%0 Conference Paper %1 atzmueller2006sdmap %A Atzmüller, Martin %A Puppe, Frank %B PKDD %D 2006 %E Fürnkranz, Johannes %E Scheffer, Tobias %E Spiliopoulou, Myra %I Springer %K classification discovery sd-map subgroup %P 6-17 %R 10.1007/11871637_6 %T SD-Map - A Fast Algorithm for Exhaustive Subgroup Discovery. %U http://dblp.uni-trier.de/db/conf/pkdd/pkdd2006.html#AtzmullerP06 %V 4213 %X In this paper we present the novel SD-Map algorithm for exhaustive but efficient subgroup discovery. SD-Map guarantees to identify all interesting subgroup patterns contained in a data set, in contrast to heuristic or samplingbased methods. The SD-Map algorithm utilizes the well-known FP-growth method for mining association rules with adaptations for the subgroup discovery task.We show how SD-Map can handle missing values, and provide an experimental evaluation of the performance of the algorithm using synthetic data. %@ 3-540-45374-1

@inproceedings{atzmueller2006sdmap, abstract = {In this paper we present the novel SD-Map algorithm for exhaustive but efficient subgroup discovery. SD-Map guarantees to identify all interesting subgroup patterns contained in a data set, in contrast to heuristic or samplingbased methods. The SD-Map algorithm utilizes the well-known FP-growth method for mining association rules with adaptations for the subgroup discovery task.We show how SD-Map can handle missing values, and provide an experimental evaluation of the performance of the algorithm using synthetic data.}, added-at = {2009-04-14T17:29:06.000+0200}, author = {Atzmüller, Martin and Puppe, Frank}, biburl = {https://www.bibsonomy.org/bibtex/23edb41b31504187c963dd0383ee379e6/jaeschke}, booktitle = {PKDD}, crossref = {conf/pkdd/2006}, date = {2006-10-23}, description = {dblp}, doi = {10.1007/11871637_6}, editor = {Fürnkranz, Johannes and Scheffer, Tobias and Spiliopoulou, Myra}, interhash = {f856c6b72f915861203f4ab460dc247d}, intrahash = {3edb41b31504187c963dd0383ee379e6}, isbn = {3-540-45374-1}, keywords = {classification discovery sd-map subgroup}, pages = {6-17}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, timestamp = {2014-07-28T15:57:31.000+0200}, title = {SD-Map - A Fast Algorithm for Exhaustive Subgroup Discovery.}, url = {http://dblp.uni-trier.de/db/conf/pkdd/pkdd2006.html#AtzmullerP06}, volume = 4213, year = 2006 }