Spoken document summarization using acoustic, prosodic and semantic information

被引:0
作者
Huang, CL [1 ]
Hsieh, CH [1 ]
Wu, CH [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan 70101, Taiwan
来源
2005 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), VOLS 1 AND 2 | 2005年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a spoken document summarization scheme using acoustic, prosodic and semantic information. First, speech recognition confidence is estimated to choose reliable words from the speech transcription. Prosodic information, including pitch and energy, is used for stressed word selection. Latent semantic indexing (LSI) is adopted to identify significant words. Finally, word trigram and semantic dependency is measured to include the syntactic and semantic information for speech summarization. The dynamic programming (DP) algorithm is used to find the best summarization result according to the summarization score estimated from the above five measures. Finally, the summarized result is presented by the concatenation of the summarized speech words. Experimental results indicate that the proposed approach effectively extracts important words and gives a promising speech summary.
引用
收藏
页码:434 / 437
页数:4
相关论文
共 9 条
  • [1] Banko N, 2000, 38TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE CONFERENCE, P318
  • [2] A new approach to automatic speech summarization
    Hori, C
    Furui, S
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2003, 5 (03) : 368 - 378
  • [3] Hsieh CH, 2004, 2004 INTERNATIONAL SYMPOSIUM ON CHINESE SPOKEN LANGUAGE PROCESSING, PROCEEDINGS, P333
  • [4] Kemp T., 1997, Proc. of Eurospeech, P827
  • [5] KOUMPIS K, 2001, P ISCA WORKSH PROS S
  • [6] Manning C., 1999, Foundations of Statistical Natural Language Processing
  • [7] MANU I, 1999, ADV AUTOMATIC SUMMAR
  • [8] Ohtake Kiyonori, 2003, P ISCA IEEE WORKSH S, P167
  • [9] Development of a Sign Language Dialogue System for a Healing Dialogue Robot
    Huang, Xuan
    Wu, Bo
    Kameda, Hiroyuki
    [J]. 2021 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS DASC/PICOM/CBDCOM/CYBERSCITECH 2021, 2021, : 867 - 872