Title :
Automatic speech summarization applied to English broadcast news speech
Author :
Hori, Chiori ; Furui, Sadaoki ; Malkin, Rob ; Yu, Hua ; Waibel, Alex
Author_Institution :
Department of Computer Science, Tokyo Institute of Technology, 2-12-1, O-okayama, Meguro-ku, 152-8552 Japan
Abstract :
This paper reports an automatic speech summarization method and experimental results using English broadcast news speech. In our proposed method, a set of words maximizing a summarization score indicating an appropriateness of summarization is extracted from automatically transcribed speech. This extraction is performed using a Dynamic Programming (DP) technique according to a target compression ratio. We have previously tested the performance of our method using Japanese broadcast news speech. Since our method is based on a statistical approach, it could be applied to any language. In this paper, English broadcast news speech transcribed using a speech recognizer is automatically summarized. In order to apply our method to English, the model of estimating word concatenation probabilities based on a dependency structure in the original speech given by a Stochastic Dependency Context Free Grammar (SDCFG) is modified. A summarization method for multiple utterances using two-level DP technique is also proposed.
Keywords :
Biomedical monitoring; Biosensors; Grammar; Manuals; Speech; Temperature measurement; Temperature sensors;
Conference_Titel :
Acoustics, Speech, and Signal Processing (ICASSP), 2002 IEEE International Conference on
Conference_Location :
Orlando, FL, USA
Print_ISBN :
0-7803-7402-9
DOI :
10.1109/ICASSP.2002.5743641