Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes

<p/> <p>We systematically analyze audio key finding to determine factors important to system design, and the selection and evaluation of solutions. First, we present a basic system, fuzzy analysis spiral array center of effect generator algorithm, with three key determination policies: n...

Full description

Bibliographic Details
Main Authors: Chew Elaine, Chuan Ching-Hua
Format: Article
Language:English
Published: SpringerOpen 2007-01-01
Series:EURASIP Journal on Advances in Signal Processing
Online Access:http://asp.eurasipjournals.com/content/2007/056561
id doaj-ca218a01828a410ca203a65ab78a0b44
record_format Article
spelling doaj-ca218a01828a410ca203a65ab78a0b442020-11-24T21:17:10ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802007-01-0120071056561Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 PreludesChew ElaineChuan Ching-Hua<p/> <p>We systematically analyze audio key finding to determine factors important to system design, and the selection and evaluation of solutions. First, we present a basic system, fuzzy analysis spiral array center of effect generator algorithm, with three key determination policies: nearest-neighbor (NN), relative distance (RD), and average distance (AD). AD achieved a 79% accuracy rate in an evaluation on 410 classical pieces, more than 8% higher RD and NN. We show why audio key finding sometimes outperforms symbolic key finding. We next propose three extensions to the basic key finding system&#8212;the modified spiral array (mSA), fundamental frequency identification (F0), and post-weight balancing (PWB)&#8212;to improve performance, with evaluations using Chopin's Preludes (Romantic repertoire was the most challenging). F0 provided the greatest improvement in the first 8 seconds, while mSA gave the best performance after 8 seconds. Case studies examine when all systems were correct, or all incorrect.</p> http://asp.eurasipjournals.com/content/2007/056561
collection DOAJ
language English
format Article
sources DOAJ
author Chew Elaine
Chuan Ching-Hua
spellingShingle Chew Elaine
Chuan Ching-Hua
Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes
EURASIP Journal on Advances in Signal Processing
author_facet Chew Elaine
Chuan Ching-Hua
author_sort Chew Elaine
title Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes
title_short Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes
title_full Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes
title_fullStr Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes
title_full_unstemmed Audio Key Finding: Considerations in System Design and Case Studies on Chopin's 24 Preludes
title_sort audio key finding: considerations in system design and case studies on chopin's 24 preludes
publisher SpringerOpen
series EURASIP Journal on Advances in Signal Processing
issn 1687-6172
1687-6180
publishDate 2007-01-01
description <p/> <p>We systematically analyze audio key finding to determine factors important to system design, and the selection and evaluation of solutions. First, we present a basic system, fuzzy analysis spiral array center of effect generator algorithm, with three key determination policies: nearest-neighbor (NN), relative distance (RD), and average distance (AD). AD achieved a 79% accuracy rate in an evaluation on 410 classical pieces, more than 8% higher RD and NN. We show why audio key finding sometimes outperforms symbolic key finding. We next propose three extensions to the basic key finding system&#8212;the modified spiral array (mSA), fundamental frequency identification (F0), and post-weight balancing (PWB)&#8212;to improve performance, with evaluations using Chopin's Preludes (Romantic repertoire was the most challenging). F0 provided the greatest improvement in the first 8 seconds, while mSA gave the best performance after 8 seconds. Case studies examine when all systems were correct, or all incorrect.</p>
url http://asp.eurasipjournals.com/content/2007/056561
work_keys_str_mv AT chewelaine audiokeyfindingconsiderationsinsystemdesignandcasestudiesonchopins24preludes
AT chuanchinghua audiokeyfindingconsiderationsinsystemdesignandcasestudiesonchopins24preludes
_version_ 1726013799575584768