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Author Tsatsishvili, Valeri url  openurl
  Title Automatic Subgenre Classification of Heavy Metal Music Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages 65  
  Keywords (up) Automatic genre classification; classifications; genre; heavy metal; heavy rock; music; subgenre  
  Abstract Automatic genre classification of music has been of interest for researchers over a decade. Many success-ful methods and machine learning algorithms have been developed achieving reasonably good results. This thesis explores automatic sub-genre classification problem of one of the most popular meta-genres, heavy metal. To the best of my knowledge this is the first attempt to study the issue. Besides attempting automatic classification, the thesis investigates sub-genre taxonomy of heavy metal music, highlighting the historical origins and the most prominent musical features of its sub-genres.

For classification, an algorithm proposed in (Barbedo & Lopes, 2007) was modified and implemented in MATLAB. The obtained results were compared to other commonly used classifiers such as AdaBoost and K-nearest neighbours. For each classifier two sets of features were employed selected using two strategies: Correlation based feature selection and Wrapper selection. A dataset consisting of 210 tracks representing seven genres was used for testing the classification algorithms. Implemented algorithm classified 37.1% of test samples correctly, which is significantly better performance than random classification (14.3%). However, it was not the best achieved result among the classifiers tested. The best result with correct classification rate of 45.7% was achieved by AdaBoost algorithm.

(Source: https://jyx.jyu.fi/handle/123456789/37227#)		  
  Address  
  Corporate Author Thesis Master's thesis  
  Publisher University of Jyväskylä Place of Publication Jyväskylä, Finland Editor  
  Language English Summary Language English Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN Medium PDF  
  Area Expedition Conference  
  Notes Programme in Music, Mind and Technology Approved no  
  Call Number INTech @ brianhickam2019 @ Serial 2606  
Permanent link to this record
 
 
Author Coulman, Laura isbn  openurl
  Title See you at the cemetery gates: saints and survivors of the heavy metal scene Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Plexus Place of Publication London Editor  
  Language English Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-0-85965-483-8 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ coulman_see_2011 Serial 1462  
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Author Aberback, Brian isbn  openurl
  Title Black Sabbath: pioneers of heavy metal Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Black Sabbath (band)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Enslow Place of Publication Berkeley Heights, NJ Editor  
  Language Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-0-7660-3379-5 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ aberback_black_2011 Serial 1429  
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Author Popoff, Martin isbn  openurl
  Title Black Sabbath FAQ: all that’s left to know on the first name in metal Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Black Sabbath (band)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Backbeat Books Place of Publication Milwaukee Editor  
  Language Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-0-87930-957-2 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ popoff_black_2011 Serial 1452  
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Author McIver, Joel isbn  openurl
  Title Sabbath Bloody Sabbath: die unautorisierte Biografie 1968-2011 Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Black Sabbath (band)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Bosworth Place of Publication Berlin Editor  
  Language German Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-3-86543-668-9 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ mciver_sabbath_2011 Serial 1754  
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Author Iommi, Tony; Lammers, T.J. isbn  openurl
  Title Iron man: my journey through heaven and hell with Black Sabbath Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Black Sabbath (band); Tony Iommi (musician)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Da Capo Press Place of Publication Cambridge (USA) Editor  
  Language Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-0-306-81955-1 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ iommi_iron_2011 Serial 1445  
Permanent link to this record
 
 
Author Paterson, Lawrence; Laurenzio, Anna Di openurl 
  Title At The End Of The Day – The story of the Blaze Bayley Band Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Blaze Bayley (band)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Metalbox Recordings Place of Publication Editor  
  Language Englisch Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ paterson_at_2011 Serial 1451  
Permanent link to this record
 
 
Author Popoff, Martin isbn  openurl
  Title The Deep Purple royal family: chain of events ’80-’11 Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Deep Purple (band)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Power Chord Press Place of Publication Toronto Editor  
  Language English Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-0-9811057-4-1 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ popoff_deep_2011 Serial 1454  
Permanent link to this record
 
 
Author Popoff, Martin isbn  openurl
  Title The Deep Purple royal family: chain of events through ’79 Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Deep Purple (band)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Power Chord Press Place of Publication Toronto Editor  
  Language English Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-0-9811057-3-4 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ popoff_deep_2011-1 Serial 1455  
Permanent link to this record
 
 
Author Hughes, Glenn; McIver, Joel isbn  openurl
  Title Glenn Hughes: the autobiography : from Deep Purple to Black Country Communion Type Book Whole
  Year 2011 Publication Abbreviated Journal  
  Volume Issue Pages  
  Keywords (up) Biography; Deep Purple (band); Glenn Hughes (musician)  
  Abstract  
  Address  
  Corporate Author Thesis  
  Publisher Jawbone Place of Publication London Editor  
  Language English Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN ISBN 978-1-906002-92-3 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number UCM - CAM @ amaranta.saguar.garcia @ hughes_glenn_2011 Serial 1444  
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