%%%%%%% papers %%%%%%%% @Article{LiuSon04, title = {The numerical analysis of Lobster stomatogastric nervous system}, author = {S.Q. Liu and L. Song}, journal = {Acta Biophysica Sinica}, volume = {20}, number = {3}, year = {2004}, } @InProceedings = {AhmDywHonetal04, title = {Wilmascope graph visualization}, author = {A. Ahmed and T. Dywer and S.H. Hong and C. Murray and L. Song and Y.X. Wu}, booktitle = {IEEE Symposium on Information Visualization (InfoVis)}, year = {2004}, pdf = {papers/AhmDywHonetal04.pdf} } @Article{LiuSon05, title = {Curvature relation of wave front and wave changing in external field}, author = {S.Q. Liu and L. Song}, journal = {Applied Mathematics and Mechanics}, volume = {26}, number = {7}, year = {2005}, } @InProceedings = {ZheSonEad05, title = {Crossing minimization problems of drawing bipartite graphs in two clusters}, author = {L. Zheng and L. Song and P. Eades}, booktitle = {Asian-Pacific Symposium on Information Visualization}, year = {2005}, pdf = {papers/ZheSonEad05.pdf} } @InProceedings = {SonTak05, title = {Real-time 3d finger pointing for an augmented desk}, author = {L. Song and M. Takatsuka}, booktitle = {Australasian User Interface Conference}, year = {2005}, pdf = {papers/SonTak05.pdf}, } @InProceedings{AhmDywHonetal05, title = {Visualization and analysis of large and complex scale-free networks}, author = {A. Ahmed and T. Dywer and S.H. Hong and C. Murray and L. Song and Y.X. Wu}, booktitle = {IEEE VGTC Symposium on Visualization (EUROGRAPHICS)}, year = {2005}, pdf = {papers/AhmDywHonetal05.pdf}, } @InProceedings{HuaMurSheetal05, title = {Visualization and analysis of network motifs}, author = {W. Huang and C. Murray and X. Shen and L. Song and Y.X. Wu and L. Zheng}, booktitle = {International Conference on Information Visualization}, year = {2005}, pdf = {papers/HuaMurSheetal05.pdf}, } @InProceedings{Son05, title = {Desynchronization network analysis for the recognition of imagined movement}, author = {L. Song}, booktitle = {IEEE EMBS Annual International Conference}, year = {2005}, pdf = {papers/Son05.pdf}, } @InCollection{SonGorGys06, title = {Phase Synchrony Rate for the Recognition of Motor Imagery in BCIs}, author = {L. Song and E. Gordon and E. Gysels}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {}, publisher = {MIT Press}, address = {Cambridge, MA}, year = {2006}, pdf = {papers/SonGorGys06.pdf} } @InProceedings{SonEpp06a, title = {Improving the separability of EEG signals during motor imagery with an efficient circular Laplacian}, author = {L. Song and J. Epps}, booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing}, year = 2006, pdf = {papers/SonEpp06a.pdf} } @InProceedings{SonEpp06, title = "Classifying {EEG} for brain-computer interfaces: learning optimal filters for dynamical system features", author = "L. Song and J. Epps", booktitle = "International Conference on Machine Learning", year = "2006", editor = "William W. Cohen and Andrew Moore", pdf = "papers/SonEpp06.pdf", } @article{WilPalLidetal06, title = {The `when' and `where' of perceiving signals of threat versus non-threat}, author = {L. Williams and D. Palmer and B. Liddell and L. Song and E. Gordon}, journal = {NeuroImage}, volume = {31}, pages = {458-467}, year = 2006, url = {http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=16460966&dopt=Citation}, } @InProceedings{SonSmoGreBog07, title = "A dependence maximization view of clustering", author = "L. Song and A. Smola and A. Gretton and K. Borgwardt", booktitle = "International Conference on Machine Learning", year = "2007", editor = "Zoubin Ghahramani", pdf = "papers/SonSmoGreBog07.pdf", } @InProceedings{SonSmoGreetal07a, author = {L. Song and A. Smola and A. Gretton and K. Borgwardt and J. Bedo}, title = {Supervised Feature Selection via Dependence Estimation}, booktitle = {International Conference on Machine Learning}, year = 2007, editor = {C. Sammut and Z. Ghahramani}, pdf = {papers/SonSmoGreetal07a.pdf} } @InProceedings{SonBedBoretal07, author = {L. Song and J. Bedo and K. Borgwardt and A. Gretton and A. Smola}, title = {Gene Selection via the BAHSIC Family of Algorithms}, booktitle = {Bioinformatics (ISMB)}, volume = {23}, number = {13}, pages = {i490--i498}, year = 2007, pdf = {papers/SonBedBoretal07.pdf} } @InProceedings{SmoGreSonSch07, author = {A. J. Smola and A. Gretton and L. Song and B. Sch\"{o}lkopf}, title = {A Hilbert Space Embedding for Distributions}, booktitle = {Algorithmic Learning Theory}, year = 2007, editor = {E.\ Takimoto}, series = {Lecture Notes on Computer Science}, publisher = {Springer}, note = {Invited paper}, pdf = {papers/SmoGreSonSch07.pdf} } @Article{SonSmoGreetal07, title = {Feature selection via dependence maximization}, author = {L. Song and A. Smola and A. Gretton and J. Bedo and K. Borgwardt}, journal = {Journal of Machine Learning Research (accepted)}, year = {2007}, pdf = {papers/SonSmoGreetal07.pdf}, } @Article{KuaGatDobetal08, author = {L. Williams, J. Gatt, S. Kuan, C. Dobson-Stone, D. Palmer, R. Paul, L. Song, P. Costa, P. Schofield and E. Gordon}, title = {A polymorphism of the maoa gene is associated with emotional brain markers and personality traits on an antisocial index}, journal = {Neuropsychopharmacology}, volume = {34}, pages = {1797--1809}, year = {2009}, url = {http://www.nature.com/npp/journal/v34/n7/abs/npp20091a.html} } @incollection{GreFukTeoetal08, title = {A Kernel Statistical Test of Independence}, author = {A. Gretton and K. Fukumizu and C.H. Teo and L. Song and B. Sch\"{o}lkopf and A. Smola}, booktitle = {Advances in Neural Information Processing Systems 20}, editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis}, publisher = {MIT Press}, address = {Cambridge, MA}, year = {2008}, pdf = {papers/GreFukTeoetal08.pdf} } @incollection{SonSmoBorGre08, title = {Colored Maximum Variance Unfolding}, author = {L. Song and A. Smola and K. Borgwardt and A. Gretton}, booktitle = {Advances in Neural Information Processing Systems 20}, editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis}, publisher = {MIT Press}, address = {Cambridge, MA}, year = {2008}, pdf = {papers/SonSmoBorGre08.pdf} } @INPROCEEDINGS{SonZhaSmoetal08, author = {L. Song and X. Zhang and A. Smola and A. Gretton and B. Sch\"{o}lkopf}, title = {Tailoring Density Estimation via Reproducing Kernel Moment Matching}, year = {2008}, booktitle = {International Conference on Machine Learning}, pdf = {papers/SonZhaSmoetal08.pdf} } @InProceedings{BorYanThoetal08, author = {K. Borgwardt and X. Yan and M. Thoma and H. Cheng and A. Gretton and L. Song and A. Smola and J. Han and P. Yu and H. Kriegel}, title = {Combining near-optimal feature selection with gSpan}, booktitle = {Workshop on Mining and Learning with Graphs}, year = 2008, url = {http://www.cis.hut.fi/MLG08/papers/session1/paper9.pdf} } @InProceedings{Song08, author = {L. Song}, title = {Learning via Hilbert space embedding of distributions}, school = {National ICT Austraila and University of Sydney}, booktitle = {PhD Thesis}, year = {2008}, pdf = {papers/lesong_thesis.pdf} } @InProceedings{QuaSonSmo09, author = {N. Quadrianto and L. Song and A. Smola}, title = {Kernelized Sorting}, booktitle = {Advances in Neural Information Processing Systems 21}, year = 2009, pdf = {papers/QuaSonSmo09.pdf} } @InProceedings{ZhaSonGreSmo09, author = {X. Zhang and L. Song and A. Gretton and A. Smola}, title = {Kernel Measures of Independence for non-iid Data}, booktitle = {Advances in Neural Information Processing Systems 21}, year = 2009, pdf = {papers/ZhaSonGreSmo09.pdf} } @InProceedings{ThoCheGreetal09, title = {Near-optimal supervised feature selection among frequent subgraphs}, author = {M. Thoma and H. Cheng and A. Gretton and J. Han and H. Kriegel and A. Smola and L. Song and P. Yu and X. Yan and K. Borgwardt}, booktitle = {SIAM International Conference on Data Mining (SDM)}, year = {2009}, pdf = {papers/ThoCheGreetal09.pdf}, } @InProceedings{SmoSonTeo09, title = {Relative Novelty Detection}, author = {A. Smola and L. Song and C. Teo}, booktitle = {AI and Statistics}, year = {2009}, pdf = {papers/SmoSonTeo09.pdf} } @InProceedings{SonKolXin09a, title = {KELLER: Estimating Time-Evolving Interactions between Genes}, author = {L. Song and M. Kolar and E. Xing}, booktitle = {Bioinformatics (ISMB)}, volume = {25}, number = {12}, pages = {i128--i136}, year = {2009}, pdf = {papers/SonKolXin09.pdf} } @InProceedings{FuSonXin09, title = {Dynamic mixed membership blockmodel for evolving networks}, author = {W. Fu and L. Song and E. Xing}, booktitle = {International Conference on Machine Learning}, year = 2009, pdf = {papers/FuSonXin09.pdf} } @InProceedings{SonHuaSmoFuk09, title = {Hilbert space embeddings of conditional distributions}, author = {L. Song and J. Huang and A. Smola and K. Fukumizu}, booktitle = {International Conference on Machine Learning}, year = 2009, pdf = {papers/SonHuaSmoetal09.pdf} } @InProceedings{KolSonXin10, author = {M. Kolar, L. Song and E. Xing}, title = {Sparsistent learning of varying-coefficient models with structural changes}, booktitle = {Advances in Neural Information Processing Systems 22 (NIPS)}, year = {2010}, pdf = {papers/KolSonXin10.pdf} } @InProceedings{SonKolXin10, author = {L. Song, M. Kolar and E. Xing}, title = {Time-varying dynamic Bayesian networks}, booktitle = {Advances in Neural Information Processing Systems 22 (NIPS)}, year = {2010}, pdf = {papers/SonKolXin10.pdf} } @Article{XinFuSon10, author = {E. Xing, W. Fu, and L. Song}, title = {A State-Space Mixed Membership Blockmodel for Dynamic Network Tomography}, journal = {Annals of Applied Statistics}, year = 2010, pdf = {papers/XinFuSon10.pdf} } @Article{KolSonAhmXin10, author = {M. Kolar, L. Song, A. Ahmed, and E. Xing}, title = {Estimating Time-Varying Networks}, journal = {Annals of Applied Statistics}, year = 2010, pdf = {papers/KolSonAhmXin10.pdf} } @Article{QuaSmoSonTuy10, author = {N. Quadrianto, A. Smola, L. Song and T. Tuytelaars}, title = {Kernelized Sorting}, journal = {IEEE Trans. on Pattern Analysis and Machine Intelligence}, year = {2010}, pdf = {papers/QuaSmoSonTuy10.pdf} } @InProceedings{HuaSonSch10, author = {T. Huang and L. Song and J. Schneider}, title = {Learning Nonlinear Dynamic Models from Non-sequenced Data}, booktitle = {Artificial Intelligence and Statistics (AISTATS)}, year = {2010}, pdf = {papers/HuaSonSch10.pdf} } @InProceedings{SonGreGue10, author = {L. Song and A. Gretton and C. Guestrin}, title = {Nonparametric Tree Graphical Models}, booktitle = {Artificial Intelligence and Statistics (AISTATS)}, year = {2010}, pdf = {papers/SonGreGue10.pdf} } @InProceedings{SonBooSidetal10, author = {L. Song and B. Boots and S. Siddiqi and G. Gordon and A. Smola}, title = {Hilbert Space Embeddings of Hilbert Markov Models}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2010}, pdf = {papers/SonBooSidetal10.pdf} } @InProceedings{ParSonXin11, author = {A. Parikh and L. Song and E. Xing}, title = {A Spectral algorithm for latent tree graphical models}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2011}, pdf = {papers/ParSonXin11.pdf} } @InProceedings{HoSonXin11, author = {Q. Ho and L. Song and E. Xing}, title = {Evolving cluster mixed-membership blockmodel for time-varying networks}, booktitle = {Artificial Intelligence and Statistics (AISTATS)}, year = {2011}, pdf = {papers/HoSonXin11.pdf}, } @InProceedings{HoParSonXin11, author = {Q. Ho and A. Parikh and L. Song and E. Xing}, title = {Multiscale community blockmodel for network exploration}, booktitle = {Artificial Intelligence and Statistics (AISTATS)}, year = {2011}, pdf = {papers/HoParSonXin11.pdf}, } @Article{CurYueSonEtal11, author = {R. Curtis and A. Yuen and L. Song and A. Goyal and E. Xing}, title = {TVNViewer: An interactive visualization tool for exploring networks that change over time and space}, journal = {Bioinformatics}, volume = {27}, number = {13}, pages = {1880-1}, year = {2011}, pdf = {papers/CurYueSonEtal11.pdf}, } @InProceedings{SonGreBicEtal11, author = {L. Song and A. Gretton and D. Bickson and Y. Low and C. Guestrin}, title = {Kernel Belief Propagation}, booktitle = {Artificial Intelligence and Statistics (AISTATS)}, year = {2011}, pdf = {papers/SonGreBicEtal11.pdf}, }