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From words to senses: a case study of subjectivity recognition
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Eliciting subjectivity and polarity judgements on word senses
HumanJudge '08 Proceedings of the Workshop on Human Judgements in Computational Linguistics
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Computational Linguistics
Subjectivity recognition on word senses via semi-supervised mincuts
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Expanding domain sentiment lexicon through double propagation
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
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Generating high-coverage semantic orientation lexicons from overtly marked words and a thesaurus
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Using morphological and syntactic structures for Chinese opinion analysis
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Phrase dependency parsing for opinion mining
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Optimizing modularity to identify semantic orientation of Chinese words
Expert Systems with Applications: An International Journal
Emotion estimation algorithm based on interpersonal emotion included in emotional dialogue sentences
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Product retrieval based on semantic similarity of consumer reviews to natural language query
International Journal of Knowledge and Web Intelligence
Identifying text polarity using random walks
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
SemEval-2010 task 18: Disambiguating sentiment ambiguous adjectives
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
Toward plot units: automatic affect state analysis
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Automatically producing plot unit representations for narrative text
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Using universal linguistic knowledge to guide grammar induction
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
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Opinion word expansion and target extraction through double propagation
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HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
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Computers in Human Behavior
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Learning general connotation of words using graph-based algorithms
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Structural opinion mining for graph-based sentiment representation
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Graph-based term weighting for information retrieval
Information Retrieval
DNIS'10 Proceedings of the 6th international conference on Databases in Networked Information Systems
Social media analysis determining the number of topic clusters from buzz marketing site
International Journal of Computational Science and Engineering
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Building subjectivity lexicon(s) from scratch for essay data
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Building a sentiment lexicon for social judgement mining
PROPOR'12 Proceedings of the 10th international conference on Computational Processing of the Portuguese Language
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ACM Transactions on Intelligent Systems and Technology (TIST)
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ACM Transactions on Asian Language Information Processing (TALIP) - Special Issue on RITE
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Subgroup detection in ideological discussions
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Polarity consistency checking for sentiment dictionaries
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
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EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
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TextGraphs-7 '12 Workshop Proceedings of TextGraphs-7 on Graph-based Methods for Natural Language Processing
Sentimantics: conceptual spaces for lexical sentiment polarity representation with contextuality
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EmotiWord: affective lexicon creation with application to interaction and multimedia data
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The use of sound symbolism in sentiment classification
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Word polarity detection using a multilingual approach
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Customer review summarization approach using Twitter and SentiWordNet
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MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Extracting domain-specific opinion words for sentiment analysis
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Computational Intelligence - Volume Part II
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Proceedings of the 21st ACM international conference on Multimedia
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We propose a method for extracting semantic orientations of words: desirable or undesirable. Regarding semantic orientations as spins of electrons, we use the mean field approximation to compute the approximate probability function of the system instead of the intractable actual probability function. We also propose a criterion for parameter selection on the basis of magnetization. Given only a small number of seed words, the proposed method extracts semantic orientations with high accuracy in the experiments on English lexicon. The result is comparable to the best value ever reported.