{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,2]],"date-time":"2026-03-02T03:45:54Z","timestamp":1772423154012,"version":"3.50.1"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["EURASIP J. Adv. Signal Process."],"published-print":{"date-parts":[[2006,12]]},"DOI":"10.1155\/2007\/45821","type":"journal-article","created":{"date-parts":[[2006,11,2]],"date-time":"2006-11-02T08:36:38Z","timestamp":1162456598000},"source":"Crossref","is-referenced-by-count":82,"title":["A Review of Signal Subspace Speech Enhancement and Its Application to Noise Robust Speech Recognition"],"prefix":"10.1186","volume":"2007","author":[{"given":"Kris","family":"Hermus","sequence":"first","affiliation":[]},{"given":"Patrick","family":"Wambacq","sequence":"additional","affiliation":[]},{"given":"Hugo","family":"Van hamme","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2006,9,13]]},"reference":[{"issue":"6","key":"1980_CR1","doi-asserted-by":"publisher","first-page":"684","DOI":"10.1109\/PROC.1982.12367","volume":"70","author":"DW Tufts","year":"1982","unstructured":"Tufts DW, Kumaresan R, Kirsteins I: Data adaptive signal estimation by singular value decomposition of a data matrix. Proceedings of the IEEE 1982,70(6):684-685.","journal-title":"Proceedings of the IEEE"},{"issue":"1","key":"1980_CR2","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1109\/29.1488","volume":"36","author":"JA Cadzow","year":"1988","unstructured":"Cadzow JA: Signal enhancement\u2014a composite property mapping algorithm. IEEE Transactions on Acoustics, Speech, and Signal Processing 1988,36(1):49-62. 10.1109\/29.1488","journal-title":"IEEE Transactions on Acoustics, Speech, and Signal Processing"},{"issue":"1","key":"1980_CR3","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1016\/0167-6393(91)90027-Q","volume":"10","author":"M Dendrinos","year":"1991","unstructured":"Dendrinos M, Bakamidis S, Carayannis G: Speech enhancement from noise: a regenerative approach. Speech Communication 1991,10(1):45-57. 10.1016\/0167-6393(91)90027-Q","journal-title":"Speech Communication"},{"issue":"9","key":"1980_CR4","doi-asserted-by":"publisher","first-page":"2826","DOI":"10.1109\/78.236505","volume":"41","author":"B De Moor","year":"1993","unstructured":"De Moor B: The singular value decomposition and long and short spaces of noisy matrices. IEEE Transactions on Signal Processing 1993,41(9):2826-2838. 10.1109\/78.236505","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"3","key":"1980_CR5","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1016\/0165-1684(93)90130-3","volume":"33","author":"S Van Huffel","year":"1993","unstructured":"Van Huffel S: Enhanced resolution based on minimum variance estimation and exponential data modeling. Signal Processing 1993,33(3):333-355. 10.1016\/0165-1684(93)90130-3","journal-title":"Signal Processing"},{"issue":"4","key":"1980_CR6","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1109\/89.397090","volume":"3","author":"Y Ephraim","year":"1995","unstructured":"Ephraim Y, Van Trees HL: A signal subspace approach for speech enhancement. IEEE Transactions on Speech and Audio Processing 1995,3(4):251-266. 10.1109\/89.397090","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"key":"1980_CR7","first-page":"1797","volume-title":"Proceedings of International Conference on Spoken Language Processing (ICSLP '02)","author":"Y Hu","year":"2002","unstructured":"Hu Y, Loizou P: Perceptual weighting motivated subspace based speech enhancement approach. Proceedings of International Conference on Spoken Language Processing (ICSLP '02), September 2002, Denver, Colo, USA 1797-1800."},{"issue":"6","key":"1980_CR8","doi-asserted-by":"publisher","first-page":"700","DOI":"10.1109\/TSA.2003.818031","volume":"11","author":"F Jabloun","year":"2003","unstructured":"Jabloun F, Champagne B: Incorporating the human hearing properties in the signal subspace approach for speech enhancement. IEEE Transactions on Speech and Audio Processing 2003,11(6):700-708. 10.1109\/TSA.2003.818031","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"5","key":"1980_CR9","doi-asserted-by":"publisher","first-page":"457","DOI":"10.1109\/TSA.2003.815936","volume":"11","author":"Y Hu","year":"2003","unstructured":"Hu Y, Loizou PC: A perceptually motivated approach for speech enhancement. IEEE Transactions on Speech and Audio Processing 2003,11(5):457-465. 10.1109\/TSA.2003.815936","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"6","key":"1980_CR10","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1109\/89.482211","volume":"3","author":"SH Jensen","year":"1995","unstructured":"Jensen SH, Hansen PC, Hansen SD, S\u00f8rensen JA: Reduction of broad-band noise in speech by truncated QSVD. IEEE Transactions on Speech and Audio Processing 1995,3(6):439-448. 10.1109\/89.482211","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"2","key":"1980_CR11","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1109\/89.902276","volume":"9","author":"A Rezayee","year":"2001","unstructured":"Rezayee A, Gazor S: An adaptive KLT approach for speech enhancement. IEEE Transactions on Speech and Audio Processing 2001,9(2):87-95. 10.1109\/89.902276","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"4","key":"1980_CR12","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1109\/LSP.2003.808544","volume":"10","author":"H Lev-Ari","year":"2003","unstructured":"Lev-Ari H, Ephraim Y: Extension of the signal subspace speech enhancement approach to colored noise. IEEE Signal Processing Letters 2003,10(4):104-106. 10.1109\/LSP.2003.808544","journal-title":"IEEE Signal Processing Letters"},{"key":"1980_CR13","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1109\/ICASSP.1999.758072","volume":"1","author":"PSK Hansen","year":"1999","unstructured":"Hansen PSK, Hansen PC, Hansen SD, S\u00f8rensen JA: Experimental comparison of signal subspace based noise reduction methods. Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '99), March 1999, Phoenix, Ariz, USA 1: 101-104.","journal-title":"Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '99)"},{"issue":"10","key":"1980_CR14","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1109\/97.633769","volume":"4","author":"J Huang","year":"1997","unstructured":"Huang J, Zhao Y: Energy-constrained signal subspace method for speech enhancement and recognition. IEEE Signal Processing Letters 1997,4(10):283-285. 10.1109\/97.633769","journal-title":"IEEE Signal Processing Letters"},{"key":"1980_CR15","first-page":"542","volume":"3","author":"K Hermus","year":"2000","unstructured":"Hermus K, Verhelst W, Wambacq P: Optimized subspace weighting for robust speech recognition in additive noise environments. Proceedings of 6th International Conference on Spoken Language Processing (ICSLP '00), October 2000, Beijing, China 3: 542-545.","journal-title":"Proceedings of 6th International Conference on Spoken Language Processing (ICSLP '00)"},{"key":"1980_CR16","first-page":"945","volume":"1","author":"K Hermus","year":"2004","unstructured":"Hermus K, Wambacq P: Assessment of signal subspace based speech enhancement for noise robust speech recognition. Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '04), May 2004, Montreal, Quebec, Canada 1: 945-948.","journal-title":"Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '04)"},{"issue":"7","key":"1980_CR17","doi-asserted-by":"publisher","first-page":"1681","DOI":"10.1109\/78.134407","volume":"39","author":"I Dologlou","year":"1991","unstructured":"Dologlou I, Carayannis G: Physical interpretation of signal reconstruction from reduced rank matrices. IEEE Transactions on Signal Processing 1991,39(7):1681-1682. 10.1109\/78.134407","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"6","key":"1980_CR18","doi-asserted-by":"publisher","first-page":"1737","DOI":"10.1109\/78.678511","volume":"46","author":"PC Hansen","year":"1998","unstructured":"Hansen PC, Jensen SH: FIR filter representations of reduced-rank noise reduction. IEEE Transactions on Signal Processing 1998,46(6):1737-1741. 10.1109\/78.678511","journal-title":"IEEE Transactions on Signal Processing"},{"key":"1980_CR19","first-page":"355","volume":"2","author":"Y Ephraim","year":"1993","unstructured":"Ephraim Y, Van Trees HL: A signal subspace approach for speech enhancement. Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '93), April 1993, Minneapolis, Minn, USA 2: 355-358.","journal-title":"Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '93)"},{"key":"1980_CR20","unstructured":"Hermus K: Signal subspace decompositions for perceptual speech and audio processing, Ph.D. dissertation."},{"issue":"9","key":"1980_CR21","doi-asserted-by":"publisher","first-page":"2230","DOI":"10.1109\/TSP.2002.801937","volume":"50","author":"S Doclo","year":"2002","unstructured":"Doclo S, Moonen M: GSVD-based optimal filtering for single and multimicrophone speech enhancement. IEEE Transactions on Signal Processing 2002,50(9):2230-2244. 10.1109\/TSP.2002.801937","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"3","key":"1980_CR22","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1016\/S0167-6393(98)00019-3","volume":"24","author":"IY Soon","year":"1998","unstructured":"Soon IY, Koh SN, Yeo CK: Noisy speech enhancement using discrete cosine transform. Speech Communication 1998,24(3):249-257. 10.1016\/S0167-6393(98)00019-3","journal-title":"Speech Communication"},{"issue":"5","key":"1980_CR23","doi-asserted-by":"publisher","first-page":"465","DOI":"10.1016\/0005-1098(78)90005-5","volume":"14","author":"J Rissanen","year":"1978","unstructured":"Rissanen J: Modeling by shortest data description. Automatica 1978,14(5):465-471. 10.1016\/0005-1098(78)90005-5","journal-title":"Automatica"},{"issue":"2","key":"1980_CR24","doi-asserted-by":"publisher","first-page":"472","DOI":"10.1109\/78.80831","volume":"39","author":"S Bakamidis","year":"1991","unstructured":"Bakamidis S, Dendrinos M, Carayannis G: SVD analysis by synthesis of harmonic signals. IEEE Transactions on Signal Processing 1991,39(2):472-477. 10.1109\/78.80831","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"5","key":"1980_CR25","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1109\/89.928915","volume":"9","author":"R Martin","year":"2001","unstructured":"Martin R: Noise power spectral density estimation based on optimal smoothing and minimum statistics. IEEE Transactions on Speech and Audio Processing 2001,9(5):504-512. 10.1109\/89.928915","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"5","key":"1980_CR26","doi-asserted-by":"publisher","first-page":"466","DOI":"10.1109\/TSA.2003.811544","volume":"11","author":"I Cohen","year":"2003","unstructured":"Cohen I: Noise spectrum estimation in adverse environments: improved minima controlled recursive averaging. IEEE Transactions on Speech and Audio Processing 2003,11(5):466-475. 10.1109\/TSA.2003.811544","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"key":"1980_CR27","first-page":"305","volume":"1","author":"S Rangachari","year":"2004","unstructured":"Rangachari S, Loizou PC, Hu Y: A noise estimation algorithm with rapid adaptation for highly non-stationary environments. Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '04), May 2004, Montreal, Quebec, Canada 1: 305-308.","journal-title":"Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '04)"},{"key":"1980_CR28","volume-title":"Matrix Computations","year":"1983","unstructured":"Golub G, Van Loan C (Eds): Matrix Computations. Johns Hopkins University Press, Baltimore, Md, USA; 1983."},{"issue":"10","key":"1980_CR29","doi-asserted-by":"publisher","first-page":"3718","DOI":"10.1109\/TSP.2005.855110","volume":"53","author":"PC Hansen","year":"2005","unstructured":"Hansen PC, Jensen SH: Prewhitening for rank-deficient noise in subspace methods for noise reduction. IEEE Transactions on Signal Processing 2005,53(10):3718-3726.","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"2","key":"1980_CR30","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1109\/89.824700","volume":"8","author":"U Mittal","year":"2000","unstructured":"Mittal U, Phamdo N: Signal\/noise KLT based approach for enhancing speech degraded by colored noise. IEEE Transactions on Speech and Audio Processing 2000,8(2):159-167. 10.1109\/89.824700","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"key":"1980_CR31","first-page":"573","volume":"1","author":"Y Hu","year":"2002","unstructured":"Hu Y, Loizou PC: A subspace approach for enhancing speech corrupted by colored noise. Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '02), May 2002, Orlando, Fla, USA 1: 573-576.","journal-title":"Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '02)"},{"issue":"4","key":"1980_CR32","doi-asserted-by":"publisher","first-page":"334","DOI":"10.1109\/TSA.2003.814458","volume":"11","author":"Y Hu","year":"2003","unstructured":"Hu Y, Loizou PC: A generalized subspace approach for enhancing speech corrupted by colored noise. IEEE Transactions on Speech and Audio Processing 2003,11(4):334-341. 10.1109\/TSA.2003.814458","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"6","key":"1980_CR33","doi-asserted-by":"publisher","first-page":"939","DOI":"10.1109\/ASSP.1989.28065","volume":"37","author":"GS Kang","year":"1989","unstructured":"Kang GS, Fransen LJ: Quality improvement of LPC-processed noisy speech by using spectral subtraction. IEEE Transactions on Acoustics, Speech, and Signal Processing 1989,37(6):939-942. 10.1109\/ASSP.1989.28065","journal-title":"IEEE Transactions on Acoustics, Speech, and Signal Processing"},{"key":"1980_CR34","unstructured":"Linguistic Data Consortium (LDC)\n                  http:\/\/www.ldc.upenn.edu"},{"key":"1980_CR35","first-page":"181","volume-title":"Proceedings of International Speech Communication Association (ISCA) Workshop: Authomatic Speech Recognition: Challanges for the New Millenium (ASR '00)","author":"H-G Hirsch","year":"2000","unstructured":"Hirsch H-G, Pearce D: The AURORA experimental framework for the performance evaluation of speech recognition systems under noisy conditions. Proceedings of International Speech Communication Association (ISCA) Workshop: Authomatic Speech Recognition: Challanges for the New Millenium (ASR '00), September 2000, Paris, France 181-188."},{"key":"1980_CR36","unstructured":"Demuynck K: Extracting, modelling and combining information in speech recognition, Ph.D. dissertation."},{"issue":"1","key":"1980_CR37","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1016\/S0167-6393(98)00002-8","volume":"24","author":"J Duchateau","year":"1998","unstructured":"Duchateau J, Demuynck K, Van Compernolle D: Fast and accurate acoustic modelling with semi-continuous HMMs. Speech Communication 1998,24(1):5-17. 10.1016\/S0167-6393(98)00002-8","journal-title":"Speech Communication"},{"issue":"3","key":"1980_CR38","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1016\/0167-6393(94)00059-J","volume":"16","author":"Y Gong","year":"1995","unstructured":"Gong Y: Speech recognition in noisy environments: a survey. Speech Communication 1995,16(3):261-291. 10.1016\/0167-6393(94)00059-J","journal-title":"Speech Communication"}],"container-title":["EURASIP Journal on Advances in Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1155\/2007\/45821.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,11,28]],"date-time":"2017-11-28T03:18:43Z","timestamp":1511839123000},"score":1,"resource":{"primary":{"URL":"https:\/\/asp-eurasipjournals.springeropen.com\/articles\/10.1155\/2007\/45821"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,9,13]]},"references-count":38,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2006,12]]}},"alternative-id":["1980"],"URL":"https:\/\/doi.org\/10.1155\/2007\/45821","relation":{},"ISSN":["1687-6180"],"issn-type":[{"value":"1687-6180","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,9,13]]},"article-number":"045821"}}