The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
Experimentation as a way of life: Okapi at TREC
Information Processing and Management: an International Journal - The sixth text REtrieval conference (TREC-6)
Database merging strategy based on logistic regression
Information Processing and Management: an International Journal
The Perceptron Algorithm with Uneven Margins
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Cross-language information retrieval: experiments based on CLEF 2000 corpora
Information Processing and Management: an International Journal
Does pseudo-relevance feedback improve distributed information retrieval systems?
Information Processing and Management: an International Journal
Bilingual and multilingual experiments with the IR-n system
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
SINAI at CLEF 2005: multi-8 two-years-on and multi-8 merging-only tasks
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
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In CLEF 2004, the SINAI group participated in the multilingual task. Our main interest was to test Machine Translation (MT) with a mixed 2-step RSV merging algorithm. Since 2-step RSV requires grouping the document frequency for each term with the translations for that term, and MT translates whole phrases better than working word for word, it is not directly feasible to use MT with a 2-step RSV merging algorithm. To solve this problem, we have tested an algorithm which aligns the original query and its translation(s) at term level.