Publications

  1. Informative Features for Model Comparison Jitkrittum, Wittawat and Kanagawa, Heishiro and Sangkloy, Patsorn and Hays, James and Schölkopf, Bernhard and Gretton, Arthur to appear in NIPS 2018
    @inproceedings{jitkrittum_kmod2018,
      title = {Informative Features for Model Comparison},
      author = {Jitkrittum, Wittawat and Kanagawa, Heishiro and Sangkloy, Patsorn and Hays, James and Sch\"{o}lkopf, Bernhard and Gretton, Arthur},
      booktitle = {to appear in NIPS},
      year = {2018}
    }
    
    
  2. A Linear-Time Kernel Goodness-of-Fit Test Jitkrittum, Wittawat and Xu, Wenkai and Szabo, Zoltan and Fukumizu, Kenji and Gretton, Arthur NIPS 2017
    NIPS 2017 Best paper. Three out of 3240 submissions.
    @inproceedings{jitkrittum_linear-time_2017,
      title = {A Linear-Time Kernel Goodness-of-Fit Test},
      url = {http://arxiv.org/abs/1705.07673},
      booktitle = {NIPS},
      author = {Jitkrittum, Wittawat and Xu, Wenkai and Szabo, Zoltan and Fukumizu, Kenji and Gretton, Arthur},
      year = {2017},
      wj_http = {http://arxiv.org/abs/1705.07673},
      wj_code = {https://github.com/wittawatj/kernel-gof},
      wj_poster = {/assets/poster/kgof_nips2017_poster.pdf},
      wj_slides = {/assets/talks/kgof_nips2017_oral.pdf},
      wj_talk = {https://www.facebook.com/nipsfoundation/videos/1553635538061013/},
      wj_highlight = {NIPS 2017 Best paper. Three out of 3240 submissions.}
    }
    
    
  3. An Adaptive Test of Independence with Analytic Kernel Embeddings Jitkrittum, Wittawat and Szabó, Zoltán and Gretton, Arthur ICML 2017
    @inproceedings{pmlr-v70-jitkrittum17a,
      title = {An Adaptive Test of Independence with Analytic Kernel Embeddings},
      author = {Jitkrittum, Wittawat and Szab{\'o}, Zolt{\'a}n and Gretton, Arthur},
      booktitle = {ICML},
      year = {2017},
      editor = {Precup, Doina and Teh, Yee Whye},
      volume = {70},
      url = {http://proceedings.mlr.press/v70/jitkrittum17a.html},
      wj_http = {http://proceedings.mlr.press/v70/jitkrittum17a.html},
      wj_code = {https://github.com/wittawatj/fsic-test},
      wj_slides = {/assets/talks/fsic_icml2017_oral.pdf},
      wj_talk = {https://vimeo.com/255244123},
      wj_poster = {/assets/poster/fsic_icml2017_poster.pdf}
    }
    
    
  4. Cognitive Bias in Ambiguity Judgements: Using Computational Models to Dissect the Effects of Mild Mood Manipulation in Humans Iigaya, Kiyohito and Jolivald, Aurelie and Jitkrittum, Wittawat and Gilchrist, Iain and Dayan, Peter and Paul, Elizabeth and Mendl, Michael PLOS ONE 2016
    @article{iigaya2016,
      title = {Cognitive Bias in Ambiguity Judgements: Using Computational Models to Dissect the Effects of Mild Mood Manipulation in Humans},
      author = {Iigaya, Kiyohito and Jolivald, Aurelie and Jitkrittum, Wittawat and Gilchrist, Iain and Dayan, Peter and Paul, Elizabeth and Mendl, Michael},
      year = {2016},
      month = oct,
      journal = {PLOS ONE},
      issn = {1932-6203},
      publisher = {Public Library of Science},
      wj_http = {http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0165840}
    }
    
    
  5. Interpretable Distribution Features with Maximum Testing Power Jitkrittum, Wittawat and Szabó, Zoltán and Chwialkowski, Kacper and Gretton, Arthur NIPS 2016
    Oral presentation. 1.8% of total submission.
    @inproceedings{fotest2016,
      author = {Jitkrittum, Wittawat and Szab\'{o}, Zolt\'{a}n and Chwialkowski, Kacper and Gretton, Arthur},
      title = {Interpretable Distribution Features with Maximum Testing Power},
      booktitle = {NIPS},
      year = {2016},
      url = {http://papers.nips.cc/paper/6148-interpretable-distribution-features-with-maximum-testing-power},
      wj_http = {http://papers.nips.cc/paper/6148-interpretable-distribution-features-with-maximum-testing-power},
      wj_poster = {/assets/poster/fotest_poster.pdf},
      wj_code = {https://github.com/wittawatj/interpretable-test},
      wj_talk = {https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016/Interpretable-Distribution-Features-with-Maximum-Testing-Power},
      wj_slides = {/assets/talks/fotest_oral.pdf},
      wj_highlight = {Oral presentation. 1.8\% of total submission.}
    }
    
    
  6. K2-ABC: Approximate Bayesian Computation with Infinite Dimensional Summary Statistics via Kernel Embeddings Park, Mijung and Jitkrittum, Wittawat and Sejdinovic, Dino AISTATS 2016
    Oral presentation. 6.5% of total submissions.
    @inproceedings{part_k2abc_2015_arxiv,
      author = {Park, Mijung and Jitkrittum, Wittawat and Sejdinovic, Dino},
      title = {{K2-ABC}: Approximate {B}ayesian Computation with Infinite Dimensional Summary Statistics via Kernel Embeddings},
      booktitle = {AISTATS},
      year = {2016},
      url = {http://jmlr.org/proceedings/papers/v51/park16.html},
      wj_http = {http://jmlr.org/proceedings/papers/v51/park16.html},
      wj_poster = {/assets/poster/k2abc_AISTATS2016_poster.pdf},
      wj_code = {https://github.com/wittawatj/k2abc},
      wj_slides = {/assets/talks/k2abc_AISTATS2016.pdf},
      wj_highlight = {Oral presentation. 6.5\% of total submissions.}
    }
    
    
  7. Bayesian Manifold Learning: The Locally Linear Latent Variable Model Park, Mijung and Jitkrittum, Wittawat and Qamar, Ahmad and Szabó, Zoltán and Buesing, Lars and Sahani, Maneesh NIPS 2015
    @inproceedings{Park2015,
      author = {Park, Mijung and Jitkrittum, Wittawat and Qamar, Ahmad and Szab\'{o}, Zolt\'{a}n and Buesing, Lars and Sahani, Maneesh},
      title = {Bayesian Manifold Learning: The Locally Linear Latent Variable Model},
      booktitle = {NIPS},
      year = {2015},
      url = {http://arxiv.org/abs/1410.6791},
      wj_http = {http://arxiv.org/abs/1410.6791},
      wj_code = {https://github.com/mijungi/lllvm},
      wj_slides = {/assets/talks/csml_lllvm.pdf}
    }
    
    
  8. Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages Jitkrittum, Wittawat and Gretton, Arthur and Heess, Nicolas and Eslami, S. M. Ali and Lakshminarayanan, Balaji and Sejdinovic, Dino and Szabó, Zoltán UAI 2015
    @inproceedings{jitkrittum_kernel-based_2015,
      title = {Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages},
      author = {Jitkrittum, Wittawat and Gretton, Arthur and Heess, Nicolas and Eslami, S. M. Ali and Lakshminarayanan, Balaji and Sejdinovic, Dino and Szab\'{o}, Zolt\'{a}n},
      url = {http://arxiv.org/abs/1503.02551},
      booktitle = {UAI},
      year = {2015},
      wj_http = {http://arxiv.org/abs/1503.02551},
      wj_poster = {/assets/poster/kjit_uai2015_poster.pdf},
      wj_code = {https://github.com/wittawatj/kernel-ep}
    }
    
    
  9. High-Dimensional Feature Selection by Feature-Wise Kernelized Lasso Yamada, Makoto and Jitkrittum, Wittawat and Sigal, Leonid and Xing, Eric P. and Sugiyama, Masashi Neural Computation 2014
    @article{YamadaJSXS14,
      author = {Yamada, Makoto and Jitkrittum, Wittawat and Sigal, Leonid and Xing, Eric P. and Sugiyama, Masashi},
      title = {High-Dimensional Feature Selection by Feature-Wise Kernelized
                     Lasso},
      journal = {Neural Computation},
      volume = {26},
      number = {1},
      year = {2014},
      pages = {185-207},
      url = {http://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00537#.U9O7Idtsylg},
      wj_http = {http://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00537#.U9O7Idtsylg},
      wj_code = {http://www.makotoyamada-ml.com/hsiclasso.html}
    }
    
    
  10. Feature Selection via L1-Penalized Squared-Loss Mutual Information Jitkrittum, Wittawat and Hachiya, Hirotaka and Sugiyama, Masashi IEICE Transactions 2013
    @article{Jitkrittum2013,
      author = {Jitkrittum, Wittawat and Hachiya, Hirotaka and Sugiyama, Masashi},
      title = {Feature Selection via L1-Penalized Squared-Loss Mutual Information},
      journal = {IEICE Transactions},
      year = {2013},
      volume = {96-D},
      pages = {1513-1524},
      number = {7},
      wj_pdf = {http://wittawat.com/pages/files/L1LSMI.pdf},
      wj_code = {https://github.com/wittawatj/l1lsmi}
    }
    
    
  11. Squared-loss Mutual Information Regularization: A Novel Information-theoretic Approach to Semi-supervised Learning Niu, Gang and Jitkrittum, Wittawat and Dai, Bo and Hachiya, Hirotaka and Sugiyama, Masashi ICML 2013
    @inproceedings{Niu2013,
      author = {Niu, Gang and Jitkrittum, Wittawat and Dai, Bo and Hachiya, Hirotaka and Sugiyama, Masashi},
      title = {Squared-loss Mutual Information Regularization: A Novel Information-theoretic
      	Approach to Semi-supervised Learning},
      booktitle = { ICML},
      year = {2013},
      volume = {28},
      pages = {10-18},
      url = {http://jmlr.org/proceedings/papers/v28/niu13.pdf},
      wj_pdf = {http://jmlr.org/proceedings/papers/v28/niu13.pdf},
      wj_code = {https://github.com/wittawatj/smir}
    }
    
    
  12. QAST: Question Answering System for Thai Wikipedia Jitkrittum, Wittawat and Haruechaiyasak, Choochart and Theeramunkong, Thanaruk Proceedings of the 2009 Workshop on Knowledge and Reasoning for Answering Questions 2009
    @inproceedings{Jitkrittum2009,
      author = {Jitkrittum, Wittawat and Haruechaiyasak, Choochart and Theeramunkong, Thanaruk},
      title = {{QAST}: Question Answering System for {Thai} Wikipedia},
      booktitle = {Proceedings of the 2009 Workshop on Knowledge and Reasoning for Answering
        Questions},
      year = {2009},
      series = {KRAQ '09},
      pages = {11--14},
      publisher = {Association for Computational Linguistics},
      url = {http://dl.acm.org/citation.cfm?id=1697288.1697291},
      wj_http = {http://dl.acm.org/citation.cfm?id=1697288.1697291}
    }
    
    
  13. Implementing News Article Category Browsing Based on Text Categorization Technique Haruechaiyasak, Choochart and Jitkrittum, Wittawat and Sangkeettrakarn, Chatchawal and Damrongrat, Chaianun Web Intelligence/IAT Workshops 2008
    @inproceedings{Haruechaiyasak2008,
      author = {Haruechaiyasak, Choochart and Jitkrittum, Wittawat and Sangkeettrakarn, Chatchawal and Damrongrat, Chaianun},
      title = {Implementing News Article Category Browsing Based on Text Categorization
        Technique},
      booktitle = {Web Intelligence/IAT Workshops},
      year = {2008},
      pages = {143-146},
      ee = {http://dx.doi.org/10.1109/WIIAT.2008.61},
      wj_http = {http://dx.doi.org/10.1109/WIIAT.2008.61}
    }
    
    
  14. Managing Offline Educational Web Contents with Search Engine Tools Haruechaiyasak, Choochart and Sangkeettrakarn, Chatchawal and Jitkrittum, Wittawat International Conference on Asian Digital Libraries 2007
    @inproceedings{Haruechaiyasak2007,
      author = {Haruechaiyasak, Choochart and Sangkeettrakarn, Chatchawal and Jitkrittum, Wittawat},
      title = {Managing Offline Educational Web Contents with Search Engine Tools},
      booktitle = {International Conference on Asian Digital Libraries},
      year = {2007},
      pages = {444-453},
      ee = {http://dx.doi.org/10.1007/978-3-540-77094-7_56},
      wj_http = {http://dx.doi.org/10.1007/978-3-540-77094-7_56}
    }