Affective Lexicon Creation for the Greek Language

被引:0
|
作者
Palogiannidi, Elisavet [1 ,2 ]
Koutsakis, Polychronis [4 ]
Iosif, Elias [2 ,3 ]
Potamianos, Alexandros [2 ,3 ]
机构
[1] Tech Univ Crete, Sch ECE, Khania 73100, Greece
[2] Athena Res & Innovat Ctr, Athens 15125, Greece
[3] Natl Tech Univ Athens, Sch ECE, Zografos 15780, Greece
[4] Murdoch Univ, Sch Engn & Informat Technol, Murdoch, WA, Australia
基金
欧盟地平线“2020”;
关键词
affective lexicon; affective ratings; valence; arousal; dominance; semantic similarity; sentiment analysis; emotion recognition; ENGLISH WORDS ANEW; AFFECTIVE NORMS; SIMILARITY COMPUTATION; ADAPTATION; VALENCE; AROUSAL; DOMINANCE; EMOTION;
D O I
暂无
中图分类号
H [语言、文字];
学科分类号
05 ;
摘要
Starting from the English affective lexicon ANEW (Bradley and Lang, 1999a) we have created the first Greek affective lexicon. It contains human ratings for the three continuous affective dimensions of valence, arousal and dominance for 1034 words. The Greek affective lexicon is compared with affective lexica in English, Spanish and Portuguese. The lexicon is automatically expanded by selecting a small number of manually annotated words to bootstrap the process of estimating affective ratings of unknown words. We experimented with the parameters of the semantic-affective model in order to investigate their impact to its performance, which reaches 85% binary classification accuracy (positive vs. negative ratings). We share the Greek affective lexicon that consists of 1034 words and the automatically expanded Greek affective lexicon that contains 407K words.
引用
收藏
页码:2867 / 2872
页数:6
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