Journals:

  1. Kwokleung Chan, Te-Won Lee and Terrence J. Sejnowski, "Variational Bayesian Learning of ICA with Missing Data", Neural Computation Vol 15 (8):1991-2011, Aug, 2003.

  2. Oh-Wook Kwon, Kwokleung Chan and Te-Won Lee, "Speech Feature Analysis Using Variational Bayesian PCA", IEEE Signal Processing Letters Vol 10 (4), Apr 2003

  3. Christopher Bowd, Kwokleung Chan, Linda M. Zangwill, Michael H. Goldbaum, Te-Won Lee, Terrence J. Sejnowski, Robert N. Weinreb, "Comparing Neural Network and Linear Discriminant Functions for Glaucoma Detection Using Confocal Scanning Laser Ophthalmoscopy of the Optic Disc", Investigative Ophthalmology and Visual Science, Vol 43 (11):3444-54, Nov, 2002.

  4. Kwokleung Chan, Te-Won Lee and Terrence J. Sejnowski. "Variational Learning of Clusters of Undercomplete Nonsymmetric Independent Components", Journal of Machine Learning Research, Vol 3, 99-114, 2002 (postscript)

    Movie Demo for variational Bayesian ICA.

  5. Kwokleung Chan, Te-Won Lee, Pamela A. Sample, Michael Goldbaum, Robert N. Weinreb, and Terrence J. Sejnowski. "Comparison of machine learning and traditional classifier in glaucoma diagnosis". IEEE Transactions on Biomedical Engineering, Vol 49 (9), 963-974, Sep 2002

  6. Pamela A. Sample, Michael H. Goldbaum, Kwokleung Chan, Catherine Boden, Te-Won Lee, Christiana Vasile, Andreas G. Boehm, Terrence Sejnowski, Chris A. Johnson and Robert N. Weinreb, "Using Machine Learning Classifiers to Identify Glaucomatous Change Earlier in Standard Visual Fields", Investigative Ophthalmology and Visual Science, Vol 43 (8), 2660-2665, Aug. 2002.

  7. Goldbaum, M. H., Sample, P. A., Chan, K., Williams, J., Lee, T.-W., Blumenthal, E., Girkin, C. A., Zangwill, L. M., Bowd, C., Sejnowski, T., Weinre b, R. N., "Comparing machine classifiers for diagnosing glaucoma from standard automated perimetry", Investigative Ophthalmology and Visual Science, Vol 43 (1), 162-169, Jan. 2002.

Conference Proceedings:

  1. Kwokleung Chan, Te-Won Lee and Terrence J. Sejnowski. " Handling Missing Data with Variational Bayesian Learning of ICA". In Suzanna Becker, Sebastian Thrun, and Klaus Obermayer, editors, Advances in Neural Information Processing Systems 15 MIT Press, 2003, (in press)

  2. O. Kwon, T.-W. Lee and K. Chan, "Application of Variational Bayesian PCA for Speech Feature Extraction", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'02), Orlando, pages, May 13-17, 2002.

  3. Chan, K., Lee, T-W. and Sejnowski, T. J., "Variational Learning of Clusters of Undercomplete Nonsymmetric Independent Components", 3rd International Conference on Independent Component Analysis and Blind Signal Separation (ICA'01), San Diego, pages 492-497, Dec 9-12, 2001. Slides

  4. Kwokleung Chan, Te-Won Lee, Pamela A. Sample, Michael Goldbaum, Robert N. Weinreb, and Terrence J. Sejnowski. "Comparison of machine learning and traditional classifier in glaucoma diagnosis". 8th Joint Symposium on Neural Computation, volume 11. Institute for Neural Computation, UCSD, May 19, 2001. URL http://www.its.caltech.edu/~jsnc/2001/Proceedings/Chan-K.pdf

Abstracts:

  1. Pamela A. Sample, Kwokleung Chan, Catherine Boden, Te-Won Lee, Robert N. Weinreb, Terrence Sejnowski and Michael H. Goldbaum, "Mixture of Factor Analysis of Standard Visual Fields", Intenational Perimetric Society Meeting, Startford-upon-Avon, England, June 26-30, 2002

  2. P.A. Sample, M.H. Goldbaum, K.Chan, C.Boden, T.-W.Lee, A.Boehm, C.Vasile, T.Sejnowski, C.A. Johnson, R.N. Weinreb "Predicting Development Of Abnormal Standard Visual Fields In Ocular Hypertensive Eyes: Machine Learning Classifiers And Statpac-like Analysis" The Annual Meeting of the Association of Research in Vision and Ophthalmology. Fort Lauderdale, Florida, May 5-10, 2002

  3. C. Boden, K. Chan, M. Goldbaum1, T-W Lee, T. Sejnowski, A. Boehm, M. Aihaira, R. N. Weinreb and P. A. Sample "Machine learning classifiers in the diagnosis and follow-up of glaucoma using short-wavelength automated perimetry (SWAP)", The Annual Meeting of the Association of Research in Vision and Ophthalmology. Fort Lauderdale, Florida, May 5-10, 2002