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Computational Music Analysis
Buch von David Meredith
Sprache: Englisch

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Beschreibung
This book provides an in-depth introduction and overview of current research in computational music analysis. Its seventeen chapters, written by leading researchers, collectively represent the diversity as well as the technical and philosophical sophistication of the work being done today in this intensely interdisciplinary field. A broad range of approaches are presented, employing techniques originating in disciplines such as linguistics, information theory, information retrieval, pattern recognition, machine learning, topology, algebra and signal processing. Many of the methods described draw on well-established theories in music theory and analysis, such as Forte's pitch-class set theory, Schenkerian analysis, the methods of semiotic analysis developed by Ruwet and Nattiez, and Lerdahl and Jackendoff's Generative Theory of Tonal Music.

The book is divided into six parts, covering methodological issues, harmonic and pitch-class set analysis, form and voice-separation, grammars and hierarchical reduction, motivic analysis and pattern discovery and, finally, classification and the discovery of distinctive patterns.

As a detailed and up-to-date picture of current research in computational music analysis, the book provides an invaluable resource for researchers, teachers and students in music theory and analysis, computer science, music information retrieval and related disciplines. It also provides a state-of-the-art reference for practitioners in the music technology industry.
This book provides an in-depth introduction and overview of current research in computational music analysis. Its seventeen chapters, written by leading researchers, collectively represent the diversity as well as the technical and philosophical sophistication of the work being done today in this intensely interdisciplinary field. A broad range of approaches are presented, employing techniques originating in disciplines such as linguistics, information theory, information retrieval, pattern recognition, machine learning, topology, algebra and signal processing. Many of the methods described draw on well-established theories in music theory and analysis, such as Forte's pitch-class set theory, Schenkerian analysis, the methods of semiotic analysis developed by Ruwet and Nattiez, and Lerdahl and Jackendoff's Generative Theory of Tonal Music.

The book is divided into six parts, covering methodological issues, harmonic and pitch-class set analysis, form and voice-separation, grammars and hierarchical reduction, motivic analysis and pattern discovery and, finally, classification and the discovery of distinctive patterns.

As a detailed and up-to-date picture of current research in computational music analysis, the book provides an invaluable resource for researchers, teachers and students in music theory and analysis, computer science, music information retrieval and related disciplines. It also provides a state-of-the-art reference for practitioners in the music technology industry.
Über den Autor
David Meredith is an Associate Professor in the Dept. of Architecture, Design and Media Technology at Aalborg University. He has Bachelor's and Master's degrees in natural sciences and music from the University of Cambridge and a [...]. from the Faculty of Music of the University of Oxford. His research focuses on algorithms for analysing musical structure. He developed the first practical algorithms for discovering repeated patterns in polyphonic music and the most accurate pitch spelling algorithm to date. He is the lead investigator at Aalborg University on the EU collaborative project, "Learning to Create" (Lrn2Cre8).
Zusammenfassung

Includes algorithms for computing structural descriptions of musical works and corpora

Explains applications of computational music analysis algorithms and methodologies for evaluating the output of music analysis algorithms

Authors include leading researchers in this domain

Includes supplementary material: [...]

Inhaltsverzeichnis

Music Analysis by Computer Ontology and Epistemology.- The Harmonic Musical Surface and Two Novel Chord Representation Schemes.- Topological Structures in Computer-Aided Music Analysis.- Contextual Set-Class Analysis.- Computational Analysis of Musical Form.- Chord- and Note-Based Approaches to Voice Separation.- Analysing Symbolic Music with Probabilistic Grammars.- Interactive Melodic Analysis.- Implementing Methods for Analysing Music Based on Lerdahl and Jackendoff's Generative Theory of Tonal Music.- An Algebraic Approach to Time-Span Reduction.- Automated Motivic Analysis An Exhaustive Approach Based on Closed and Cyclic Pattern Mining in Multidimensional Parametric Spaces.- A Wavelet-Based Approach to Pattern Discovery in Melodies.- Analysing Music with Point-Set Compression Algorithms.- Composer Classification Models for Music-Theory Building.- Contrast Pattern Mining in Folk Music Analysis.- Pattern and Antipattern Discovery in Ethiopian Bagana Songs.- Using Geometric Symbolic Fingerprinting to Discover Distinctive Patterns in Polyphonic Music Corpora.- Index.

Details
Erscheinungsjahr: 2015
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: xv
480 S.
ISBN-13: 9783319259291
ISBN-10: 3319259296
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Redaktion: Meredith, David
Herausgeber: David Meredith
Auflage: 1st ed. 2016
Hersteller: Springer Nature Switzerland
Springer International Publishing
Springer International Publishing AG
Maße: 241 x 160 x 33 mm
Von/Mit: David Meredith
Erscheinungsdatum: 05.11.2015
Gewicht: 0,904 kg
Artikel-ID: 104208811
Über den Autor
David Meredith is an Associate Professor in the Dept. of Architecture, Design and Media Technology at Aalborg University. He has Bachelor's and Master's degrees in natural sciences and music from the University of Cambridge and a [...]. from the Faculty of Music of the University of Oxford. His research focuses on algorithms for analysing musical structure. He developed the first practical algorithms for discovering repeated patterns in polyphonic music and the most accurate pitch spelling algorithm to date. He is the lead investigator at Aalborg University on the EU collaborative project, "Learning to Create" (Lrn2Cre8).
Zusammenfassung

Includes algorithms for computing structural descriptions of musical works and corpora

Explains applications of computational music analysis algorithms and methodologies for evaluating the output of music analysis algorithms

Authors include leading researchers in this domain

Includes supplementary material: [...]

Inhaltsverzeichnis

Music Analysis by Computer Ontology and Epistemology.- The Harmonic Musical Surface and Two Novel Chord Representation Schemes.- Topological Structures in Computer-Aided Music Analysis.- Contextual Set-Class Analysis.- Computational Analysis of Musical Form.- Chord- and Note-Based Approaches to Voice Separation.- Analysing Symbolic Music with Probabilistic Grammars.- Interactive Melodic Analysis.- Implementing Methods for Analysing Music Based on Lerdahl and Jackendoff's Generative Theory of Tonal Music.- An Algebraic Approach to Time-Span Reduction.- Automated Motivic Analysis An Exhaustive Approach Based on Closed and Cyclic Pattern Mining in Multidimensional Parametric Spaces.- A Wavelet-Based Approach to Pattern Discovery in Melodies.- Analysing Music with Point-Set Compression Algorithms.- Composer Classification Models for Music-Theory Building.- Contrast Pattern Mining in Folk Music Analysis.- Pattern and Antipattern Discovery in Ethiopian Bagana Songs.- Using Geometric Symbolic Fingerprinting to Discover Distinctive Patterns in Polyphonic Music Corpora.- Index.

Details
Erscheinungsjahr: 2015
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: xv
480 S.
ISBN-13: 9783319259291
ISBN-10: 3319259296
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Redaktion: Meredith, David
Herausgeber: David Meredith
Auflage: 1st ed. 2016
Hersteller: Springer Nature Switzerland
Springer International Publishing
Springer International Publishing AG
Maße: 241 x 160 x 33 mm
Von/Mit: David Meredith
Erscheinungsdatum: 05.11.2015
Gewicht: 0,904 kg
Artikel-ID: 104208811
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