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29 Apr 2004: Appendix - Cluster Voting Results by Show. System ABC VOA PRI NBC CNN MNB TOTALCUED-diary-bic (input 1) 32.03 20.78 21.40 32.06 37.92 10.74 ... 12CUED-diary-cost (input 2) 29.26 19.82 20.48 31.56 37.18 29.34 27.09Best CVOS score 26.71 18.43 18.11 29.84 37

14 Jun 2004: 43.60. CU. PER. 0.4. 0.2. 9.1. 11.60. 29.7. 32.20. MIT. CU. ... MIT. MIT. 2.3. 3.7. 5.6. 25.93. 20.6. 40.96. MIT. PER. 0.6.

25 May 2004: Gaussianisation. • Transform any distribution to standard Gaussian N(0, I). 20 15 10 5 0 5 10 15 200. ... Gaussianised 29.8 21.9 26.0CN 28.7 21.3 25.1. CNC 28.1 20.8 24.6. •

29 May 2004: Gauss 24.0 20.7 20.7 17.7 16.0WER (%) 35.3 35.1 35.2 35.3 35.5. ... Using the “opti-mal” structure, determined with α = 0 and 4 iterations of structureoptimization the error rate fell to 35.1% and the average numberof components per state was 20.7.

23 Mar 2004: Cluster-based mean and variance normalisation was used. • ML search for warp-factor done using parabolic search in the range [0.80,1.20]. • ... 20% parameters reduction. • 0.5%0.7% abs improvement over global HLDA system. •

25 May 2004: 0 5 10 15 20 25 3026. 26.5. 27. 27.5. 28. ... 0 5 10 15 20 2526. 26.5. 27. 27.5. 28. 28.5.

29 Apr 2004: 8#PFMs 10 td 70-30 28.8 29.1 18.5 19.5 47.3 48.6#PFMs 20 td 50-50 33.2 34.8 13.9 14.8 ... The DB98 SULMs reduce the DEL error by c.20% abs (while increasing the INSerror by c.20% abs) compared to the LDC SULMs.

21 Sep 2004: Fortunately a number of efficient approximate algorithms have been proposed suchas graph cuts [1] and belief propagation [20]. ... Szeliski. Layered depth images.Computer Graphics,32(Annual Conference Series):231–242, 1998. [20] J. Sun, H,-Y Shum, and N

25 May 2004: 16 20 24 28. dev03 bnac 144 17.9bnacTDT4 375 16.8bnacTDT4TDT2 749 16.8 16.5 16.4bnacTDT4TDT2TDT4a 1126 16.7 16.3 16.0 16.1bnacTDT4TDT4a 752 16.7

25 May 2004: The testing adaptation isperformed on 1994 NAB Spoke 3 (s3-dev and s3-eval) task withan enrollment set (40 utterances) and a testing set (about 20 utter-ances) for each speaker.