[PDF] [Full Text] [Abstract] , April 1, 2007; 292 (4): E1223-E1230. Am J Physiol Endocrinol Metab C. Le Foll, C. Corporeau, V. Le Guen, J.-P. Gouygou, J.-P. Berge and J. Delarue phosphatidylinositol 3'-kinase activity in rats Long-chain n-3 polyunsaturated fatty acids dissociate phosphorylation of Akt from [PDF] [Full Text] [Abstract] , June 1, 2007; 292 (6): E1871-E1878. Am J Physiol Endoc...

Classifying text data has been an active area of research for a long time. Text document is multifaceted object and often inherently ambiguous by nature. Multi-label learning deals with such ambiguous object. Classification of such ambiguous text objects often makes task of classifier difficult while assigning relevant classes to input document. Traditional single label and multi class text cla...

Models of text structure are necessary for applications that generate text. These models provide information about what content fits together and how to organize the content as coherent text. In some domains such as newswire, biographies and stories for children, texts tend to have similar content and structure. Such regularities have allowed the development of unsupervised methods to learn tex...

In this paper we present a machine learning approach to generating very short news story summaries (i.e. no more than 75 bytes long). Our technique uses a decision tree classifier to establish which phrases in a text should be included in the resultant summary. Our ROUGE evaluation results for task 1 (English text summarisation) and task 3 (translated Arabic text summarisation) indicate that th...