@inproceedings{siolas2000, title = {Support Vector Machines Based on a Semantic Kernel for Text Categorization}, address = {Washington, DC, USA}, author = {Georges Siolas and Florence d'Alché Buc}, booktitle = {IJCNN '00: Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 5}, pages = {5205}, publisher = {IEEE Computer Society}, url = {http://ieeexplore.ieee.org/iel5/6927/18674/00861458.pdf?arnumber=861458}, year = {2000}, biburl = {http://www.bibsonomy.org/bibtex/27c0b674b94f53bc6abc895e9f99905e9/hkorte}, description = {Support Vector Machines Based on a Semantic Kernel for Text Categorization}, abstract = {We propose to solve a text categorization task using a new metric between documents, based on a priori semantic knowledge about words. This metric can be incorporated into the definition of radial basis kernels of Support Vector Machines or directly used in a K-nearest neighbors algorithm. Both SVM and KNN are tested and compared on the 20 - newsgroups database. Support Vector Machines provide the best accuracy on test data.}, isbn = {0-7695-0619-4}, keywords = {machine_learning svm text_classification text_mining } } @inproceedings{siolas00semantickernels, title = {Support Vector Machines Based on a Semantic Kernel for Text Categorization}, author = {Georges Siolas and Florence d'Alche Buc}, booktitle = {IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN)}, pages = {205-209}, publisher = {IEEE Computer Society, Washington, DC, USA}, url = {http://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.861458}, volume = {5}, year = {2000}, biburl = {http://www.bibsonomy.org/bibtex/247664a13d4a9e41779d5b5e257fe1801/sb3000}, keywords = {semantic-kernels } } @article{journals/bioinformatics/QuachBd07, title = {Estimating parameters and hidden variables in non-linear state-space models based on ODEs for biological networks inference.}, author = {Minh Quach and Nicolas Brunel and Florence d'Alché Buc}, journal = {Bioinformatics}, number = {23}, pages = {3209-3216}, url = {http://dblp.uni-trier.de/db/journals/bioinformatics/bioinformatics23.html#QuachBd07}, volume = {23}, year = {2007}, biburl = {http://www.bibsonomy.org/bibtex/2d2c01266f8dd2eb49bc5113aaebf1812/dblp}, description = {dblp}, ee = {http://dx.doi.org/10.1093/bioinformatics/btm510}, date = {2008-01-11}, keywords = {dblp } } @inproceedings{conf/icml/GeurtsWd07, title = {Gradient boosting for kernelized output spaces.}, author = {Pierre Geurts and Louis Wehenkel and Florence d'Alché Buc}, booktitle = {ICML}, crossref = {conf/icml/2007}, editor = {Zoubin Ghahramani}, pages = {289-296}, publisher = {ACM}, series = {ACM International Conference Proceeding Series}, url = {http://dblp.uni-trier.de/db/conf/icml/icml2007.html#GeurtsWd07}, volume = {227}, year = {2007}, biburl = {http://www.bibsonomy.org/bibtex/2abb209eeef60b9718f4304f08cb8c338/dblp}, description = {dblp}, ee = {http://doi.acm.org/10.1145/1273496.1273533}, isbn = {978-1-59593-793-3}, date = {2007-10-22}, keywords = {dblp } } @inproceedings{conf/wilf/AuliacdF07, title = {Learning Transcriptional Regulatory Networks with Evolutionary Algorithms Enhanced with Niching.}, author = {Cédric Auliac and Florence d'Alché Buc and Vincent Frouin}, booktitle = {WILF}, crossref = {conf/wilf/2007}, editor = {Francesco Masulli and Sushmita Mitra and Gabriella Pasi}, pages = {612-619}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/wilf/wilf2007.html#AuliacdF07}, volume = {4578}, year = {2007}, biburl = {http://www.bibsonomy.org/bibtex/27bf7f0d605c4aed38468ccb6a17a678a/dblp}, description = {dblp}, ee = {http://dx.doi.org/10.1007/978-3-540-73400-0_78}, isbn = {978-3-540-73399-7}, date = {2007-09-03}, keywords = {dblp } } @inproceedings{conf/mlcw/BayerBFHHY05, title = {Evaluating Semantic Evaluations: How RTE Measures Up.}, author = {Samuel Bayer and John D. Burger and Lisa Ferro and John C. Henderson and Lynette Hirschman and Alexander S. Yeh}, booktitle = {MLCW}, crossref = {conf/mlcw/2005}, editor = {Joaquin Quiñonero Candela and Ido Dagan and Bernardo Magnini and Florence d'Alché Buc}, pages = {309-331}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/mlcw/mlcw2005.html#BayerBFHHY05}, volume = {3944}, year = {2005}, biburl = {http://www.bibsonomy.org/bibtex/27051d9f8d418e9c21c193425c25085f4/dblp}, description = {dblp}, ee = {http://dx.doi.org/10.1007/11736790_18}, isbn = {3-540-33427-0}, date = {2006-12-27}, keywords = {dblp } } @inproceedings{conf/icml/GeurtsWd06, title = {Kernelizing the output of tree-based methods.}, author = {Pierre Geurts and Louis Wehenkel and Florence d'Alché Buc}, booktitle = {ICML}, crossref = {conf/icml/2006}, editor = {William W. Cohen and Andrew Moore}, pages = {345-352}, publisher = {ACM}, series = {ACM International Conference Proceeding Series}, url = {http://dblp.uni-trier.de/db/conf/icml/icml2006.html#GeurtsWd06}, volume = {148}, year = {2006}, biburl = {http://www.bibsonomy.org/bibtex/24676306c216a7da72ee640625da6273e/dblp}, description = {dblp}, ee = {http://doi.acm.org/10.1145/1143844.1143888}, isbn = {1-59593-383-2}, date = {2006-09-27}, keywords = {dblp } } @inproceedings{Siolas00SVMSemanticKernels, title = {Support Vector Machines Based on a Semantic Kernel for Text Categorization}, author = {Florence d'Alche-Buc Georges Siolas}, booktitle = {IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 5}, url = {http://csdl2.computer.org/persagen/DLAbsToc.jsp?resourcePath=/dl/proceedings/&toc=comp/proceedings/ijcnn/2000/0619/05/0619toc.xml&DOI=10.1109/IJCNN.2000.861458}, year = {2000}, biburl = {http://www.bibsonomy.org/bibtex/252560d31e7e555e4ee4438e55b534eea/grani}, doi = {http://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.861458}, owner = {grani}, timestamp = {2006.02.25}, keywords = {imported } } @inproceedings{conf/mlcw/Chawla05, title = {Many Are Better Than One: Improving Probabilistic Estimates from Decision Trees.}, author = {Nitesh V. Chawla}, booktitle = {MLCW}, crossref = {conf/mlcw/2005}, editor = {Joaquin Quiñonero Candela and Ido Dagan and Bernardo Magnini and Florence d'Alché Buc}, pages = {41-55}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/mlcw/mlcw2005.html#Chawla05}, volume = {3944}, year = {2005}, biburl = {http://www.bibsonomy.org/bibtex/2e9f89b368868a2ebc6b8428e5981f1b6/dblp}, description = {dblp}, ee = {http://dx.doi.org/10.1007/11736790_4}, isbn = {3-540-33427-0}, date = {2006-05-02}, keywords = {dblp } } @inproceedings{conf/mlcw/EveringhamZWGABCDDDDEFFGGJKKLLLMNSSSSSSTUVZ05, title = {The 2005 PASCAL Visual Object Classes Challenge.}, author = {Mark Everingham and Andrew Zisserman and Christopher K. I. Williams and Luc J. Van Gool and Moray Allan and Christopher M. Bishop and Olivier Chapelle and Navneet Dalal and Thomas Deselaers and Gyuri Dorkó and Stefan Duffner and Jan Eichhorn and Jason D. R. Farquhar and Mario Fritz and Christophe Garcia and Tom Griffiths and Frédéric Jurie and Daniel Keysers and Markus Koskela and Jorma Laaksonen and Diane Larlus and Bastian Leibe and Hongying Meng and Hermann Ney and Bernt Schiele and Cordelia Schmid and Edgar Seemann and John Shawe-Taylor and Amos J. Storkey and Sándor Szedmák and Bill Triggs and Ilkay Ulusoy and Ville Viitaniemi and Jianguo Zhang}, booktitle = {MLCW}, crossref = {conf/mlcw/2005}, editor = {Joaquin Quiñonero Candela and Ido Dagan and Bernardo Magnini and Florence d'Alché Buc}, pages = {117-176}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, url = {http://dblp.uni-trier.de/db/conf/mlcw/mlcw2005.html#EveringhamZWGABCDDDDEFFGGJKKLLLMNSSSSSSTUVZ05}, volume = {3944}, year = {2005}, biburl = {http://www.bibsonomy.org/bibtex/27fee16977b4487236d77e272069e75aa/dblp}, description = {dblp}, ee = {http://dx.doi.org/10.1007/11736790_8}, isbn = {3-540-33427-0}, date = {2006-05-02}, keywords = {dblp } }