invest their family portfolios in companies with high social and environmental impact (ESG ratings), triggering a wave where the wealth management industry, and now all public companies, are significantly adapting to the increasing demand for good. Second, The Giving Pledge triggered another wave, changing what success and the accumulation of wealth means. It has even begun to redefine the goal of capitalism as more than 230 billionaires have pledged to give half or more of their wealth away. This book also focuses on the bottleneck problem that The Giving Pledge has created, as it is very hard to give hundreds of billions away with measurable impact to nonprofits lacking detailed long-term plans to scale. Nonprofits have never had the luxury of having all the resources to invest in the planning, management training and systems needed to rapidly expand. Thus taking in very large gifts is very difficult, and almost impossible to justify. Large philanthropy can always be used for traditional capital campaigns and to fund endowments, yet The Giving Pledge signers are often looking for large visible impact beyond these traditional avenues. The result is a bottleneck which has grown as more billionaires pledge their funds away while their wealth continues to skyrocket and giving rates stay very small. Finally, this book covers the emergence of large giving vehicles, modelled after the private equity industry. They have sophisticated third-party managers focused on deploying funds and supporting management teams. It also covers the scaling of nonprofits in a significant way (“Big Bets”) as well as investing large philanthropy through for-profits as Philanthropic Private Equity. This book is of interest specifically to nonprofit and foundation leaders, as well as wealth managers, estate attorneys and other philanthropic advisors. It is also of interest to investors and corporate CEOs as they begin to access these large pools for philanthropic capital to increase their impact. This book is focused on providing those with the ability to make large philanthropic investments a path to scale their impact and increase their fulfillment and that of their family. It provides a step-by-step guide of how these approaches, especially Philanthropic Private Equity, can actually solve the social and environmental challenges that have been seemingly hopeless. The second edition also presents a plan to use these concepts to create a path to solve the housing crisis in America.
Marketing Planning & Strategy: A Practical Introduction
by John DawesWe know how eager you are to learn practical workplace skills at university so that you are "job ready" following graduation. In marketing, one of the most practical things you can learn how to do is create a sound marketing plan. This new book guides you concisely through the marketing planning process from start to finish, drawing on examples from large brands like Ikea and Krispy Kreme to digital start-ups like Starling Bank. Features a running case study about a small services business that breaks the marketing plan down into easy to digestible chunks. A dedicated chapter on marketing strategy concepts to help you understand how they link to market, firm or decision-related factors. Self-test questions and scenarios with tasks throughout make for an active learning experience. Practical in its step-by-step approach and inclusion of activities and scenarios and written simply whilst still underpinned by marketing strategy scholarship, this book will help you to develop your marketing decision-making throughout by learning key skills such as how to do a SWOT analysis and how to budget and forecast correctly. Supported by online resources for lecturers including PowerPoint slides, an instructor’s manual and a suggested syllabus. Suitable reading for marketing planning and marketing strategy courses.
Marketing Planning & Strategy: A Practical Introduction
by John DawesWe know how eager you are to learn practical workplace skills at university so that you are "job ready" following graduation. In marketing, one of the most practical things you can learn how to do is create a sound marketing plan. This new book guides you concisely through the marketing planning process from start to finish, drawing on examples from large brands like Ikea and Krispy Kreme to digital start-ups like Starling Bank. Features a running case study about a small services business that breaks the marketing plan down into easy to digestible chunks. A dedicated chapter on marketing strategy concepts to help you understand how they link to market, firm or decision-related factors. Self-test questions and scenarios with tasks throughout make for an active learning experience. Practical in its step-by-step approach and inclusion of activities and scenarios and written simply whilst still underpinned by marketing strategy scholarship, this book will help you to develop your marketing decision-making throughout by learning key skills such as how to do a SWOT analysis and how to budget and forecast correctly. Supported by online resources for lecturers including PowerPoint slides, an instructor’s manual and a suggested syllabus. Suitable reading for marketing planning and marketing strategy courses.
The Genetic Book of the Dead: A Darwinian Reverie
by Richard DawkinsFrom a renowned biologist and best-selling author, a whole new way of looking at living organisms: reading them as documents describing ancient worlds “Richard Dawkins’s new book is a glorious affair. Profusely illustrated in color by Jana Lenzová, it is arguably his most joyous ode to the wonders that evolution has wrought in the animal world.”—Philip Ball, Science An exquisitely camouflaged lizard has a desiccated landscape of sand and stones “painted” on its back. Its skin can be read as a description of an ancient desert, a world in which its ancestors survived. Such descriptions are more than skin deep, however. They penetrate the very warp and woof of the entire animal. In this groundbreaking exploration of the power of Darwinian evolution and what it can reveal about the past, Richard Dawkins shows how the body, behavior, and genes of every living creature can be read as a book—an archive of the worlds of its ancestors. In the future, a zoologist presented with a hitherto unknown animal will be able to decode its ancestral history, to read its unique “book of the dead.” Such readings are already uncovering the remarkable ways animals overcome obstacles, adapt to their environments, and, again and again, develop remarkably similar ways of solving life’s problems. From the author of The Selfish Gene comes a revolutionary, richly illustrated book that unlocks the door to a past more vivid, nuanced, and fascinating than anything we have seen.
Minimally Invasive Surgical Procedures for Pain
by Dawood Sayed, Alaa Abd-Elsayed, Steven Falowski and Timothy DeerIn the last decade, a significant paradigm shift has occurred in the way complex spinal disorders are treated. Historically, after patients failed conservative treatments-largely consisting of therapy, medications, and injections-they would be left with only highly invasive open surgical options. Now, with the development of minimally invasive surgical techniques, patients often have significantly more effective and safer treatment options available. Minimally Invasive Surgical Procedures for Pain looks at the minimally invasive approaches that can be done percutaneously and under image guidance, instead of the traditional open approaches under direct visualization. The book discusses the basic concepts of spinal surgical approaches combined with an in-depth approach to the various techniques, with the overall goals of enhancing physician knowledge and leading to improved patient outcomes and safety. Topics include decompressive procedures, spinal implants, vertebral autmentation procedures, sacroiliac joint therapies, neuromodulation procedures, and more. The topics covered in the book are important to interventionalists, as well as physicians from traditional surgical backgrounds like neurosurgery and orthopedics. A first of its kind, this text details a balanced look at the proper surgical techniques for pain, as well as best practices.
100 Activities for Teaching Research Ethics and Integrity
by Catherine DawsonThis practical, user-friendly guide consists of 100 original activities that have been designed to inspire and support educators of research ethics and integrity at undergraduate and postgraduate level. Focussing on eight key areas, activities include: • Respecting human dignity, privacy and rights • Obtaining informed consent in the digital world • Capturing data on sexual orientation and gender identity • Recognizing and addressing bias when collecting data • Creating social change through research practice • Assessing the ethical implications of data sharing. Complete with detailed teaching notes and downloadable student handouts, as well as guidance on the type and level of each activity, 100 Activities for Teaching Research Ethics and Integrity is an essential resource for both online and face-to-face teaching.
100 Activities for Teaching Research Ethics and Integrity
by Catherine DawsonThis practical, user-friendly guide consists of 100 original activities that have been designed to inspire and support educators of research ethics and integrity at undergraduate and postgraduate level. Focussing on eight key areas, activities include: • Respecting human dignity, privacy and rights • Obtaining informed consent in the digital world • Capturing data on sexual orientation and gender identity • Recognizing and addressing bias when collecting data • Creating social change through research practice • Assessing the ethical implications of data sharing. Complete with detailed teaching notes and downloadable student handouts, as well as guidance on the type and level of each activity, 100 Activities for Teaching Research Ethics and Integrity is an essential resource for both online and face-to-face teaching.
Managing Change, Creativity and Innovation
by Patrick Dawson Costas AndriopoulosThis bestselling text brings a fresh and unique approach to managing organizational change, taking the view that change, creativity and innovation are interconnected. It offers a strong theoretical understanding of change, creativity and innovation along with practical guidance and ideas for organizational change and development. The fourth edition comes with: lots of brand-new case studies and examples from around the world extra content on innovation and technology extended discussion and an additional chapter on the people aspects of change that includes culture, sensemaking and temporality Written in an engaging and accessible style, this books is essential for those studying organizational change management or creativity and innovation.
Managing Change, Creativity and Innovation
by Patrick Dawson Costas AndriopoulosThis bestselling text brings a fresh and unique approach to managing organizational change, taking the view that change, creativity and innovation are interconnected. It offers a strong theoretical understanding of change, creativity and innovation along with practical guidance and ideas for organizational change and development. The fourth edition comes with: lots of brand-new case studies and examples from around the world extra content on innovation and technology extended discussion and an additional chapter on the people aspects of change that includes culture, sensemaking and temporality Written in an engaging and accessible style, this books is essential for those studying organizational change management or creativity and innovation.
GT: The world’s best GT cars 1953-1973
by Sam DawsonGet behind the wheels of more than 50 of the most glamorous, beautiful, fast and capable cars of the fifties, sixties and seventies in this, the first of a series charting the true Grand Touring cars, the history and the culture of long distance travel and exotic locations. These are the cars that inhabited the world of the jet set and they could become part of your life too. Some are depreciated bargains, some are blue-chip investments, and all were exclusive when new and still every bit as glamorous today. This book takes in the milestones, the innovators, the oddities and the mainstays of this diverse sector of the car market. From the 1953 Lancia Aurelia B20 GT, the car that arguably became the template for the Grand Touring car; the Facel-Vega, which united American power with European sophistication; the experimental aerodynamics of Alfa Romeo; the innovations of Jensen; and the design and engineering geniuses behind the Lamborghini Espada who took it from fanciful concept to production reality. We look at the waifs and strays too: The Marcos Mantis, a GT car you could build yourself; the Avanti, an all-American GT originally built for just a year but still available brand new today; and Iso, an Italian industrial giant which cornered, captivated and lost the transcontinental V8 market within a decade, to name just a few. We also look at the way global politics and economics have affected domestic car building and international travel, and the effect this had on these cars, from the building of unrestricted motorways after the Second World War, through to the devastating oil crisis of 1973, which changed the way we look at cars forever. This book shows that the cars which once powered through your dreams are still practical and now often well within reach. Dare to dream again! With nearly 150 pictures and written from a social as well as technical perspective, this is a fascinating and contentious book.
Dino Dad: The first book from children’s TV star and dinosaur enthusiast Andy Day (Dino Dad #1)
by Andy DayA fantastic new magical dino-tastic adventure series from children's TV superstar Andy Day, paired with illustration powerhouse Steven Lenton!What if YOUR dad could change into a dinosaur?Hi, I'm Ruby! And I've got a big secret . . . everyone thinks my dad is an amazing dinosaur expert at our local museum. And he totally is! But he's also . . . a POOPA! And so am I!What's a POOPA? Well, it means he's a Protector Of Our Prehistoric Allies. When me and Dad touch his special, magic ammonite shell, we travel to an incredible island, full of dinosaurs who live just like us humans do. And when we go there, we turn into dinosaurs too!We have so many amazing adventures . . . and I can't wait for you to join us!A hilarious and brilliantly illustrated easy-to-read story peppered with real dino facts - perfect for any young dinosaur-lover!Look out for the next book, Dino Dad: Ice Age, out in October 2024.
The Persistence of Race: Continuity and Change in Germany from the Wilhelmine Empire to National Socialism
by Lara Day Oliver HaagRace in 20th-century German history is an inescapable topic, one that has been defined overwhelmingly by the narratives of degeneracy that prefigured the Nuremberg Laws and death camps of the Third Reich. As the contributions to this innovative volume show, however, German society produced a much more complex variety of racial representations over the first part of the century. Here, historians explore the hateful depictions of the Nazi period alongside idealized images of African, Pacific and Australian indigenous peoples, demonstrating both the remarkable fixity race had as an object of fascination for German society as well as the conceptual plasticity it exhibited through several historical eras.
Light Over Liskeard: From the Sunday Times bestselling author of Captain Corelli’s Mandolin
by Louis de BernièresSometimes we must look to the past to survive the future. A novel about what really matters in life from the bestselling author of Captain Corelli's MandolinQ wants a simpler and safer life. His work as a quantum cryptographer for the government has led him to believe a crisis is imminent for civilisation and he's looking for somewhere to ride out what's ahead.He buys a ruined farmhouse in Cornwall and begins to build his own self-sufficient haven. Over the course of this quest he meets the eccentric characters who already live on the moors nearby - including the park ranger in charge of the reintroduced lynxes and aurochs that roam the area; a holy man waiting for the second coming on top of a nearby hill; an Arthurian knight on horseback and the amorous ghost of an Edwardian woman who haunts the farmhouse.As life in the cities gets more complicated, and our systems of electronic control begin to fall apart, Q flourishes in the wild Cornish countryside. His new way of life brings him back in tune with his teenage children, his ex-wife, and his own sense of who he is. He also grows close to Eva, energetic and enchanting, who is committed to her own quest for love and meaning.In this entertaining and heart-warming novel Louis de Bernières pokes fun at modern mores, and makes us reconsider what is really precious in our short and precarious lives.*SHORTLISTED FOR THE 2024 WILBUR SMITH ADVENTURE WRITING PRIZE*
A Therapeutic Journey: Lessons from the School of Life
by Alain de BottonAS HEARD ON THE DIARY OF A CEO PODCAST WITH STEVEN BARTLETTFrom the Sunday Times bestselling author of The School of LifeThis is a book about how to optimise your mental health. Written with kindness and sympathy, it is a practical guide to emotional well-being, calm and psychological maturity. Alain de Botton explores how we can cope with a variety of mental challenges, from the mild to the severe. It considers how and why we can get overly anxious or low; how we can best understand our pasts and how they shape us; and how we can build resilience, so as to live wisely alongside certain difficulties.At heart this is a book about psychological happiness – about discovering equilibrium and meaning, and finding our way to connection and joy.‘This book does a wonderful job of making you realise that the thing you’re going through, and the way that you are, isn’t evidence of your inadequacy. It’s actually evidence that you are perfectly human’ Steven Bartlett, author and host of The Diary of a CEO'One of our most consistently illuminating writers on contemporary culture' John Gray, New Statesman
The Psychology of Great Teaching: (Almost) Everything Teachers Ought to Know
by Pedro De Bruyckere Casper Hulshof Liese MissinneThis is your essential teaching companion that offers a broad understanding of modern psychology and how ideas from psychological theory and research can be relevant to any classroom. Explore robust, current ideas and contemporary findings from different psychological disciplines, such as cognitive psychology, developmental psychology, social psychology, personality theory and systems theory, and learn new insights to enhance your teaching. Deepen your knowledge of how students and young people develop as individuals and how a greater understanding of human behaviour can make you a more effective teacher. Each chapter includes ‘teacher takeaways’ offering practical advice on how to translate up-to-date psychological ideas into effective teaching techniques. The perfect read for teachers and those training to teach school students of any age. Pedro De Bruyckere is an educational scientist at the Artevelde University College of Applied Sciences and Leiden University. Casper Hulshof is a psychologist who teaches Educational Science at Utrecht University. Liese Missinne is an educational scientist and teacher trainer at the Artevelde University College of Applied Sciences.
The Psychology of Great Teaching: (Almost) Everything Teachers Ought to Know
by Pedro De Bruyckere Casper Hulshof Liese MissinneThis is your essential teaching companion that offers a broad understanding of modern psychology and how ideas from psychological theory and research can be relevant to any classroom. Explore robust, current ideas and contemporary findings from different psychological disciplines, such as cognitive psychology, developmental psychology, social psychology, personality theory and systems theory, and learn new insights to enhance your teaching. Deepen your knowledge of how students and young people develop as individuals and how a greater understanding of human behaviour can make you a more effective teacher. Each chapter includes ‘teacher takeaways’ offering practical advice on how to translate up-to-date psychological ideas into effective teaching techniques. The perfect read for teachers and those training to teach school students of any age. Pedro De Bruyckere is an educational scientist at the Artevelde University College of Applied Sciences and Leiden University. Casper Hulshof is a psychologist who teaches Educational Science at Utrecht University. Liese Missinne is an educational scientist and teacher trainer at the Artevelde University College of Applied Sciences.
The Practice of Popular Music: Understanding Harmony, Rhythm, Melody, and Form in Commercial Songwriting
by Trevor de ClercqThe Practice of Popular Music is a music theory and musicianship textbook devoted to explaining the organization of contemporary popular music styles such as pop, rock, R&B, rap, and country. Rooted in recent research showing that the structure of popular music differs from classical music in important ways, this textbook offers an approach to teaching music theory that is fully oriented around popular and commercial genres.Beginning with fundamentals and requiring no previous training in music theory or notation, this book eventually guides the reader through a range of advanced topics, including chromatic mixture, secondary chord function, complex time signatures, and phrase organization. Each chapter develops concepts in tandem with aural comprehension, and the included exercises balance written tasks with listening activities. A companion website provides links to playlists of the music discussed in the book.With an innovative approach designed to broaden the reach of music theory coursework to a wide range of students, including non-majors and those in modern music degree programs such as audio engineering, songwriting, and music business, this textbook enables readers to gain a deep understanding of music theory in the context of popular music.