Comparing word, character, and phoneme n-grams for subjective utterance recognition

被引:0
|
作者
Wilson, Theresa [1 ]
Raaijmakers, Stephan [2 ]
机构
[1] Univ Edinburgh, Sch Informat, Edinburgh, Midlothian, Scotland
[2] TNO Informat & Commun Technol, Delft, Netherlands
来源
INTERSPEECH 2008: 9TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2008, VOLS 1-5 | 2008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
In this paper, we compare the performance of classifiers trained using word n-grams, character n-grams, and phoneme n-grams for recognizing subjective utterances in multiparty conversation. We show that there is value in using very shallow linguistic representations, such as character n-grams, for recognizing subjective utterances, in particular, gains in the recall of subjective utterances.
引用
收藏
页码:1614 / +
页数:2
相关论文
共 50 条
  • [21] Mining generalized character n-grams in large corpora
    Marques, Nuno C.
    Braud, Agnès
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2003, 2902 : 419 - 423
  • [22] Character N-Grams for Detecting Deceptive Controversial Opinions
    Sanchez-Junquera, Javier
    Villasenor-Pineda, Luis
    Montes-y-Gomez, Manuel
    Rosso, Paolo
    EXPERIMENTAL IR MEETS MULTILINGUALITY, MULTIMODALITY, AND INTERACTION (CLEF 2018), 2018, 11018 : 135 - 140
  • [23] Mining generalized character n-grams in large corpora
    Marques, NC
    Braud, A
    PROGRESS IN ARTIFICIAL INTELLIGENCE-B, 2003, 2902 : 419 - 423
  • [24] Authorship Attribution in Portuguese Using Character N-grams
    Markov, Ilia
    Baptista, Jorge
    Pichardo-Lagunas, Obdulia
    ACTA POLYTECHNICA HUNGARICA, 2017, 14 (03) : 59 - 78
  • [26] Relation Extraction with Word Graphs from N-grams
    Qin, Han
    Tian, Yuanhe
    Song, Yan
    2021 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING (EMNLP 2021), 2021, : 2860 - 2868
  • [27] Comparing Medline citations using modified N-grams
    Nawab, Rao Muhammad Adeel
    Stevenson, Mark
    Clough, Paul
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2014, 21 (01) : 105 - 110
  • [28] Instance Based Authorship Attribution for Kannada Text Using Amalgamation of Character and Word N-grams Technique
    Chandrika, C. P.
    Kallimani, Jagadish S.
    DISTRIBUTED COMPUTING AND OPTIMIZATION TECHNIQUES, ICDCOT 2021, 2022, 903 : 547 - 557
  • [29] A first approach to CLIR using character n-grams alignment
    Vilares, Jesus
    Oakes, Michael P.
    Tait, John I.
    EVALUATION OF MULTILINGUAL AND MULTI-MODAL INFORMATION RETRIEVAL, 2007, 4730 : 111 - +
  • [30] On the use of character n-grams as the only intrinsic evidence of plagiarism
    Bensalem, Imene
    Rosso, Paolo
    Chikhi, Salim
    LANGUAGE RESOURCES AND EVALUATION, 2019, 53 (03) : 363 - 396