Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining

Mehler A, Köhler R (2007)
In: Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger. Mehler A, Köhler R (Eds); Berlin/New York: Springer: 139-167.

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This chapter introduces a variant of the principle of compositionality in quantitative text semantics as an alternative to the bag-of-features approach. The variant includes e®ects of context-sensitive interpretation as well as proces- ses of meaning constitution and change in the sense of usage-based semantics. Its starting point is a combination of semantic space modeling and text structure anal- ysis. The principle is implemented by means of a hierarchical constraint satisfac- tion process which utilizes the notion of hierarchical text structure superimposed by graph-inducing coherence relations. The major contribution of the chapter is a conceptualization and formalization of the principle of compositionality in terms of semantic spaces which tackles some well known de¯cits of existing approaches. In particular this relates to the missing linguistic interpretability of statistical meaning representations.
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Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger
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139-167
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Mehler A, Köhler R. Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining. In: Mehler A, Köhler R, eds. Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger. Berlin/New York: Springer; 2007: 139-167.
Mehler, A., & Köhler, R. (2007). Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining. In A. Mehler & R. Köhler (Eds.), Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger (pp. 139-167). Berlin/New York: Springer. doi:10.1007/978-3-540-37522-7_7
Mehler, A., and Köhler, R. (2007). “Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining” in Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger, Mehler, A., and Köhler, R. eds. (Berlin/New York: Springer), 139-167.
Mehler, A., & Köhler, R., 2007. Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining. In A. Mehler & R. Köhler, eds. Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger. Berlin/New York: Springer, pp. 139-167.
A. Mehler and R. Köhler, “Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining”, Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger, A. Mehler and R. Köhler, eds., Berlin/New York: Springer, 2007, pp.139-167.
Mehler, A., Köhler, R.: Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining. In: Mehler, A. and Köhler, R. (eds.) Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger. p. 139-167. Springer, Berlin/New York (2007).
Mehler, Alexander, and Köhler, Reinhard. “Compositionality in Quantitative Semantics. A Theoretical Perspective on Text Mining”. Aspects of Automatic Text Analysis. Festschrift in Honour of Professor Burghard B. Rieger. Ed. Alexander Mehler and Reinhard Köhler. Berlin/New York: Springer, 2007. 139-167.
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