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Complex and Quaternionic Principal Component Pursuit
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Complex and Quaternionic Principal Component Pursuit
Tak-Shing Chan and Yi-Hsuan Yang
Music and Audio Computing Lab, Academia Sinica, Taiwan
To reproduce the results of T.-S. T. Chan and Y.-H. Yang, "Com-
plex and quaternionic principal component pursuit and its appli-
cation to audio separation," Signal Processing Letters, 2016,
please do the following:
1 Download QTFM 2.2 to the "qtfm" directory:
http://qtfm.sourceforge.net/
2 Download the iKala dataset to the "Datasets\iKala" directory:
http://mac.citi.sinica.edu.tw/ikala/
3 Download the MUS dataset to the "Datasets\MSD100" directory:
http://corpus-search.nii.ac.jp/sisec/2015/MUS/MSD100_2.zip
4 To run all experiments (in parallel if you want):
go('separation','rpca_ikala')
go('separation','crpca_ikala')
go('separation','rpca_sisec')
go('separation','crpca_sisec')
go('separation','qrpca_sisec')
5 To reproduce Table I:
go('report','rpca_ikala')
go('report','crpca_ikala')
6 To reproduce Table II:
go('report','rpca_sisec')
go('report','crpca_sisec')
go('report','qrpca_sisec')
7 To reproduce the t-tests:
stats_ikala
stats_sisec
8 If you find this software useful, please cite the above paper.
Happy separation!
Tak-Shing Chan
Yi-Hsuan Yang
31 October 2015
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