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EECS E6870 Speech Recognition Course outline / Speech Recognition EECS E6870 — Fall 2009 Course outline The Topic links will take you to the slides for that lecture. Slides for a lecture will be posted by 8pm the night before the lecture. The PDF links in the Readings column will take you to PDF versions of all required readings (i.e., if no PDF version is available for a paper, the paper is not required reading). Key for sources of readings: • [Holmes]: Speech Synthesis and Recognition, J. Holmes • [R+J]: Fundmentals of Speech Recognition, Rabiner, Juang • [J+M]: Speech and Language Processing, Jurafsky, Martin, 2nd ed.
Speech Synthesis And Recognition Holmes Pdf. Speech synthesis is the artificial production of human speech. A computer system used for this purpose is called a.
• [Jelinek]: Statistical Methods for Speech Recognition, Jelinek • [HAH]: Spoken Language Processing, Huang, Acero, Hon Lecture Date Topic Readings 1 2009-09-08 (). Optional: speech production: [Holmes] Ch. 2, [R+J] Sec. 2.1-2.4; speech perception: [Holmes] Ch. 29-36, [R+J] Sec. 3.5; speech capture: [HAH] p.
486-497; signal processing: [HAH] p. 201-223, 242-245, [R+J] p. 2 2009-09-15 ().. Required (): MFCC: [HAH] Sec. 6.5.2; LPC: [R+J] Sec. 3.3.1-3.3.3; PLP: [Gold+Morgan] Sec. 22.1-22.2; DTW: [Holmes] Sec.
Optional: DTW: [R+J] p. 200-226, [Sakoe+Chiba] paper. 3 2009-09-22 ().
Required (): GMM's: [Duda+Hart+Stork] p. 517-528, [HAH] p. 92-95; HMM's: [Holmes], p. 127-132, [HAH] p. 4 2009-09-29 (). Required (): HMM's: [Rabiner] 'A tutorial on HMM's', [Poritz] 'HMM's: A Guided Tour', [Holmes], p. 133-158, [HAH] p.
441-443, [Duda+Hart+Stork] p. 5 2009-10-06 (). Required (): N-gram's: [J+M] Ch. Optional: [Chen+Goodman] paper. 6 2009-10-13 ().
Required (): pronunciation modeling: [HAH] p. 428-436, [Holmes] p. 186-196; decision trees: [HAH] p.
175-189, [Duda+Hart+Stork] p. 7 2009-10-20 (). Optional (): FST's: [Pereira+Riley] paper. 8 2009-10-27 (). Required (): [Mohri+Pereira+Riley] paper, [Aubert] paper.
Optional: [Ney+Ortmanns] paper, [HAH] p. 608-630, [Aho+Sethi+Ullman] p. 2009-11-03 Election Day 9 2009-11-10 (). Required (): [HAH] p.
444-451 (MAP and MLLR); [HAH] p. 515-519 (spectral subtraction), p. 522-525 (CMR), p. 528-529 (retraining); [Leggetter+Woodland] paper, [Gales] paper (MLLR); [Gauvain+Lee] paper (MAP); [Acero+Stern] paper (CDCN); [Gales+Young] paper (PMC).
10 2009-11-17 (). Optional (): class n-grams: [Brown] paper; grammatical LM's: [Chelba] paper; topic LM's: [Seymore] paper; maximum entropy and triggers: [Rosenfeld] paper; everything and a bag of chips: [Goodman] paper. 11 2009-11-24 (). Required (): [Duda+Hart+Stork] p. 114-124 (LDA); [Povey+Woodland] paper (MMI); [Povey+Woodland] paper (MPE); [Mangu+Brill+Stolcke] paper (consensus decoding); [Fiscus] paper (ROVER system combination). 12 2009-12-01 (); ().
Optional: None. 13 2009-12-08 Project presentations. Last updated: 2009 Sep 07.
EECS E6870 Speech Recognition Course outline / Speech Recognition EECS E6870 — Fall 2009 Course outline The Topic links will take you to the slides for that lecture. Slides for a lecture will be posted by 8pm the night before the lecture. The PDF links in the Readings column will take you to PDF versions of all required readings (i.e., if no PDF version is available for a paper, the paper is not required reading). Key for sources of readings: • [Holmes]: Speech Synthesis and Recognition, J. Holmes • [R+J]: Fundmentals of Speech Recognition, Rabiner, Juang • [J+M]: Speech and Language Processing, Jurafsky, Martin, 2nd ed. • [Jelinek]: Statistical Methods for Speech Recognition, Jelinek • [HAH]: Spoken Language Processing, Huang, Acero, Hon Lecture Date Topic Readings 1 2009-09-08 ().
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