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The paper will deal with 1. a rough system overview including feature extraction, acoustic training, audio stream segmentation, and decoding 2. log-linear interpolation of distance-language models, 3. and the integration of various acoustic and language models via Discriminative Model Combination (DMC). The performance of the described system is 23% (relative) better than the performance of the 1997 Philips HUB4 system. A word error rate of 17.9% was achieved on the 1997 HUB4 evaluation set, compared to 23.5% using the original 1997 system."}],"status":"public","type":"conference","publication":"Eurospeech"},{"_id":"11729","user_id":"44006","department":[{"_id":"54"}],"language":[{"iso":"eng"}],"type":"conference","publication":"Broadcast News Transcription and Understanding Workshop, Washington","abstract":[{"text":"This paper contains a description of the Philips/RWTH 1998 HUB4 system which has been build in a joint e ort of Philips Research Laboratories Aachen and Aachen University of Technology. We will focus our discussion on recent improvements compared to the original 1997 HUB4 system and evaluate them on the HUB4'97 evaluation data. The paper will deal with 1. a rough system overview including feature extraction, acoustic training, audio stream segmentation, and decoding 2. log-linear interpolation of distance-language models, 3. and the integration of various acoustic and language models via Discriminative Model Combination (DMC). The performance of the described system is 23% (relative) better than the performance of the 1997 Philips HUB4 system. A word error rate of 17.9% was achieved on the 1997 HUB4 evaluation set, compared to 23.5% using the original 1997 system.","lang":"eng"}],"status":"public","date_updated":"2022-01-06T06:51:07Z","oa":"1","author":[{"full_name":"Beyerlein, Peter","last_name":"Beyerlein","first_name":"Peter"},{"first_name":"Xavier L.","last_name":"Aubert","full_name":"Aubert, Xavier L."},{"first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242","full_name":"Haeb-Umbach, Reinhold"},{"last_name":"Harris","full_name":"Harris, Matthew J.","first_name":"Matthew J."},{"full_name":"Klakow, Dietrich","last_name":"Klakow","first_name":"Dietrich"},{"first_name":"Andreas","last_name":"Wendemuth","full_name":"Wendemuth, Andreas"},{"last_name":"Molau","full_name":"Molau, Sirko","first_name":"Sirko"},{"full_name":"Pitz, Michael","last_name":"Pitz","first_name":"Michael"},{"last_name":"Sixtus","full_name":"Sixtus, Achim","first_name":"Achim"}],"date_created":"2019-07-12T05:27:08Z","title":"The Philips/RWTH System for Transcription of Broadcast News","main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/1999/Workshop_Washington_1999_Haeb_paper.pdf"}],"year":"1999","citation":{"apa":"Beyerlein, P., Aubert, X. L., Haeb-Umbach, R., Harris, M. J., Klakow, D., Wendemuth, A., … Sixtus, A. (1999). The Philips/RWTH System for Transcription of Broadcast News. In <i>Broadcast News Transcription and Understanding Workshop, Washington</i>.","short":"P. Beyerlein, X.L. Aubert, R. Haeb-Umbach, M.J. Harris, D. Klakow, A. Wendemuth, S. Molau, M. Pitz, A. 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By using this measure and by recognition experiments we demonstrate that cepstral mean normalization also has a speaker normalization effect, in addition to the well-known channel normalization effect. Similarly vocal tract normalization (VTN) is shown to remove inter-speaker variability. For VTN we show that normalization on a per sentence basis performs better than normalization on a per speaker basis. Recognition results are given on Wall Street Journal and Hub-4 databases"}],"department":[{"_id":"54"}],"user_id":"44006","_id":"11780","language":[{"iso":"eng"}],"citation":{"bibtex":"@inproceedings{Haeb-Umbach_1999, title={Investigations on inter-speaker variability in the feature space}, booktitle={ICASSP99 Phoenix, AZ}, author={Haeb-Umbach, Reinhold}, year={1999} }","mla":"Haeb-Umbach, Reinhold. “Investigations on Inter-Speaker Variability in the Feature Space.” <i>ICASSP99 Phoenix, AZ</i>, 1999.","short":"R. Haeb-Umbach, in: ICASSP99 Phoenix, AZ, 1999.","apa":"Haeb-Umbach, R. 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