Statistical inference on Logic-based probabilistic models
Journal papers
Sato, T., Ishihata, M. and Inoue, K.:
"Constraint-based probabilistic modeling for statistical abduction"
Machine Learning, Vol.83, No.2, pp.241–264,
November, 2010.
PDF
(Springer)
Conference/Workshop papers
Ishihata, M., Sato, T. and Minato, S.:
"Compiling Bayesian Networks for Parameter Learning based on Shared BDDs"
Proceedings of the 24th Australasian Joint Conference on Artificial Intelligence
(AI-2011),
LNAI 7106, Springer, pp.203-212,
December, 2011.
PDF
(Springer)
Ishihata, M. and Sato, T.:
"Bayesian inference for statistical abduction using Markov chain Monte Carlo"
Proceedings of the 3rd Asian Conference on Machine Learning
(ACML-2011),
JMLR Workshop and Conference Proceedings, Vol.20, pp.81-96,
November, 2011.
PDF
(Online proceedings)
Ishihata, M., Kameya, Y. and Sato, T.:
"Variational Bayes inference for logic-based probabilistic models on BDDs"
Proceedings of the 21st International Conference on Inductive Logic Programming
(ILP-2011),
August, 2011.
PDF
(short version, conference page)
Synnaeve, G., Inoue, K., Doncescu, A., Nabeshima, H., Kameya, Y., Ishihata, M. and Sato, T.:
"Kinetic models and qualitative abstraction for relational learning in systems biology"
Proceedings of the International Conference on Bioinformatics Models, Methods and Algorithms
(BIOINFORMATICS-2011),
March, 2011.
Received the Best Student Paper award.
Ishihata, M., Sato, T. and Minato, S.:
"Parameter learning for Bayesian networks on Shared Binary Decision Diagrams"
Proceedings of the 1st International Workshop on Advanced Methodologies for Bayesian Networks
(AMBN-2010),
Novermber, 2010.
Ishihata, M., Kameya, Y., Sato, T. and Minato, S.:
"An EM algorithm on BDDs with order encoding for logic-based probabilistic models"
Proceedings of the 2nd Asian Conference on Machine Learning
(ACML-2010),
JMLR Workshop and Conference Proceedings, Vol.13, pp.161-176,
November, 2010.
PDF
(Online proceedings)
Sato, T., Ishihata, M. and Inoue, K.:
"Constraint-based probabilistic modeling for statistical abduction"
Presented at: The 19th International Conference on Inductive Logic Programming
(ILP-2009),
July, 2009.
PDF (conference page)
Inoue, K., Sato, T., Ishihata, M., Kameya, Y. and Nabeshima, H.:
"Evaluating abductive hypotheses using an EM algorithm on BDDs"
Proceedings of the 21st International Joint Conference on Artificial Intelligence
(IJCAI-2009),
July, 2009. PDF (online proceedings)
Ishihata, M., Kameya, Y., Sato, T. and Minato, S.:
"Propositionalizing the EM algorithm by BDDs"
Late breaking paper at the 18th International Conference on Inductive Logic Programming
(ILP-2008),
September, 2008.
PDF
(draft version)
Technical Reports
Ishihata, M., Kameya, Y., Sato, T. and Minato, S.:
"Propositionalizing the EM algorithm by BDDs"
Technical Report TR08-0004,
Dept. of Computer Science, Tokyo Institute of Technology, June, 2008.
(We corrected the registration month in the PDF file on July 10, 2008 – we apologize for our mistake)
Others
Ishihata, M., Kameya, Y., and Sato, T.:
"An EM algorithm specialized for Shared BDDs"
The 3rd Franco-Japanese Symposium on Knowledge Discovery in Systems Biology, Bastia, France, 2009.
Ishihata, M., Kameya, Y., Sato, T. and Minato, S.:
"Propositionalizing the EM algorithm by BDDs"
The 2nd Franco-Japanese Symposium on Knowledge Discovery in Systems Biology, Takayama, Japan, 2008.
Contact
ishihata [at] mi.cs.titech.ac.jp (please replace [at] with @)
