Inducing Features of Random Fields Export

@article{citeulike:2837648, abstract = {We present a technique for constructing random fields from a set of training samples. The learning paradigm builds increasingly complex fields by allowing potential functions, or features, that are supported by increasingly large subgraphs. Each feature has a weight that is trained by minimizing the Kullback-Leibler divergence between the model and the empirical distribution of the training data. A greedy algorithm determines how features are incrementally added to the field and an iterative...}, author = {Della Pietra, Stephen and Della Pietra, Vincent J. and Lafferty, John D.}, citeulike-article-id = {2837648}, citeulike-linkout-0 = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.45.2872}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, keywords = {crf, feature-selection, machine-learning, morphology-project}, number = {4}, pages = {380--393}, posted-at = {2008-05-27 15:26:45}, priority = {2}, title = {Inducing Features of Random Fields}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.45.2872}, volume = {19}, year = {1997} }

TY - JOUR ID - citeulike:2837648 L3 - citeulike-article-id:2837648 N2 - We present a technique for constructing random fields from a set of training samples. The learning paradigm builds increasingly complex fields by allowing potential functions, or features, that are supported by increasingly large subgraphs. Each feature has a weight that is trained by minimizing the Kullback-Leibler divergence between the model and the empirical distribution of the training data. A greedy algorithm determines how features are incrementally added to the field and an iterative... IS - 4 JF - IEEE Transactions on Pattern Analysis and Machine Intelligence EP - 393 TI - Inducing Features of Random Fields VL - 19 SP - 380 KW - crf KW - feature-selection KW - machine-learning KW - morphology-project AU - Della Pietra, Stephen AU - Della Pietra, Vincent AU - Lafferty, John PY - 1997/// UR - http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.45.2872 ER -