Abstract
This paper presents resources and functionalities for the selection of affective evaluative terms. An affective hierarchy as an extension of the WordNet-Affect lexical database was developed in the first place. The second phase was the development of a semantic similarity function, acquired automatically in an unsupervised way from a large corpus of texts that allows us to put into relation concepts and emotional categories. The integration of the two components is a key element for several applications.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Ortony, A., Clore, G.L.: Disentangling the affective lexicon. In: Proceedings of the Third Annual Conference of the Cognitive Science Society, Berkeley (1981)
Fiehler, R.: How to do emotions with words. In: Fussell, S. (ed.) The Verbal Communication of Emotion, pp. 79–106. Lawrence Erlbaum, Mahwah (2002)
Fellbaum, C.: WordNet. An Electronic Lexical Database. The MIT Press, Cambridge (1998)
Strapparava, C., Valitutti, A.: WordNet-Affect: an affective extension of WordNet. In: Proceedings of LREC 2004, Lisbon, pp. 1083–1086 (2004)
Magnini, B., Cavaglià, G.: Integrating subject field codes into wordnet. In: Proceedings of LREC 2000, the Second International Conference on Language Resources and Evaluation, Athens, Greece, pp. 1413–1418 (2000)
Ortony, A., Clore, G.L., Foss, M.A.: The psychological foundations of the affective lexicon. Journal of Personality and Social Psychology 53, 751–766 (1987)
Goy, A.: Lexical semantics of emotional adjectives. In: Feist, S., Fix, S., Hay, J., Moore, J. (eds.) Proceedings of Student Conference in Linguistics. MIT Working Papers in Linguistics 37. MIT Press, Cambridge (2000)
Jackendoff, R.: Language, Culture, Consciousness: Essays on Mental Structure. In: Experiencer Predicates and Theory of Mind, ch. 7 (2005) (in press)
Bouillon, P.: Mental states adjectives: the perspective of generative lexicon. In: Proceedings of COLING 1996, Copenhagen (1996)
Deerwester, S., Dumais, S.T., Furnas, G.W., Landauer, T., Harshman, R.: Indexing by latent semantic analysis. Journal of the American Society for Information Science 41, 391–407 (1990)
BNC-Consortium: British national corpus (2000), http://www.hcu.ox.ac.uk/bnc
Berry, M.: Large-scale sparse singular value computations. International Journal of Supercomputer Applications 6, 13–49 (1992)
Gliozzo, A., Strapparava, C.: Domain kernels for text categorizations. In: Proceedings of 9th Conference on Computational Natural Language Learning (CONLL 2005), Ann Arbor (2005)
Stock, O., Strapparava, C.: Getting serious about the development of computational humour. In: Proceedings of the 8th International Joint Conference on Artificial Intelligence (IJCAI 2003), Acapulco, Mexico (2003)
Turney, P., Littman, M.: Measuring praise and criticism: Inference of semantic orientation from association. ACM Transactions on Information Systems (TOIS) 21, 315–346 (2003)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Valitutti, A., Strapparava, C., Stock, O. (2005). Lexical Resources and Semantic Similarity for Affective Evaluative Expressions Generation. In: Tao, J., Tan, T., Picard, R.W. (eds) Affective Computing and Intelligent Interaction. ACII 2005. Lecture Notes in Computer Science, vol 3784. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11573548_61
Download citation
DOI: https://doi.org/10.1007/11573548_61
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-29621-8
Online ISBN: 978-3-540-32273-3
eBook Packages: Computer ScienceComputer Science (R0)