Active Learning for Parameter Estimation in Bayesian Networks Export

@inproceedings{citeulike:404275, abstract = {Bayesian networks are graphical representations of probability distributions. In virtually all of the work on learning these networks, the assumption is that we are presented with a data set consisting of randomly generated instances from the underlying distribution. In many situations, however, we also have the option of active learning, where we have the possibility of guiding the sampling process by querying for certain types of samples. This paper addresses the problem of estimating...}, author = {Tong, Simon and Koller, Daphne}, booktitle = {NIPS}, citeulike-article-id = {404275}, citeulike-linkout-0 = {http://citeseer.ist.psu.edu/tong01active.html}, citeulike-linkout-1 = {http://citeseer.lcs.mit.edu/tong01active.html}, citeulike-linkout-2 = {http://citeseer.ifi.unizh.ch/tong01active.html}, citeulike-linkout-3 = {http://citeseer.comp.nus.edu.sg/tong01active.html}, keywords = {active, activelearning, bayesian, bayesnet, learning}, pages = {647--653}, posted-at = {2006-01-03 06:13:00}, priority = {4}, title = {Active Learning for Parameter Estimation in Bayesian Networks}, url = {http://citeseer.ist.psu.edu/tong01active.html}, year = {2000} }

TY - CONF ID - citeulike:404275 L3 - citeulike-article-id:404275 N2 - Bayesian networks are graphical representations of probability distributions. In virtually all of the work on learning these networks, the assumption is that we are presented with a data set consisting of randomly generated instances from the underlying distribution. In many situations, however, we also have the option of active learning, where we have the possibility of guiding the sampling process by querying for certain types of samples. This paper addresses the problem of estimating... EP - 653 TI - Active Learning for Parameter Estimation in Bayesian Networks T2 - NIPS SP - 647 KW - active KW - activelearning KW - bayesian KW - bayesnet KW - learning AU - Tong, Simon AU - Koller, Daphne PY - 2000/// UR - http://citeseer.ist.psu.edu/tong01active.html ER -