Title :
A* based joint segmentation and classification of dialog acts in multiparty meetings
Author :
Zimmermann, Matthias ; Liu, Yang ; Shriberg, Elizabeth ; Stolcke, Andreas
Author_Institution :
Int. Comput. Sci. Inst., Berkeley, CA
Abstract :
We investigate the use of the A* algorithm for joint segmentation and classification of dialog acts (DAs) of the ICSI Meeting Corpus. For the heuristic search a probabilistic framework is used that is based on DA-specific N-gram language models. Furthermore, two new metrics for performance evaluation are motivated and described and the influence of different metrics for performance evaluation is demonstrated. The proposed method is evaluated on both traditional and new metrics, and compared with our previous work on the same task
Keywords :
interactive systems; natural languages; search problems; speech processing; ICSI Meeting Corpus; dialog acts; heuristic search; joint classification; joint segmentation; multiparty meetings; performance evaluation; specific N-gram language models; Ambient intelligence; Computer science; Contracts; Degradation; Distributed computing; Information retrieval; Solids; Speech processing;
Conference_Titel :
Automatic Speech Recognition and Understanding, 2005 IEEE Workshop on
Conference_Location :
San Juan
Print_ISBN :
0-7803-9478-X
Electronic_ISBN :
0-7803-9479-8
DOI :
10.1109/ASRU.2005.1566537