@inproceedings{CastilloDGMS07, title = {Know your neighbors: web spam detection using the web topology.}, author = {Carlos Castillo and Debora Donato and Aristides Gionis and Vanessa Murdock and Fabrizio Silvestri}, booktitle = {SIGIR}, crossref = {conf/sigir/2007}, editor = {Wessel Kraaij and Arjen P. de Vries and Charles L. A. Clarke and Norbert Fuhr and Noriko Kando}, pages = {423-430}, publisher = {ACM}, url = {http://www.dcc.uchile.cl/~ccastill/papers/cdgms_2006_know_your_neighbors.pdf}, year = {2007}, biburl = {http://www.bibsonomy.org/bibtex/2843605d513b807944ef11c076c2d0e95/michi}, abstract = {Web spam can significantly deteriorate the quality of searchengine results. Thus there is a large incentive for commercialsearch engines to detect spam pages efficiently and accurately.In this paper we present a spam detection systemthat uses the topology of the Web graph by exploiting thelink dependencies among the Web pages, and the contentof the pages themselves. We find that linked hosts tend tobelong to the same class: either both are spam or both arenon-spam. We demonstrate three methods of incorporatingthe Web graph topology into the predictions obtained byour base classifier: (i) clustering the host graph, and assigningthe label of all hosts in the cluster by majority vote, (ii)propagating the predicted labels to neighboring hosts, and(iii) using the predicted labels of neighboring hosts as newfeatures and retraining the classifier. The result is an accuratesystem for detecting Web spam that can be applied inpractice to large-scale Web data.Categories and Subject Descriptors: H.4.m [InformationSystems Applications]: MiscellaneousGeneral Terms: Algorithms, Measurement.Keywords: Link spam, Content spam, Web spam}, ee = {http://doi.acm.org/10.1145/1277741.1277814}, isbn = {978-1-59593-597-7}, date = {2007-08-24}, keywords = {detection neighbors spam spamdetection web } } @inproceedings{fanizzi06declarative, title = {A Declarative Kernel for {ALC} Concept Descriptions}, author = {Nicola Fanizzi and Claudia d'Amato}, booktitle = {Foundations of Intelligent Systems, 16th International Symposium,}, editor = {Floriana Esposito and Zbigniew W. Ras and Donato Malerba and Giovanni Semeraro}, pages = {322-331}, publisher = {Springer, Berlin--Heidelberg, Germany}, series = {Lecture Notes in Computer Science}, url = {http://dx.doi.org/10.1007/11875604_37}, volume = {4203}, year = {2006}, biburl = {http://www.bibsonomy.org/bibtex/2ff57a366b70c299749239bb514a3bb71/sb3000}, isbn = {3-540-45764-X}, keywords = {dl kernels ontology similarity } } @inproceedings{conf/ismis/LoglisciM08, title = {Discovering Explanations from Longitudinal Data.}, author = {Corrado Loglisci and Donato Malerba}, booktitle = {ISMIS}, crossref = {conf/ismis/2008}, editor = {Aijun An and Stan Matwin and Zbigniew W. Ras and Dominik Slezak}, pages = {196-202}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/ismis/ismis2008.html#LoglisciM08}, volume = {4994}, year = {2008}, biburl = {http://www.bibsonomy.org/bibtex/2d4c86beec21fe14ebbed136aadb5789a/dblp}, description = {dblp}, date = {2008-05-14}, ee = {http://dx.doi.org/10.1007/978-3-540-68123-6_22}, isbn = {978-3-540-68122-9}, keywords = {dblp } } @inproceedings{conf/ismis/AppiceCMS08, title = {Stepwise Induction of Logistic Model Trees.}, author = {Annalisa Appice and Michelangelo Ceci and Donato Malerba and Savino Saponara}, booktitle = {ISMIS}, crossref = {conf/ismis/2008}, editor = {Aijun An and Stan Matwin and Zbigniew W. Ras and Dominik Slezak}, pages = {68-77}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/ismis/ismis2008.html#AppiceCMS08}, volume = {4994}, year = {2008}, biburl = {http://www.bibsonomy.org/bibtex/2cd142376a628443ea1c3514c767114d0/dblp}, description = {dblp}, date = {2008-05-14}, ee = {http://dx.doi.org/10.1007/978-3-540-68123-6_7}, isbn = {978-3-540-68122-9}, keywords = {dblp } } @inproceedings{conf/ismis/CeciACM08, title = {Discovering Emerging Patterns for Anomaly Detection in Network Connection Data.}, author = {Michelangelo Ceci and Annalisa Appice and Costantina Caruso and Donato Malerba}, booktitle = {ISMIS}, crossref = {conf/ismis/2008}, editor = {Aijun An and Stan Matwin and Zbigniew W. Ras and Dominik Slezak}, pages = {179-188}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/ismis/ismis2008.html#CeciACM08}, volume = {4994}, year = {2008}, biburl = {http://www.bibsonomy.org/bibtex/20890066705cc3e6885aee1bbf8fc0220/dblp}, description = {dblp}, date = {2008-05-14}, ee = {http://dx.doi.org/10.1007/978-3-540-68123-6_20}, isbn = {978-3-540-68122-9}, keywords = {dblp } } @inproceedings{conf/sbac-pad/Marino06, title = {32-core CMP with multi-sliced L2: 2 and 4 cores sharing a L2 slice.}, author = {Mario Donato Marino}, booktitle = {SBAC-PAD}, crossref = {conf/sbac-pad/2006}, pages = {141-150}, publisher = {IEEE Computer Society}, url = {http://dblp.uni-trier.de/db/conf/sbac-pad/sbac-pad2006.html#Marino06}, year = {2006}, biburl = {http://www.bibsonomy.org/bibtex/27bc755400e26ff3022fb6353d742aaf1/dblp}, description = {dblp}, ee = {http://doi.ieeecomputersociety.org/10.1109/SBAC-PAD.2006.5}, date = {2008-05-09}, keywords = {dblp } } @article{journals/sigmetrics/VolkovichDL07, title = {Stochastic models for web ranking.}, author = {Yana Volkovich and Debora Donato and Nelly Litvak}, journal = {SIGMETRICS Performance Evaluation Review}, number = {3}, pages = {53}, url = {http://dblp.uni-trier.de/db/journals/sigmetrics/sigmetrics35.html#VolkovichDL07}, volume = {35}, year = {2007}, biburl = {http://www.bibsonomy.org/bibtex/21837010ec17f4879ab5c37c552a1e90c/dblp}, description = {dblp}, ee = {http://doi.acm.org/10.1145/1328690.1328713}, date = {2008-05-06}, keywords = {dblp } } @inproceedings{conf/elpub/BarberaD06, title = {Weaving the Web of Science. HyperJournal and the Impact of the Semantic Web on Scientific Publishing.}, author = {Michele Barbera and Francesca Di Donato}, booktitle = {ELPUB}, crossref = {conf/elpub/2006}, editor = {Bob Martens and Milena Dobreva}, pages = {341-348}, url = {http://dblp.uni-trier.de/db/conf/elpub/elpub2006.html#BarberaD06}, year = {2006}, biburl = {http://www.bibsonomy.org/bibtex/2409b244fde55ff061dbd732322fd1542/dblp}, description = {dblp}, ee = {http://urn.kb.se/resolve?urn=urn:nbn:se:elpub-204_elpub2006}, isbn = {978-954-16-0040-5}, date = {2008-04-29}, keywords = {dblp } } @article{Malerba03Learning, title = {Learning Recursive Theories in the Normal {ILP} Setting}, author = {Donato Malerba}, journal = {Fundamenta Informaticae}, note = {IOS Press}, pages = {39-77}, url = {citeseer.ist.psu.edu/malerba03learning.html}, volume = {57}, year = {2003}, biburl = {http://www.bibsonomy.org/bibtex/283ef95208b53d1b03525064de156f822/mh}, timestamp = {2007.12.19}, owner = {martin}, keywords = {imported } } @article{Esposito.Malerba.ea00Induction, title = {Induction of Recursive Theories in the Normal {ILP} Setting: Issues and Solutions}, author = {Floriana Esposito and Donato Malerba and Francesca A. Lisi}, journal = {Lecture Notes in Computer Science}, pages = {93--??}, url = {citeseer.ist.psu.edu/esposito00induction.html}, volume = {1866}, year = {2000}, biburl = {http://www.bibsonomy.org/bibtex/2b10360b93c54d77509eedb81880c453c/mh}, timestamp = {2007.12.19}, owner = {martin}, keywords = {imported } }