Why collective inference improves relational classification

@misc{citeulike:1117872, abstract = {Procedures for collective inference make simultaneous statistical judgments about the same variables for a set of related data instances. For example, collective inference could be used to simultaneously classify a set of hyperlinked documents or infer the legitimacy of a set of related financial transactions. Several recent studies indicate that collective inference can significantly reduce classification error when compared with traditional inference techniques. We investigate the underlying...}, author = {Jensen, D. and Neville, J. and Gallagher, B. }, citeulike-article-id = {1117872}, keywords = {collective, inference}, posted-at = {2007-02-22 14:07:35}, priority = {2}, title = {Why collective inference improves relational classification}, url = {http://citeseer.ist.psu.edu/jensen04why.html}, year = {2004} }

TY - GEN ID - citeulike:1117872 L3 - citeulike-article-id:1117872 TI - Why collective inference improves relational classification N2 - Procedures for collective inference make simultaneous statistical judgments about the same variables for a set of related data instances. For example, collective inference could be used to simultaneously classify a set of hyperlinked documents or infer the legitimacy of a set of related financial transactions. Several recent studies indicate that collective inference can significantly reduce classification error when compared with traditional inference techniques. We investigate the underlying... KW - collective KW - inference AU - Jensen, D AU - Neville, J AU - Gallagher, B PY - 2004/// UR - http://citeseer.ist.psu.edu/jensen04why.html ER -