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» Uncountable Automatic Classes and Learning
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VL
2009
IEEE
128views Visual Languages» more  VL 2009»
14 years 4 months ago
Improving API documentation using API usage information
Jadeite is a new Javadoc-like API documentation system that takes advantage of multiple users’ aggregate experience to reduce difficulties that programmers have learning new API...
Jeffrey Stylos, Andrew Faulring, Zizhuang Yang, Br...
TCBB
2010
112views more  TCBB 2010»
13 years 4 months ago
A Study of Hierarchical and Flat Classification of Proteins
Automatic classification of proteins using machine learning is an important problem that has received significant attention in the literature. One feature of this problem is that e...
Arthur Zimek, Fabian Buchwald, Eibe Frank, Stefan ...
IJCNN
2000
IEEE
14 years 2 months ago
Bias Learning, Knowledge Sharing
—Biasing properly the hypothesis space of a learner has been shown to improve generalization performance. Methods for achieving this goal have been proposed, that range from desi...
Joumana Ghosn, Yoshua Bengio
GECCO
2009
Springer
109views Optimization» more  GECCO 2009»
14 years 2 months ago
A genetic algorithm for learning significant phrase patterns in radiology reports
Radiologists disagree with each other over the characteristics and features of what constitutes a normal mammogram and the terminology to use in the associated radiology report. R...
Robert M. Patton, Thomas E. Potok, Barbara G. Beck...
SDM
2007
SIAM
162views Data Mining» more  SDM 2007»
13 years 11 months ago
Probabilistic Joint Feature Selection for Multi-task Learning
We study the joint feature selection problem when learning multiple related classification or regression tasks. By imposing an automatic relevance determination prior on the hypo...
Tao Xiong, Jinbo Bi, R. Bharat Rao, Vladimir Cherk...