Presentation 2014-11-17
Application of partial parallel interference cancellation to sparse signal recovery
Koujin TAKEDA, Toshiyuki TANAKA,
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Abstract(in English) We apply partial parallel interference cancellation scheme in CDMA demodulation to sparse signal recovery in compressed sensing, and discuss how to construct recovery algorithm with better convergence and smaller computational cost. We show the result of numerical experiment, and argue its performance and the points to improve. We also see the relationship with belief-propagation based algorithm, termed approximate message passing.
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Keyword(in English) compressed sensing / sparse signal / CDMA demodulation / partial parallel interference cancellation (PPIC) / approximate message passing (AMP)
Paper # IBISML2014-35
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Conference Information
Committee IBISML
Conference Date 2014/11/10(1days)
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Registration To Information-Based Induction Sciences and Machine Learning (IBISML)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Application of partial parallel interference cancellation to sparse signal recovery
Sub Title (in English)
Keyword(1) compressed sensing
Keyword(2) sparse signal
Keyword(3) CDMA demodulation
Keyword(4) partial parallel interference cancellation (PPIC)
Keyword(5) approximate message passing (AMP)
1st Author's Name Koujin TAKEDA
1st Author's Affiliation Department of Intelligent Systems Engineering, Ibaraki University()
2nd Author's Name Toshiyuki TANAKA
2nd Author's Affiliation Department of Systems Science, Graduate School of Informatics, Kyoto University
Date 2014-11-17
Paper # IBISML2014-35
Volume (vol) vol.114
Number (no) 306
Page pp.pp.-
#Pages 7
Date of Issue