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10 Dec 2003: Adaptive Training with Structured Transforms. Initial Results on 16-Component System. System Training Test EstimationAdaptation Adaptation MLE MPE. ... Adaptive Training with Structured Transforms. Initial Results on 28-Component System. System Training

25 Sep 2003: GD models for each bandwidth were generated. In test-ing, the reduced bandwidth models are used for transcribing dataclassified as narrow band. ... Performance. The results on thedev03 andeval03 test sets for each of thesestages are shown in Table8.

16 Sep 2003: 357 female sides (23.75hrs), only 142 male sides (9.43hrs). • Same test setup as for 20hr QT expts. ... MPE gain is larger than MLE gain. • Gains larger on female test data (biased training).

10 Dec 2003: Introduction. • Investigate linear transform parameter estimation for. – Adaptive training– Unsupervised test set adaptation– Supervised adaptation (enrollment). • ... DLT for Supervised Adaptation (II). Test sets iterations MLLR H-cri MPE-DLT.

25 Sep 2003: Previous research on LVCSRMMI training shows that the selection of Dj considerably affectsthe criterion convergence and test set generalization [8, 9]. ... An updated trigram language model was also usedin the following full decoding experiments, while

24 Jul 2003: Development test sets. dev01 40 sides Swbd2 (eval98), 40 sides Swbd1 (eval00), 38 sides Swbd2 cellular(for manual segments). ... CNC P4.[123]P5.[123] 24.1 17.1 20.7%WER on eval03 (current test) for all stages of 2003 system (auto-segments).

17 Jan 2003: Acoustic Training/Test Data. Train on the combined set of 1997 and 1998 data. • ... Development test sets. BNeval98 two 1.5-hour data sets. BNeval02 1-hour data set.

12 May 2003: 5 Experimental Results. Real data experiments were designed to test the proposed tracking algorithm.

10 Dec 2003: Training and Test Data Sets. • Acoustic training data. h5train03b 360h data set.– 290h LDC data (SwbI, CHE, Swb Cellular) with MSU/LDC careful. ... Test sets. eval02 5h set from SwbI, Swb2 and Swb Cellular data, 60 conversationseval03 6h set from

12 May 2003: 4. Experimental Results. Real data experiments were designed to test the proposedtracking algorithm.