Download e-book for kindle: AI*IA 2011: Artificial Intelligence Around Man and Beyond: by Stephen Grossberg (auth.), Roberto Pirrone, Filippo Sorbello

By Stephen Grossberg (auth.), Roberto Pirrone, Filippo Sorbello (eds.)

ISBN-10: 3642239536

ISBN-13: 9783642239533

ISBN-10: 3642239544

ISBN-13: 9783642239540

This e-book constitutes the refereed complaints of the twelfth overseas convention of the Italian organization for synthetic Intelligence, AI*IA 2011, held in Palermo, Italy, in September 2011. The 31 revised complete papers provided including three invited talks and thirteen posters have been conscientiously reviewed and chosen from fifty eight submissions. The papers are geared up in topical sections on computing device studying; disbursed AI: robotics and MAS; theoretical concerns: wisdom illustration and reasoning; making plans, cognitive modeling; usual language processing; and AI applications.

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Read Online or Download AI*IA 2011: Artificial Intelligence Around Man and Beyond: XIIth International Conference of the Italian Association for Artificial Intelligence, Palermo, Italy, September 15-17, 2011. Proceedings PDF

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Additional resources for AI*IA 2011: Artificial Intelligence Around Man and Beyond: XIIth International Conference of the Italian Association for Artificial Intelligence, Palermo, Italy, September 15-17, 2011. Proceedings

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Reuters dataset has been chosen because it allows us to perform experiments with pipelines up to level 4 while maintaining a substantial number of documents along the pipeline. To compare the performance of TSA with respect to RBF and to the selected state-of-the-art algorithms, we used, about 2,000 documents per each leaf category. We considered the 24 pipelines of depth 4 yielding a total of about 48,000 documents. Experiments have been performed on a SUN Workstation with two Opteron 280, 2Ghz+ and 8Gb Ram.

To reduce the high dimensionality of the feature space, we select the features that represent a node by adopting the information gain method. During the training activity, each classifier has been trained with a balanced data set of 1000 documents, characterized by 200 features. 18 A. Addis, G. Armano, and E. Vargiu Experiments, performed on a balanced dataset of 2000 documents for each class, were focused on (i) comparing the running time and F1 of TSA vs. , those proposed by D’Alessio et al. [9], by Ruiz [13], and by Ceci and Malerba [7].

3607, pp. 313– 320. Springer, Heidelberg (2005) 18. : An evaluation of statistical approaches to text categorization. Information Retrieval 1(1/2), 69–90 (1999) 19. : A study of thresholding strategies for text categorization. In: SIGIR 2001: Proceedings of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 137–145. it Abstract. The extension of kernel-based binary classifiers to multiclass problems has been approached with different strategies in the last decades.

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AI*IA 2011: Artificial Intelligence Around Man and Beyond: XIIth International Conference of the Italian Association for Artificial Intelligence, Palermo, Italy, September 15-17, 2011. Proceedings by Stephen Grossberg (auth.), Roberto Pirrone, Filippo Sorbello (eds.)


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