Music Data Analysis

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Music Data Analysis

Author : Claus Weihs
ISBN : 9781498719575
Genre : Business & Economics
File Size : 70.64 MB
Format : PDF
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This book provides a comprehensive overview of music data analysis, from introductory material to advanced concepts. It covers various applications including transcription and segmentation as well as chord and harmony, instrument and tempo recognition. It also discusses the implementation aspects of music data analysis such as architecture, user interface and hardware. It is ideal for use in university classes with an interest in music data analysis. It also could be used in computer science and statistics as well as musicology.
Category: Business & Economics

Music Data Mining

Author : Tao Li
ISBN : 9781439835524
Genre : Business & Economics
File Size : 86.73 MB
Format : PDF, Mobi
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The research area of music information retrieval has gradually evolved to address the challenges of effectively accessing and interacting large collections of music and associated data, such as styles, artists, lyrics, and reviews. Bringing together an interdisciplinary array of top researchers, Music Data Mining presents a variety of approaches to successfully employ data mining techniques for the purpose of music processing. The book first covers music data mining tasks and algorithms and audio feature extraction, providing a framework for subsequent chapters. With a focus on data classification, it then describes a computational approach inspired by human auditory perception and examines instrument recognition, the effects of music on moods and emotions, and the connections between power laws and music aesthetics. Given the importance of social aspects in understanding music, the text addresses the use of the Web and peer-to-peer networks for both music data mining and evaluating music mining tasks and algorithms. It also discusses indexing with tags and explains how data can be collected using online human computation games. The final chapters offer a balanced exploration of hit song science as well as a look at symbolic musicology and data mining. The multifaceted nature of music information often requires algorithms and systems using sophisticated signal processing and machine learning techniques to better extract useful information. An excellent introduction to the field, this volume presents state-of-the-art techniques in music data mining and information retrieval to create novel ways of interacting with large music collections.
Category: Business & Economics

Statistics In Music Education Research

Author : Joshua A. Russell
ISBN : 9780190695217
Genre : Music
File Size : 59.19 MB
Format : PDF, Mobi
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In Statistics in Music Education Research, author Joshua Russell offers a new course book that explains the process of using a range of statistical analyses from inception to research design to data entry to final analysis using understandable descriptions and examples from extant musiceducation research. This book, the first on the topic for graduate students in music education courses, explores four main aspects of music education research: understanding logical concepts of statistical procedures and their outcomes; critiquing the use of different procedures in extant and developing research;applying the correct statistical model for not only any given dataset, but also the correct logic determining which model to employ; reporting the results of a given statistical procedure clearly and in a way that provides adequate information for the reader to determine if the data analysis isaccurate and interpretable. Written in a manner that neither intimidates nor condescends music educators in graduate school, Statistics in Music Education Research gives readers a functioning understanding of the statistical procedure discussed in the chapter as well as the tools needed to identifythe correctness of use and the ability to apply the statistical procedure in their own research. While it is written predominately for graduate students in music education courses, Statistics in Music Education Research will also help music education researchers and teachers of music educators gain a better understanding of how parametric statistics are employed and interpreted in the socialscience field of music education.
Category: Music

Advances In Data Analysis Data Handling And Business Intelligence

Author : Andreas Fink
ISBN : 364201044X
Genre : Computers
File Size : 81.50 MB
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Data Analysis, Data Handling and Business Intelligence are research areas at the intersection of computer science, artificial intelligence, mathematics, and statistics. They cover general methods and techniques that can be applied to a vast set of applications such as in marketing, finance, economics, engineering, linguistics, archaeology, musicology, medical science, and biology. This volume contains the revised versions of selected papers presented during the 32nd Annual Conference of the German Classification Society (Gesellschaft für Klassifikation, GfKl). The conference, which was organized in cooperation with the British Classification Society (BCS) and the Dutch/Flemish Classification Society (VOC), was hosted by Helmut-Schmidt-University, Hamburg, Germany, in July 2008.
Category: Computers

Data Analysis Machine Learning And Applications

Author : Christine Preisach
ISBN : 354078246X
Genre : Computers
File Size : 83.84 MB
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Data analysis and machine learning are research areas at the intersection of computer science, artificial intelligence, mathematics and statistics. They cover general methods and techniques that can be applied to a vast set of applications such as web and text mining, marketing, medical science, bioinformatics and business intelligence. This volume contains the revised versions of selected papers in the field of data analysis, machine learning and applications presented during the 31st Annual Conference of the German Classification Society (Gesellschaft für Klassifikation - GfKl). The conference was held at the Albert-Ludwigs-University in Freiburg, Germany, in March 2007.
Category: Computers

Feature Engineering For Machine Learning And Data Analytics

Author : Guozhu Dong
ISBN : 9781351721271
Genre : Business & Economics
File Size : 24.53 MB
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Feature engineering plays a vital role in big data analytics. Machine learning and data mining algorithms cannot work without data. Little can be achieved if there are few features to represent the underlying data objects, and the quality of results of those algorithms largely depends on the quality of the available features. Feature Engineering for Machine Learning and Data Analytics provides a comprehensive introduction to feature engineering, including feature generation, feature extraction, feature transformation, feature selection, and feature analysis and evaluation. The book presents key concepts, methods, examples, and applications, as well as chapters on feature engineering for major data types such as texts, images, sequences, time series, graphs, streaming data, software engineering data, Twitter data, and social media data. It also contains generic feature generation approaches, as well as methods for generating tried-and-tested, hand-crafted, domain-specific features. The first chapter defines the concepts of features and feature engineering, offers an overview of the book, and provides pointers to topics not covered in this book. The next six chapters are devoted to feature engineering, including feature generation for specific data types. The subsequent four chapters cover generic approaches for feature engineering, namely feature selection, feature transformation based feature engineering, deep learning based feature engineering, and pattern based feature generation and engineering. The last three chapters discuss feature engineering for social bot detection, software management, and Twitter-based applications respectively. This book can be used as a reference for data analysts, big data scientists, data preprocessing workers, project managers, project developers, prediction modelers, professors, researchers, graduate students, and upper level undergraduate students. It can also be used as the primary text for courses on feature engineering, or as a supplement for courses on machine learning, data mining, and big data analytics.
Category: Business & Economics

Interactive And Dynamic Graphics For Data Analysis

Author : Dianne Cook
ISBN : 9780387717623
Genre : Mathematics
File Size : 52.94 MB
Format : PDF, ePub
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This richly illustrated book describes the use of interactive and dynamic graphics as part of multidimensional data analysis. Chapter topics include clustering, supervised classification, and working with missing values. A variety of plots and interaction methods are used in each analysis, often starting with brushing linked low-dimensional views and working up to manual manipulation of tours of several variables. The book is augmented by a wealth of online material.
Category: Mathematics

Data Warehousing And Mining Concepts Methodologies Tools And Applications

Author : Wang, John
ISBN : 9781599049526
Genre : Technology & Engineering
File Size : 86.77 MB
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In recent years, the science of managing and analyzing large datasets has emerged as a critical area of research. In the race to answer vital questions and make knowledgeable decisions, impressive amounts of data are now being generated at a rapid pace, increasing the opportunities and challenges associated with the ability to effectively analyze this data.
Category: Technology & Engineering

Taking The Fear Out Of Data Analysis

Author : Adamantios Diamantopoulos
ISBN : 1861524307
Genre : Business & Economics
File Size : 83.96 MB
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This work guides the reader through the process of data analysis and features hints and warnings. It should be of interest to those studying quantitative methods in all disciplines, in particular marketing, management, economics and psychology.
Category: Business & Economics

Database Technologies Concepts Methodologies Tools And Applications

Author : Erickson, John
ISBN : 9781605660592
Genre : Business & Economics
File Size : 73.49 MB
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"This reference expands the field of database technologies through four-volumes of in-depth, advanced research articles from nearly 300 of the world's leading professionals"--Provided by publisher.
Category: Business & Economics

Data Analysis Machine Learning And Knowledge Discovery

Author : Myra Spiliopoulou
ISBN : 9783319015958
Genre : Computers
File Size : 49.30 MB
Format : PDF, ePub, Mobi
Download : 978
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Data analysis, machine learning and knowledge discovery are research areas at the intersection of computer science, artificial intelligence, mathematics and statistics. They cover general methods and techniques that can be applied to a vast set of applications such as web and text mining, marketing, medicine, bioinformatics and business intelligence. This volume contains the revised versions of selected papers in the field of data analysis, machine learning and knowledge discovery presented during the 36th annual conference of the German Classification Society (GfKl). The conference was held at the University of Hildesheim (Germany) in August 2012. ​
Category: Computers

Mathematics And Computation In Music

Author : Jason Yust
ISBN : 9783642393570
Genre : Computers
File Size : 80.83 MB
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This book constitutes the thoroughly refereed proceedings of the Fourth International Conference on Mathematics and Computation in Music, MCM 2013, held in Montreal, Canada, in June 2013. The 18 papers presented were carefully reviewed and selected from numerous submissions. They are promoting the collaboration and exchange of ideas among researchers in music theory, mathematics, computer science, musicology, cognition and other related fields.
Category: Computers

Database And Expert Systems Applications

Author : Heinrich C. Mayr
ISBN : 9783540425274
Genre : Business & Economics
File Size : 69.53 MB
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This book constitutes the refereed proceedings of the 12th International Conference on Database and Expert Systems Applications, DEXA 2001, held in Munich, Germany in September 2001. The 93 revised full papers presented were carefully reviewed and selected from 175 submissions. The papers are organized in topical sections on advanced databases, information retrieval, digital libraries, user interfaces, multimedia databases, workflow aspects, active databases, spatial databases, distributed databases, web aspects, knowledge management aspects, datawarehouses, hypermedia, indexing, object-oriented databases, database queries, and transaction processing.
Category: Business & Economics

Information Retrieval For Music And Motion

Author : Meinard Müller
ISBN : 9783540740483
Genre : Computers
File Size : 30.54 MB
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Content-based multimedia retrieval is a challenging research field with many unsolved problems. This monograph details concepts and algorithms for robust and efficient information retrieval of two different types of multimedia data: waveform-based music data and human motion data. It first examines several approaches in music information retrieval, in particular general strategies as well as efficient algorithms. The book then introduces a general and unified framework for motion analysis, retrieval, and classification, highlighting the design of suitable features, the notion of similarity used to compare data streams, and data organization.
Category: Computers

Educating Music Teachers For The 21st Century

Author : J.L. Aróstegui
ISBN : 9789460915031
Genre : Education
File Size : 51.39 MB
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Educating Music Teachers for the 21st Century discusses a range of teacher education programmes in music across Europe and Latin America reflecting about the shifting conditions, causes and factors in which pre-service teachers construct their musical and educational knowledge. It presents seven case studies carried out in Argentina, Brazil, Mexico, Portugal, Spain, and Sweden in order to understand the general and specific elements of new thinking in music education, and the ways these relate to the profound changes all of these countries are experiencing, within the era of cultural globalisation. In this way, this book does not only analyse specific programmes but also seeks to explore a range of issues relating to the education of music teachers that is of interest both to scholars working within music education and music teacher training, and to a wider educational audience of readers interested in such topics as changing youth cultures, globalisation, educational evaluation and teacher education.
Category: Education

Music Education

Author : Clint Randles
ISBN : 9781317692164
Genre : Music
File Size : 75.25 MB
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Education involving music is a multifaceted and ever-altering challenge. As new media, technologies, and pedagogies are developed, academics and practitioners must make sure that they are aware of current trends and where they might lead. This book features studies on the future of music education from emerging scholars in the field. These studies are then supplemented by commentaries from established leaders of the music education community. Music Education covers topics such as music and leisure, new forms of media in music teaching and learning, the role of technology in music learning, popular music tuition in the expansion of curricular offering, and assessment of music education research. As such, it is an excellent reference for scholars and teachers as well as guide to the future of the discipline.
Category: Music

Music Therapy Handbook

Author : Barbara L. Wheeler
ISBN : 9781462518227
Genre : Psychology
File Size : 23.47 MB
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Rich with case material, this groundbreaking volume provides a comprehensive overview of music therapy, from basic concepts to emerging clinical approaches. Experts review psychodynamic, humanistic, cognitive-behavioral, and developmental foundations and describe major techniques, including the Nordoff-Robbins model and the Bonny Method of Guided Imagery and Music. An expansive section on clinical applications examines music therapy with children and adults, as well as its recognized role in medical settings. Topics include autism spectrum disorder, school interventions, brain injury, and trauma. An authoritative resource for music therapists, the book also shows how music can be used by other mental health and medical professionals. The companion website features audio downloads illustrative of the Nordoff-Robbins model.
Category: Psychology