The spoken web search task at MediaEval 2011
Florian Metze, Nitendra Rajput, et al.
ICASSP 2012
In this paper, we propose a new fast and flexible algorithm based on the maximum entropy (MAXENT) criterion to estimate stream weights in a state-synchronous multi-stream HMM. The technique is compared to the minimum classification error (MCE) criterion and to a brute-force, grid-search optimization of the WER on both a small and a large vocabulary audio-visual continuous speech recognition task. When estimating global stream weights, the MAXENT approach gives comparable results to the grid-search and the MCE. Estimation of state dependent weights is also considered: We observe significant improvements in both the MAXENT and MCE criteria, which, however, do not result in significant WER gains.
Florian Metze, Nitendra Rajput, et al.
ICASSP 2012
Etienne Marcheret, Karthik Visweswariah, et al.
INTERSPEECH - Eurospeech 2005
Brian Kingsbury, Lidia Mangu, et al.
INTERSPEECH - Eurospeech 2003
Jintao Jiang, Gerasimos Potamianos, et al.
ICME 2005