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Publications (14)

1Multilingual Summarization Evaluation without Human Models2010  Horacio Saggion,JuanManuel TorresMoreno,Iria da Cunha,Eric SanJuan,Patricia VelazquezMoralesaimed at a better understanding of the value of the JensenShannon divergence for ranking summarization systems. We have carried...

2Weakly Supervised Morphology Learning for Agglutinating Languages Using Small Training Sets.2010  Ksenia Shalonova,Bruno Goleniaon the Bayesian Information Criterion (BIC) and JensenShannon divergence (Li, 2001). BIC is used for selecting a model (set...

3Semantic Classification with Distributional Kernels2008  Diarmuid Ó Séaghdha,Ann Copestakevariational distance), KullbackLeibler divergence and JensenShannon divergence are wellknown in NLP and 1Negated nsd functions...

4Metric Learning for Synonym Acquisition, vectorbased Jaccard coefficient (Jaccardv), JensenShannon Divergence (JS) and skew divergence (SD99). We first define...

5Feature Weighting for Cooccurrencebased Classification of Wordssimilarity metrics and found that on both datasets JensenShannon Divergence yields the best classification results (see Table...

6Exploring variation across biomedical subdomainsso we calculated the JensenShannon divergence and the Pearson correlation. JensenShannon divergence is a finite symmetric...

7Measuring the Similarity between TV Programs using Semantic Relations2012  Ichiro Yamada,Masaru Miyazaki,Hideki Sumiyoshi,Atsushi Matsui,Hironori Furumiya,Hideki Tanakathe distance (JensenShannon divergence) between two probability distributions. The JensenShannon divergence between two...

8Expected Divergence Based Feature Selection for Learning to Rank2012  Parth Gupta,Paolo Rosso2 dKL fˆ rni  fˆ avgi (3) Eq. 3 is the JensenShannon divergence where, fˆ rmi is the estimated probability density...

9The Choice of Features for Classification of Verbs in Biomedical Textssimilarity between cluster members. We used the JensenShannon divergence (JS) as the similarity measure. 3 Data 3.1 Test...

10Learning Summary Content Units with Topic ModelingTopic D0742 (c) DUC Topic D0743 Figure 2: Pairwise JensenShannon divergence of word distributions of LDA topics and Summary...