@article{aimeur:icml07, author = {E. A\"{i}meur and G. Brassard and S. Gambs}, title = {Quantum clustering algorithms}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1--8} } @article{agarwal:icml07, author = {A. Agarwal and S. Chakrabarti}, title = {Learning random walks to rank nodes in graphs}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {9--16} } @article{amit:icml07, author = {Y. Amit and M. Fink and N. Srebro and S. Ullman}, title = {Uncovering shared structures in multiclass classification}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {17--24} } @article{ando:icml07, author = {R. Ando and T. Zhang}, title = {Two-view feature generation model for semi-supervised learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {25--32} } @article{andrew:icml07, author = {G. Andrew and J. Gao}, title = {Scalable training of {L1}-regularized log-linear models}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {33--40} } @article{asharaf:icml07, author = {S. Asharaf and M. Murty and S. Shevade}, title = {Multiclass core vector machine}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {41--48} } @article{azran:icml07, author = {A. Azran}, title = {The rendezvous algorithm: multiclass semi-supervised learning with {Markov} random walks}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {49--56} } @article{babaria:icml07, author = {R. Babaria and S. Jagarlapudi and K. Kumar and S. Kaveri and C. Bhattacharyya and M. Murty}, title = {Focussed crawling with scalable ordinal regression solvers}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {57--64} } @article{barhillel:icml07, author = {A. {Bar Hillel} and D. Weinshall}, title = {Learning distance function by coding similarity}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {65--72} } @article{bhattacharya:icml07, author = {S. Bhattacharya and C. Bhattacharyya and N. Chandra}, title = {Structural alignment based kernels for protein structure classification}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {73--80} } @article{bickel:icml07, author = {S. Bickel and M. Br\"{u}eckner and T. Scheffer}, title = {Discriminative learning for differing training and test distributions}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {81--88} } @article{bordes:icml07, author = {A. Bordes and L. Bottou and P. Gallinari and J. Weston}, title = {Solving multiclass support vector machines with {LaRank}}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {89--96} } @article{bryan:icml07, author = {B. Bryan and H. McMahan and C. Schafer and J. Schneider}, title = {Efficiently computing minimax expected-size confidence regions}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {97--104} } @article{bunescu:icml07, author = {R. Bunescu and R. Mooney}, title = {Multiple instance learning for sparse positive bags}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {105--112} } @article{busse:icml07, author = {L. Busse and P. Orbanz and J. Buhmann}, title = {Cluster analysis of heterogeneous rank data}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {113--120} } @article{cao:icml07a, author = {B. Cao and D. Shen and J. Sun and Q. Yang and Z. Chen}, title = {Feature selection in kernel space}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {121--128} } @article{cao:icml07b, author = {Z. Cao and T. Qin and T. Liu and M. Tsai and H. Li}, title = {Learning to rank: from pairwise approach to listwise approach}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {129--136} } @article{cazzanti:icml07, author = {L. Cazzanti and M. Gupta}, title = {Local similarity discriminant analysis}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {137--144} } @article{chan:icml07, author = {A. Chan and N. Vasconcelos and G. Lanckriet}, title = {Direct convex relaxations of sparse {SVM}}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {145--152} } @article{chen:icml07, author = {X. Chen and J. Jeong}, title = {Minimum reference set based feature selection for small sample classifications}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {153--160} } @article{cheng:icml07, author = {L. Cheng and S. Vishwanathan}, title = {Learning to compress images and video}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {161--168} } @article{cortes:icml07, author = {C. Cortes and M. Mohri and A. Rastogi}, title = {Magnitude-preserving ranking algorithms}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {169--176} } @article{daspremont:icml07, author = {A. d'Aspremont and F. Bach and L. El Ghaoui}, title = {Full regularization path for sparse principal component analysis}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {177--184} } @article{dai:icml07a, author = {G. Dai and D. Yeung}, title = {Kernel selection for semi-supervised kernel machines}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {185--192} } @article{dai:icml07b, author = {W. Dai and Q. Yang and G. Xue and Y. Yu}, title = {Boosting for transfer learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {193--200} } @article{davidson:icml07, author = {I. Davidson and S. Ravi}, title = {Intractability and clustering with constraints}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {201--208} } @article{davis:icml07, author = {J. Davis and B. Kulis and P. Jain and S. Sra and I. Dhillon}, title = {Information-theoretic metric learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {209--216} } @article{davis:icml07, author = {J. Davis and V. Costa and S. Ray and D. Page}, title = {An integrated approach to feature invention and model construction for drug activity prediction}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {217--224} } @article{delage:icml07, author = {E. Delage and S. Mannor}, title = {Percentile optimization in uncertain {MDP} with application to efficient exploration}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {225--232} } @article{dietz:icml07, author = {L. Dietz and S. Bickel and T. Scheffer}, title = {Unsupervised prediction of citation influences}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {233--240} } @article{dollar:icml07, author = {P. Doll\'{a}r and V. Rabaud and S. Belongie}, title = {Non-isometric manifold learning: analysis and an algorithm}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {241--248} } @article{dudik:icml07, author = {M. Dud\'{i}k and D. Blei and R. Schapire}, title = {Hierarchical maximum entropy density estimation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {249--256} } @article{esposito:icml07, author = {R. Esposito and D. Radicioni}, title = {{CarpeDiem}: an algorithm for the fast evaluation of {SSL} classifiers}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {257--264} } @article{farahmand:icml07, author = {A. Farahmand and C. Szepesv\'{a}ri and J. Audibert}, title = {Manifold-adaptive dimension estimation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {265--272} } @article{gelly:icml07, author = {S. Gelly and D. Silver}, title = {Combining online and offline knowledge in {UCT}}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {273--280} } @article{gerber:icml07, author = {S. Gerber and T. Tasdizen and R. Whitaker}, title = {Robust non-linear dimensionality reduction using successive 1-dimensional {Laplacian} eigenmaps}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {281--288} } @article{geurts:icml07, author = {P. Geurts and L. Wehenkel and F. d'Alch\'{e}-Buc}, title = {Gradient boosting for kernelized output spaces}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {289--296} } @article{ghavamzadeh:icml07, author = {M. Ghavamzadeh and Y. Engel}, title = {Bayesian actor-critic algorithms}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {297--304} } @article{globerson:icml07, author = {A. Globerson and T. Koo and X. Carreras and M. Collins}, title = {Exponentiated gradient algorithms for log-linear structured prediction}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {305--312} } @article{grira:icml07, author = {N. Grira and M. Houle}, title = {Best of both: a hybridized centroid-medoid clustering heuristic}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {313--320} } @article{guo:icml07, author = {F. Guo and S. Hanneke and W. Fu and E. Xing}, title = {Recovering temporally rewiring networks: a model-based approach}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {321--328} } @article{gupta:icml07, author = {R. Gupta and A. Diwan and S. Sarawagi}, title = {Efficient inference with cardinality-based clique potentials}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {329--336} } @article{herault:icml07, author = {R. H\'{e}rault and Y. Grandvalet}, title = {Sparse probabilistic classifiers}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {337--344} } @article{haider:icml07, author = {P. Haider and U. Brefeld and T. Scheffer}, title = {Supervised clustering of streaming data for email batch detection}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {345--352} } @article{hanneke:icml07, author = {S. Hanneke}, title = {A bound on the label complexity of agnostic active learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {353--360} } @article{hoi:icml07, author = {S. Hoi and R. Jin and M. Lyu}, title = {Learning nonparametric kernel matrices from pairwise constraints}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {361--368} } @article{jaeger:icml07, author = {M. Jaeger}, title = {Parameter learning for relational {Bayesian} networks}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {369--376} } @article{ji:icml07, author = {S. Ji and L. Carin}, title = {Bayesian compressive sensing and projection optimization}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {377--384} } @article{johns:icml07, author = {J. Johns and S. Mahadevan}, title = {Constructing basis functions from directed graphs for value function approximation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {385--392} } @article{kersting:icml07, author = {K. Kersting and C. Plagemann and P. Pfaff and W. Burgard}, title = {Most likely heteroscedastic {Gaussian} process regression}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {393--400} } @article{kim:icml07a, author = {K. Kim and S. Choi}, title = {Neighbor search with global geometry: a minimax message passing algorithm}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {401--408} } @article{kim:icml07b, author = {M. Kim and V. Pavlovic}, title = {A recursive method for discriminative mixture learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {409--416} } @article{kirshner:icml07, author = {S. Kirshner and P. Smyth}, title = {Infinite mixtures of trees}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {417--424} } @article{klami:icml07, author = {A. Klami and S. Kaski}, title = {Local dependent components}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {425--432} } @article{kok:icml07, author = {S. Kok and P. Domingos}, title = {Statistical predicate invention}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {433--440} } @article{kramer:icml07, author = {N. Kr\"{a}mer and M. Braun}, title = {Kernelizing {PLS}, degrees of freedom, and efficient model selection}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {441--448} } @article{krause:icml07, author = {A. Krause and C. Guestrin}, title = {Nonmyopic active learning of {Gaussian} processes: an exploration-exploitation approach}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {449--456} } @article{kropotov:icml07, author = {D. Kropotov and D. Vetrov}, title = {On one method of non-diagonal regularization in sparse {Bayesian} learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {457--464} } @article{kuzmin:icml07, author = {D. Kuzmin and M. Warmuth}, title = {Online kernel {PCA} with entropic matrix updates}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {465--472} } @article{larochelle:icml07, author = {H. Larochelle and D. Erhan and A. Courville and J. Bergstra and Y. Bengio}, title = {An empirical evaluation of deep architectures on problems with many factors of variation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {473--480} } @article{lawrence:icml07, author = {N. Lawrence and A. Moore}, title = {The hierarchical {Gaussian} process latent variable model}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {481--488} } @article{lee:icml07, author = {S. Lee and V. Chatalbashev and D. Vickrey and D. Koller}, title = {Learning a meta-level prior for feature relevance from multiple related tasks}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {489--496} } @article{leskovec:icml07, author = {J. Leskovec and C. Faloutsos}, title = {Scalable modeling of real graphs using {Kronecker} multiplication}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {497--504} } @article{li:icml07a, author = {B. Li and M. Chi and J. Fan and X. Xue}, title = {Support cluster machine}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {505--512} } @article{li:icml07b, author = {F. Li and J. Yang and J. Wang}, title = {A transductive framework of distance metric learning by spectral dimensionality reduction}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {513--520} } @article{li:icml07c, author = {T. Li and C. Ding}, title = {Adaptive dimension reduction using discriminant analysis and $k$-means clustering}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {521--528} } @article{li:icml07d, author = {W. Li and K. Lee and K. Leung}, title = {Large-scale {RLSC} learning without agony}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {529--536} } @article{li:icml07e, author = {X. Li and W. Cheung and J. Liu and Z. Wu}, title = {A novel orthogonal {NMF}-based belief compression for {POMDPs}}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {537--544} } @article{liang:icml07, author = {P. Liang and M. Jordan and B. Taskar}, title = {A permutation-augmented sampler for {DP} mixture models}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {545--552} } @article{liao:icml07, author = {X. Liao and H. Li and L. Carin}, title = {Quadratically gated mixture of experts for incomplete data classification}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {553--560} } @article{lin:icml07, author = {C. Lin and R. Weng and S. Keerthi}, title = {Trust region newton methods for large-scale logistic regression}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {561--568} } @article{long:icml07, author = {B. Long and Z. Zhang and X. Wu and P. Yu}, title = {Relational clustering by symmetric convex coding}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {569--576} } @article{ma:icml07, author = {Y. Ma and S. Lao and E. Takikawa and M. Kawade}, title = {Discriminant analysis in correlation similarity measure space}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {577--584} } @article{mahadevan:icml07, author = {S. Mahadevan}, title = {Adaptive mesh compression in {3D} computer graphics using multiscale manifold learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {585--592} } @article{mann:icml07, author = {G. Mann and A. McCallum}, title = {Simple, robust, scalable semi-supervised learning via expectation regularization}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {593--600} } @article{marthi:icml07, author = {B. Marthi}, title = {Automatic shaping and decomposition of reward functions}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {601--608} } @article{masnadi-shirazi:icml07, author = {H. Masnadi-Shirazi and N. Vasconcelos}, title = {Asymmetric boosting}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {609--616} } @article{mcneill:icml07, author = {G. McNeill and S. Vijayakumar}, title = {Linear and nonlinear generative probabilistic class models for shape contours}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {617--624} } @article{mihalkova:icml07, author = {L. Mihalkova and R. Mooney}, title = {Bottom-up learning of {Markov} logic network structure}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {625--632} } @article{mimno:icml07, author = {D. Mimno and W. Li and A. McCallum}, title = {Mixtures of hierarchical topics with pachinko allocation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {633--640} } @article{mnih:icml07, author = {A. Mnih and G. Hinton}, title = {Three new graphical models for statistical language modelling}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {641--648} } @article{moschitti:icml07, author = {A. Moschitti and F. Zanzotto}, title = {Fast and effective kernels for relational learning from texts}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {649--656} } @article{mosci:icml07, author = {S. Mosci and L. Rosasco and A. Verri}, title = {Dimensionality reduction and generalization}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {657--664} } @article{mylonakis:icml07, author = {M. Mylonakis and K. Sima'an and R. Hwa}, title = {Unsupervised estimation for noisy-channel models}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {665--672} } @article{nelson:icml07, author = {B. Nelson and I. Cohen}, title = {Revisiting probabilistic models for clustering with constraints}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {673--680} } @article{nguyen:icml07, author = {N. Nguyen and Y. Guo}, title = {Comparisons of sequence labeling algorithms and extensions}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {681--688} } @article{ni:icml07, author = {K. Ni and L. Carin and D. Dunson}, title = {Multi-Task learning for sequential data via {IHMMs} and the nested {Dirichlet} process}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {689--696} } @article{nilsson:icml07, author = {J. Nilsson and F. Sha and M. Jordan}, title = {Regression on manifolds using kernel dimension reduction}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {697--704} } @article{osentoski:icml07, author = {S. Osentoski and S. Mahadevan}, title = {Learning state-action basis functions for hierarchical {MDPs}}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {705--712} } @article{yoganandap:icml07, author = {A. P. Yogananda and M. Murty and L. Gopal}, title = {A fast linear separability test by projection of positive points on subspaces}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {713--720} } @article{pandey:icml07, author = {S. Pandey and D. Chakrabarti and D. Agarwal}, title = {Multi-armed bandit problems with dependent arms}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {721--728} } @article{parker:icml07, author = {C. Parker and A. Fern and P. Tadepalli}, title = {Learning for efficient retrieval of structured data with noisy queries}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {729--736} } @article{parr:icml07, author = {R. Parr and C. Painter-Wakefield and L. Li and M. Littman}, title = {Analyzing feature generation for value-function approximation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {737--744} } @article{peters:icml07, author = {J. Peters and S. Schaal}, title = {Reinforcement learning by reward-weighted regression for operational space control}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {745--750} } @article{phua:icml07, author = {C. Phua and R. Fitch}, title = {Tracking value function dynamics to improve reinforcement learning with piecewise linear function approximation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {751--758} } @article{raina:icml07, author = {R. Raina and A. Battle and H. Lee and B. Packer and A. Ng}, title = {Self-taught learning: transfer learning from unlabeled data}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {759--766} } @article{rakhlin:icml07, author = {A. Rakhlin and J. Abernethy and P. Bartlett}, title = {Online discovery of similarity mappings}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {767--774} } @article{rakotomamonjy:icml07, author = {A. Rakotomamonjy and F. Bach and S. Canu and Y. Grandvalet}, title = {More efficiency in multiple kernel learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {775--782} } @article{rattigan:icml07, author = {M. Rattigan and M. Maier and D. Jensen}, title = {Graph clustering with network structure indices}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {783--790} } @article{salakhutdinov:icml07, author = {R. Salakhutdinov and A. Mnih and G. Hinton}, title = {Restricted {Boltzmann} machines for collaborative filtering}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {791--798} } @article{shah:icml07, author = {M. Shah}, title = {Sample compression bounds for decision trees}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {799--806} } @article{shalevshwartz:icml07, author = {S. Shalev-Shwartz and Y. Singer and N. Srebro}, title = {Pegasos: primal estimated sub-gradient solver for {SVM}}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {807--814} } @article{song:icml07, author = {L. Song and A. Smola and A. Gretton and K. Borgwardt}, title = {A dependence maximization view of clustering}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {815--822} } @article{song:icml07, author = {L. Song and A. Smola and A. Gretton and K. Borgwardt and J. Bedo}, title = {Supervised feature selection via dependence estimation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {823--830} } @article{sriperumbudur:icml07, author = {B. Sriperumbudur and D. Torres and G. Lanckriet}, title = {Sparse eigen methods by {D.C.} programming}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {831--838} } @article{stern:icml07, author = {D. Stern and R. Herbrich and T. Graepel}, title = {Learning to solve game trees}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {839--846} } @article{sun:icml07, author = {J. Sun and A. Kaban and S. Raychaudhury}, title = {Robust mixtures in the presence of measurement errors}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {847--854} } @article{sun:icml07, author = {X. Sun and D. Janzing and B. Sch\"{o}lkopf and K. Fukumizu}, title = {A kernel-based causal learning algorithm}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {855--862} } @article{sutton:icml07a, author = {C. Sutton and A. McCallum}, title = {Piecewise pseudolikelihood for efficient training of conditional random fields}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {863--870} } @article{sutton:icml07b, author = {R. Sutton and A. Koop and D. Silver}, title = {On the role of tracking in stationary environments}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {871--878} } @article{taylor:icml07, author = {M. Taylor and P. Stone}, title = {Cross-domain transfer for reinforcement learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {879--886} } @article{titov:icml07, author = {I. Titov and J. Henderson}, title = {Incremental {Bayesian} networks for structure prediction}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {887--894} } @article{tomioka:icml07, author = {R. Tomioka and K. Aihara}, title = {Classifying matrices with a spectral regularization}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {895--902} } @article{tsampouka:icml07, author = {P. Tsampouka and J. Shawe-Taylor}, title = {Approximate maximum margin algorithms with rules controlled by the number of mistakes}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {903--910} } @article{tsang:icml07, author = {I. Tsang and A. Kocsor and J. Kwok}, title = {Simpler core vector machines with enclosing balls}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {911--918} } @article{tsuda:icml07, author = {K. Tsuda}, title = {Entire regularization paths for graph data}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {919--926} } @article{urtasun:icml07, author = {R. Urtasun and T. Darrell}, title = {Discriminative {Gaussian} process latent variable models for classification}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {927--934} } @article{vanhulse:icml07, author = {J. {Van Hulse} and T. Khoshgoftaar and A. Napolitano}, title = {Experimental perspectives on learning from imbalanced data}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {935--942} } @article{wachman:icml07, author = {G. Wachman and R. Khardon}, title = {Learning from interpretations: a rooted kernel for ordered hypergraphs}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {943--950} } @article{wang:icml07a, author = {G. Wang and D. Yeung and F. Lochovsky}, title = {A kernel path algorithm for support vector machines}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {951--958} } @article{wang:icml07b, author = {H. Wang and H. Zha and H. Qin}, title = {Dirichlet aggregation: unsupervised learning towards an optimal metric for proportional data}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {959--966} } @article{wang:icml07c, author = {H. Wang and S. Yan and T. Huang and J. Liu and X. Tang}, title = {Transductive regression piloted by inter-manifold relations}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {967--974} } @article{wang:icml07d, author = {J. Wang and D. Fleet and A. Hertzmann}, title = {Multifactor {Gaussian} process models for style-content separation}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {975--982} } @article{wang:icml07e, author = {L. Wang and J. Zhu and H. Zou}, title = {Hybrid huberized support vector machines for microarray classification}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {983--990} } @article{wang:icml07f, author = {L. Wang and C. Yang and J. Feng}, title = {On learning with dissimilarity functions}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {991--998} } @article{warmuth:icml07, author = {M. Warmuth}, title = {Winnowing subspaces}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {999--1006} } @article{werner:icml07, author = {T. Werner}, title = {What is decreased by the max-sum arc consistency algorithm?}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1007--1014} } @article{wilson:icml07, author = {A. Wilson and A. Fern and P. Tadepalli and S. Ray}, title = {Multi-task reinforcement learning: a hierarchical {Bayesian} approach}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1015--1022} } @article{wipf:icml07, author = {D. Wipf and S. Nagarajan}, title = {Beamforming using the relevance vector machine}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1023--1030} } @article{woznica:icml07, author = {A. Woznica and A. Kalousis and M. Hilario}, title = {Learning to combine distances for complex representations}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1031--1038} } @article{wu:icml07, author = {M. Wu and K. Yu and S. Yu and B. Sch\"{o}lkopf}, title = {Local learning projections}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1039--1046} } @article{xu:icml07, author = {Y. Xu and A. Fern}, title = {On learning linear ranking functions for beam search}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1047--1054} } @article{xuan:icml07, author = {X. Xuan and K. Murphy}, title = {Modeling changing dependency structure in multivariate time series}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1055--1062} } @article{xue:icml07, author = {Y. Xue and D. Dunson and L. Carin}, title = {The matrix stick-breaking process for flexible multi-task learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1063--1070} } @article{yairi:icml07, author = {T. Yairi}, title = {Map building without localization by dimensionality reduction techniques}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1071--1078} } @article{yamazaki:icml07, author = {K. Yamazaki and M. Kawanabe and S. Watanabe and M. Sugiyama and K. M\"{u}ller}, title = {Asymptotic {Bayesian} generalization error when training and test distributions are different}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1079--1086} } @article{ye:icml07a, author = {J. Ye}, title = {Least squares linear discriminant analysis}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1087--1094} } @article{ye:icml07b, author = {J. Ye and J. Chen and S. Ji}, title = {Discriminant kernel and regularization parameter learning via semidefinite programming}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1095--1102} } @article{yu:icml07, author = {S. Yu and V. Tresp and K. Yu}, title = {Robust multi-task learning with $t$-processes}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1103--1110} } @article{zhang:icml07a, author = {J. Zhang and R. Yan}, title = {On the value of pairwise constraints in classification and consistency}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1111--1118} } @article{zhang:icml07b, author = {K. Zhang and I. Tsang and J. Kwok}, title = {Maximum margin clustering made practical}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1119--1126} } @article{zhang:icml07c, author = {K. Zhang and L. Chan}, title = {Nonlinear independent component analysis with minimal nonlinear distortion}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1127--1134} } @article{zhang:icml07d, author = {W. Zhang and X. Xue and Z. Sun and Y. Guo and H. Lu}, title = {Optimal dimensionality of metric space for classification}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1135--1142} } @article{zhang:icml07e, author = {X. Zhang and D. Aberdeen and S. Vishwanathan}, title = {Conditional random fields for multi-agent reinforcement learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1143--1150} } @article{zhao:icml07, author = {Z. Zhao and H. Liu}, title = {Spectral feature selection for supervised and unsupervised learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1151--1158} } @article{zhou:icml07a, author = {D. Zhou and C. Burges}, title = {Spectral clustering with multiple views}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1159--1166} } @article{zhou:icml07b, author = {Z. Zhou and J. Xu}, title = {On the relation between multi-instance learning and semi-supervised learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1167--1174} } @article{zhu:icml07, author = {J. Zhu and Z. Nie and B. Zhang and J. Wen}, title = {Dynamic hierarchical {Markov} random fields and their application to web data extraction}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1175--1182} } @article{zien:icml07a, author = {A. Zien and U. Brefeld and T. Scheffer}, title = {Transductive support vector machines for structured variables}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1183--1190} } @article{zien:icml07b, author = {A. Zien and C. Ong}, title = {Multiclass multiple kernel learning}, booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007)}, location = {Corvallis, OR}, editor = {Zoubin Ghahramani}, publisher = {Omnipress}, year = {2007}, pages = {1191--1198} }