skip to content
Connectionist representations of tonal music : discovering musical patterns by interpreting artificial neural networks Preview this item
ClosePreview this item
Checking...

Connectionist representations of tonal music : discovering musical patterns by interpreting artificial neural networks

Author: Michael Robert William Dawson
Publisher: Edmonton, Alberta : AU Press, 2018.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Intended to introduce readers to the use of artificial neural networks in the study of music, this volume contains numerous case studies and research findings that address problems related to identifying scales, keys, classifying musical chords, and learning jazz chord progressions. A detailed analysis of networks is provided for each case study which together demonstrate that focusing on the internal structure of  Read more...
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

Find a copy online

Links to this item

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Electronic books
Case studies
Additional Physical Format: Print version:
Dawson, Michael R W.
Connectionist Representations of Tonal Music : Discovering Musical Patterns by Interpreting Artifical Neural Networks.
Edmonton : Athabasca University Press, ©2018
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Michael Robert William Dawson
ISBN: 9781771992213 1771992212 9781771992206 1771992204
OCLC Number: 1030840415
Description: 1 online resource (xv, 295 pages) : illustrations
Contents: Cover; Half Title; Title; Copyright; Contents; List of Figures; List of Tables; Acknowledgements; Overture: Alien Music; Chapter 1: Science, Music, and Cognitivism; 1.1 Mechanical Philosophy, Mathematics, and Music; 1.2 Mechanical Philosophy and Tuning; 1.3 Psychophysics of Music; 1.4 From Rationalism to Classical Cognitive Science; 1.5 Musical Cognitivism; 1.6 Summary; Chapter 2: Artificial Neural Networks and Music; 2.1 Some Connectionist Basics; 2.2 Romanticism and Connectionism; 2.3 Against Connectionist Romanticism; 2.4 The Value Unit Architecture; 2.5 Summary and Implications. Chapter 3: The Scale Tonic Perceptron3.1 Pitch-Class Representations of Scales; 3.2 Identifying the Tonics of Musical Scales; 3.3 Interpreting the Scale Tonic Perceptron; 3.4 Summary and Implications; Chapter 4: The Scale Mode Network; 4.1 The Multilayer Perceptron; 4.2 Identifying Scale Mode; 4.3 Interpreting the Scale Mode Network; 4.4 Tritone Imbalance and Key Mode; 4.5 Further Network Analysis; 4.6 Summary and Implications; Chapter 5: Networks for Key-Finding; 5.1 Key-Finding; 5.2 Key-Finding with Multilayered Perceptrons; 5.3 Interpreting the Network; 5.4 Coarse Codes for Key-Finding. 5.5 Key-Finding with Perceptrons5.6 Network Interpretation; 5.7 Summary and Implications; Chapter 6: Classifying Chords with Strange Circles; 6.1 Four Types of Triads; 6.2 Triad Classification Networks; 6.3 Interval Cycles and Strange Circles; 6.4 Added Note Tetrachords; 6.5 Classifying Tetrachords; 6.6 Interpreting the Tetrachord Network; 6.7 Summary and Implications; Chapter 7: Classifying Extended Tetrachords; 7.1 Extended Tetrachords; 7.2 Classifying Extended Tetrachords; 7.3 Interpreting the Extended Tetrachord Network; 7.4 Bands and Coarse Coding; 7.5 Summary and Implications. Chapter 8: Jazz Progression Networks8.1 The ii-V-I Progression; 8.2 The Importance of Encodings; 8.3 Four Encodings of the ii-V-I Problem; 8.4 Complexity, Encoding, and Training Time; 8.5 Interpreting a Pitch-class Perceptron; 8.6 The Coltrane Changes; 8.7 Learning the Coltrane Changes; 8.8 Interpreting a Coltrane Perceptron; 8.9 Strange Circles and Coltrane Changes; 8.10 Summary and Implications; Chapter 9: Connectionist Reflections; 9.1 A Less Romantic Connectionism; 9.2 Synthetic Psychology of Music; 9.3 Musical Implications; 9.4 Implications for Musical Cognition; 9.5 Future Directions.
Responsibility: Michael R.W. Dawson.
More information:

Abstract:

Intended to introduce readers to the use of artificial neural networks in the study of music, this volume contains numerous case studies and research findings that address problems related to identifying scales, keys, classifying musical chords, and learning jazz chord progressions. A detailed analysis of networks is provided for each case study which together demonstrate that focusing on the internal structure of trained networks could yield important contributions to the field of music cognition.

Reviews

User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/1030840415> # Connectionist representations of tonal music : discovering musical patterns by interpreting artificial neural networks
    a schema:Book, schema:CreativeWork, schema:MediaObject ;
    library:oclcnum "1030840415" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/abc> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_instruction_&_study_theory> ; # MUSIC--Instruction & Study--Theory
    schema:about <http://id.loc.gov/authorities/classification/ML3830> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_physiological_aspects> ; # Music--Physiological aspects
    schema:about <http://experiment.worldcat.org/entity/work/data/4951203511#Topic/neural_networks_computer_science> ; # Neural networks (Computer science)
    schema:about <http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_philosophy_and_aesthetics> ; # Music--Philosophy and aesthetics
    schema:about <http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_psychological_aspects> ; # Music--Psychological aspects
    schema:about <http://dewey.info/class/781.11/e23/> ;
    schema:author <http://experiment.worldcat.org/entity/work/data/4951203511#Person/dawson_michael_robert_william_1959> ; # Michael Robert William Dawson
    schema:bookFormat schema:EBook ;
    schema:datePublished "2018" ;
    schema:description "Cover; Half Title; Title; Copyright; Contents; List of Figures; List of Tables; Acknowledgements; Overture: Alien Music; Chapter 1: Science, Music, and Cognitivism; 1.1 Mechanical Philosophy, Mathematics, and Music; 1.2 Mechanical Philosophy and Tuning; 1.3 Psychophysics of Music; 1.4 From Rationalism to Classical Cognitive Science; 1.5 Musical Cognitivism; 1.6 Summary; Chapter 2: Artificial Neural Networks and Music; 2.1 Some Connectionist Basics; 2.2 Romanticism and Connectionism; 2.3 Against Connectionist Romanticism; 2.4 The Value Unit Architecture; 2.5 Summary and Implications."@en ;
    schema:description "Intended to introduce readers to the use of artificial neural networks in the study of music, this volume contains numerous case studies and research findings that address problems related to identifying scales, keys, classifying musical chords, and learning jazz chord progressions. A detailed analysis of networks is provided for each case study which together demonstrate that focusing on the internal structure of trained networks could yield important contributions to the field of music cognition."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/4951203511> ;
    schema:genre "Electronic books"@en ;
    schema:genre "Case studies"@en ;
    schema:inLanguage "en" ;
    schema:isSimilarTo <http://worldcat.org/entity/work/data/4951203511#CreativeWork/connectionist_representations_of_tonal_music_discovering_musical_patterns_by_interpreting_artifical_neural_networks> ;
    schema:name "Connectionist representations of tonal music : discovering musical patterns by interpreting artificial neural networks"@en ;
    schema:productID "1030840415" ;
    schema:url <https://ezproxy.library.dal.ca/login?url=https://ebookcentral.proquest.com/lib/DAL/detail.action?docID=5330831> ;
    schema:url <http://books.scholarsportal.info/viewdoc.html?id=/ebooks/ebooks3/upress/2018-04-06/1/9781771992213> ;
    schema:url <http://public.ebookcentral.proquest.com/choice/publicfullrecord.aspx?p=5330831> ;
    schema:url <http://public.eblib.com/choice/publicfullrecord.aspx?p=5330831> ;
    schema:url <http://www.aupress.ca/index.php/books/120273> ;
    schema:url <http://www.deslibris.ca/ID/455547> ;
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1775041> ;
    schema:workExample <http://worldcat.org/isbn/9781771992213> ;
    schema:workExample <http://worldcat.org/isbn/9781771992206> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/1030840415> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/4951203511#Person/dawson_michael_robert_william_1959> # Michael Robert William Dawson
    a schema:Person ;
    schema:birthDate "1959" ;
    schema:familyName "Dawson" ;
    schema:givenName "Michael Robert William" ;
    schema:name "Michael Robert William Dawson" ;
    .

<http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_instruction_&_study_theory> # MUSIC--Instruction & Study--Theory
    a schema:Intangible ;
    schema:name "MUSIC--Instruction & Study--Theory"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_philosophy_and_aesthetics> # Music--Philosophy and aesthetics
    a schema:Intangible ;
    schema:name "Music--Philosophy and aesthetics"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_physiological_aspects> # Music--Physiological aspects
    a schema:Intangible ;
    schema:name "Music--Physiological aspects"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4951203511#Topic/music_psychological_aspects> # Music--Psychological aspects
    a schema:Intangible ;
    schema:name "Music--Psychological aspects"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4951203511#Topic/neural_networks_computer_science> # Neural networks (Computer science)
    a schema:Intangible ;
    schema:name "Neural networks (Computer science)"@en ;
    .

<http://worldcat.org/entity/work/data/4951203511#CreativeWork/connectionist_representations_of_tonal_music_discovering_musical_patterns_by_interpreting_artifical_neural_networks>
    a schema:CreativeWork ;
    rdfs:label "Connectionist Representations of Tonal Music : Discovering Musical Patterns by Interpreting Artifical Neural Networks." ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/1030840415> ; # Connectionist representations of tonal music : discovering musical patterns by interpreting artificial neural networks
    .

<http://worldcat.org/isbn/9781771992206>
    a schema:ProductModel ;
    schema:isbn "1771992204" ;
    schema:isbn "9781771992206" ;
    .

<http://worldcat.org/isbn/9781771992213>
    a schema:ProductModel ;
    schema:isbn "1771992212" ;
    schema:isbn "9781771992213" ;
    .

<http://www.aupress.ca/index.php/books/120273>
    rdfs:comment "from Athabasca University Press" ;
    .

<http://www.worldcat.org/title/-/oclc/1030840415>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/1030840415> ; # Connectionist representations of tonal music : discovering musical patterns by interpreting artificial neural networks
    schema:dateModified "2019-04-16" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .

<https://ezproxy.library.dal.ca/login?url=https://ebookcentral.proquest.com/lib/DAL/detail.action?docID=5330831>
    rdfs:comment "Unlimited access available" ;
    rdfs:comment "Access restricted: DAL users only" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.