%0 Conference Paper %1 citeulike:365448 %A Getoor, Lise %A Friedman, Nir %A Koller, Daphne %A Taskar, Benjamin %B Proc. 18th International Conf. on Machine Learning %D 2001 %I Morgan Kaufmann, San Francisco, CA %K relationalmodels socialnets %P 170--177 %T Learning Probabilistic Models of Relational Structure %U http://citeseer.ist.psu.edu/517389.html %X Most real-world data is stored in relational form. In contrast, most statistical learning methods work with "flat" data representations, forcing us to convert our data into a form that loses much of the relational struc- ture. The recently introduced framework of probabilistic relational models (PRMs) allows us to represent probabilistic models over multiple entities that utilize the relations between them. In this paper, we propose the use of probabilistic models not only for the...

@inproceedings{citeulike:365448, abstract = {Most real-world data is stored in relational form. In contrast, most statistical learning methods work with {"}flat{"} data representations, forcing us to convert our data into a form that loses much of the relational struc- ture. The recently introduced framework of probabilistic relational models (PRMs) allows us to represent probabilistic models over multiple entities that utilize the relations between them. In this paper, we propose the use of probabilistic models not only for the...}, added-at = {2006-06-16T10:34:37.000+0200}, author = {Getoor, Lise and Friedman, Nir and Koller, Daphne and Taskar, Benjamin}, biburl = {https://www.bibsonomy.org/bibtex/259b86a4f9e5a7215794147c20e25e053/ldietz}, booktitle = {Proc. 18th International Conf. on Machine Learning}, citeulike-article-id = {365448}, comment = {easier / predecessor version of http://www.citeulike.org/user/ldietz/article/347487}, interhash = {0b81f943364bb7639807d026fb849a1a}, intrahash = {59b86a4f9e5a7215794147c20e25e053}, keywords = {relationalmodels socialnets}, pages = {170--177}, priority = {3}, publisher = {Morgan Kaufmann, San Francisco, CA}, timestamp = {2006-06-16T10:34:37.000+0200}, title = {Learning Probabilistic Models of Relational Structure}, url = {http://citeseer.ist.psu.edu/517389.html}, year = 2001 }