skip to content
Applying machine learning for automated classification of biomedical data in subject-independent settings Preview this item
ClosePreview this item
Checking...

Applying machine learning for automated classification of biomedical data in subject-independent settings

Author: Thuy T Pham
Publisher: Cham, Switzerland : Springer, [2019].
Series: Springer theses
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book describes efforts to improve subject-independent automated classification techniques using a better feature extraction method and a more efficient model of classification. It evaluates three popular saliency criteria for feature selection, showing that they share common limitations, including time-consuming and subjective manual de-facto standard practice, and that existing automated efforts have been  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
Additional Physical Format: Printed edition:
Printed edition:
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Thuy T Pham
ISBN: 9783319986753 3319986759 3319986740 9783319986746 9783319986760 3319986767
OCLC Number: 1050098049
Notes: "Doctoral thesis accepted by the University of Sydney, Australia."
Description: 1 online resource (xv, 107 pages) : illustrations (some color).
Contents: Introduction --
Background --
Algorithms --
Point Anomaly Detection: Application to Freezing of Gait Monitoring --
Collective Anomaly Detection: Application to Respiratory Artefact Removals --
Spike Sorting: Application to Motor Unit Action Potential Discrimination --
Conclusion .
Series Title: Springer theses
Responsibility: Thuy T. Pham.

Abstract:

This book describes efforts to improve subject-independent automated classification techniques using a better feature extraction method and a more efficient model of classification.  Read more...

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/1050098049> # Applying machine learning for automated classification of biomedical data in subject-independent settings
    a schema:Book, schema:MediaObject, schema:CreativeWork ;
    library:oclcnum "1050098049" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/sz> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/machine_learning> ; # Machine learning
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/bioinformatics> ; # Bioinformatics
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/medical_informatics> ; # Medical informatics
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/molecular_biology> ; # Molecular biology
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/data_mining> ; # Data mining
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/artificial_intelligence> ; # Artificial intelligence
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/biomedical_engineering> ; # Biomedical Engineering
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/artificial_intelligence_medical_applications> ; # Artificial intelligence--Medical applications
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/computational_intelligence> ; # Computational Intelligence
    schema:about <http://dewey.info/class/006.31/e23/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/computers_general> ; # COMPUTERS / General
    schema:about <http://experiment.worldcat.org/entity/work/data/5402531057#Topic/data_mining_and_knowledge_discovery> ; # Data Mining and Knowledge Discovery
    schema:author <http://experiment.worldcat.org/entity/work/data/5402531057#Person/pham_thuy_t> ; # Thuy T. Pham
    schema:bookFormat schema:EBook ;
    schema:datePublished "2019" ;
    schema:description "This book describes efforts to improve subject-independent automated classification techniques using a better feature extraction method and a more efficient model of classification. It evaluates three popular saliency criteria for feature selection, showing that they share common limitations, including time-consuming and subjective manual de-facto standard practice, and that existing automated efforts have been predominantly used for subject dependent setting. It then proposes a novel approach for anomaly detection, demonstrating its effectiveness and accuracy for automated classification of biomedical data, and arguing its applicability to a wider range of unsupervised machine learning applications in subject-independent settings."@en ;
    schema:description "Introduction -- Background -- Algorithms -- Point Anomaly Detection: Application to Freezing of Gait Monitoring -- Collective Anomaly Detection: Application to Respiratory Artefact Removals -- Spike Sorting: Application to Motor Unit Action Potential Discrimination -- Conclusion ."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/5402531057> ;
    schema:genre "Electronic books"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://worldcat.org/issn/2190-5053> ; # Springer theses,
    schema:isSimilarTo <http://worldcat.org/entity/work/data/5402531057#CreativeWork/> ;
    schema:name "Applying machine learning for automated classification of biomedical data in subject-independent settings"@en ;
    schema:productID "1050098049" ;
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1878893> ;
    schema:url <https://nls.ldls.org.uk/welcome.html?ark:/81055/vdc_100065263158.0x000001> ;
    schema:url <https://doi.org/10.1007/978-3-319-98675-3> ;
    schema:url <http://dx.doi.org/10.1007/978-3-319-98675-3> ;
    schema:url <http://uproxy.library.dc-uoit.ca/login?url=http://link.springer.com/10.1007/978-3-319-98675-3> ;
    schema:url <https://link.springer.com/book/10.1007/978-3-319-98675-3> ;
    schema:workExample <http://worldcat.org/isbn/9783319986760> ;
    schema:workExample <http://worldcat.org/isbn/9783319986753> ;
    schema:workExample <http://worldcat.org/isbn/9783319986746> ;
    schema:workExample <http://dx.doi.org/10.1007/978-3-319-98675-3> ;
    umbel:isLike <http://bnb.data.bl.uk/id/resource/GBB8H0293> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/1050098049> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/5402531057#Person/pham_thuy_t> # Thuy T. Pham
    a schema:Person ;
    schema:familyName "Pham" ;
    schema:givenName "Thuy T." ;
    schema:name "Thuy T. Pham" ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/artificial_intelligence> # Artificial intelligence
    a schema:Intangible ;
    schema:name "Artificial intelligence"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/artificial_intelligence_medical_applications> # Artificial intelligence--Medical applications
    a schema:Intangible ;
    schema:name "Artificial intelligence--Medical applications"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/biomedical_engineering> # Biomedical Engineering
    a schema:Intangible ;
    schema:name "Biomedical Engineering"@en ;
    schema:name "Biomedical engineering"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/computational_intelligence> # Computational Intelligence
    a schema:Intangible ;
    schema:name "Computational Intelligence"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/computers_general> # COMPUTERS / General
    a schema:Intangible ;
    schema:name "COMPUTERS / General"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/data_mining_and_knowledge_discovery> # Data Mining and Knowledge Discovery
    a schema:Intangible ;
    schema:name "Data Mining and Knowledge Discovery"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/medical_informatics> # Medical informatics
    a schema:Intangible ;
    schema:name "Medical informatics"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/5402531057#Topic/molecular_biology> # Molecular biology
    a schema:Intangible ;
    schema:name "Molecular biology"@en ;
    .

<http://uproxy.library.dc-uoit.ca/login?url=http://link.springer.com/10.1007/978-3-319-98675-3>
    rdfs:comment "eBook available for UOIT via SpringerLink. Click link to access" ;
    .

<http://worldcat.org/entity/work/data/5402531057#CreativeWork/>
    a schema:CreativeWork ;
    schema:description "Printed edition:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/1050098049> ; # Applying machine learning for automated classification of biomedical data in subject-independent settings
    .

<http://worldcat.org/isbn/9783319986746>
    a schema:ProductModel ;
    schema:isbn "3319986740" ;
    schema:isbn "9783319986746" ;
    .

<http://worldcat.org/isbn/9783319986753>
    a schema:ProductModel ;
    schema:isbn "3319986759" ;
    schema:isbn "9783319986753" ;
    .

<http://worldcat.org/isbn/9783319986760>
    a schema:ProductModel ;
    schema:isbn "3319986767" ;
    schema:isbn "9783319986760" ;
    .

<http://worldcat.org/issn/2190-5053> # Springer theses,
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/1050098049> ; # Applying machine learning for automated classification of biomedical data in subject-independent settings
    schema:issn "2190-5053" ;
    schema:name "Springer theses," ;
    .

<http://www.worldcat.org/title/-/oclc/1050098049>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/1050098049> ; # Applying machine learning for automated classification of biomedical data in subject-independent settings
    schema:dateModified "2020-01-12" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

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