I started working with the Poker Hand DataSet and I need to know what are the results of the state of the art to compare them with my future results. I'm thinking of using Neural Networks, Naive Bayes and Decision Trees. I would appreciate advice on other algorithms.
Dear Sonia,
Here are some links for papers discussing ML methods concerning the Poker Hand DataSet:
(1)
Bifet, A., & Gavaldà, R. (2009). Adaptive learning from evolving data streams. In Advances in Intelligent Data Analysis VIII (pp. 249-260). Springer Berlin Heidelberg.
that can be downloaded from
file:///C:/Users/kerner/Downloads/0deec520f3bb2def9d000000.pdf
(2)
Bifet, A., Holmes, G., Pfahringer, B., Kirkby, R., & Gavaldà, R. (2009, June). New ensemble methods for evolving data streams. In Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 139-148). ACM.
that can be downloaded from
http://researchcommons.waikato.ac.nz/bitstream/handle/10289/3982/New%20Ensemble%20methods.pdf?sequence=1
(3)
Bifet, A., Holmes, G., Pfahringer, B., & Frank, E. (2010). Fast perceptron decision tree learning from evolving data streams. In Advances in knowledge discovery and data mining (pp. 299-310). Springer Berlin Heidelberg.
that can be downloaded from
http://researchcommons.waikato.ac.nz/bitstream/handle/10289/3983/Perceptron.pdf?sequence=1&isAllowed=y
(4)
Bifet, A., Holmes, G., Pfahringer, B., & Gavalda, R. (2009). Improving adaptive bagging methods for evolving data streams. In Advances in Machine Learning (pp. 23-37). Springer Berlin Heidelberg.
that can be downloaded from
http://researchcommons.waikato.ac.nz/bitstream/handle/10289/3646/HatBag.pdf?sequence=1&isAllowed=y
(5)
Zahálka, J., & Železný, F. (2011). An experimental test of Occam’s razor in classification. Machine Learning, 82(3), 475-481.
that can be downloaded from
http://ida.felk.cvut.cz/zelezny/pubs/mlj.10b.pdf
(6)
Koriche, F. (2008, June). Online Rule Learning via Weighted Model Counting. In ECAI (pp. 112-116).
that can be downloaded from
http://hal-lirmm.ccsd.cnrs.fr/docs/00/36/82/43/PDF/ECAI08-Article-FV.pdf
I hope that at least some of them will be found useful.
Best regards,
Yaakov
Dear Sonia,
Here are some links for papers discussing ML methods concerning the Poker Hand DataSet:
(1)
Bifet, A., & Gavaldà, R. (2009). Adaptive learning from evolving data streams. In Advances in Intelligent Data Analysis VIII (pp. 249-260). Springer Berlin Heidelberg.
that can be downloaded from
file:///C:/Users/kerner/Downloads/0deec520f3bb2def9d000000.pdf
(2)
Bifet, A., Holmes, G., Pfahringer, B., Kirkby, R., & Gavaldà, R. (2009, June). New ensemble methods for evolving data streams. In Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 139-148). ACM.
that can be downloaded from
http://researchcommons.waikato.ac.nz/bitstream/handle/10289/3982/New%20Ensemble%20methods.pdf?sequence=1
(3)
Bifet, A., Holmes, G., Pfahringer, B., & Frank, E. (2010). Fast perceptron decision tree learning from evolving data streams. In Advances in knowledge discovery and data mining (pp. 299-310). Springer Berlin Heidelberg.
that can be downloaded from
http://researchcommons.waikato.ac.nz/bitstream/handle/10289/3983/Perceptron.pdf?sequence=1&isAllowed=y
(4)
Bifet, A., Holmes, G., Pfahringer, B., & Gavalda, R. (2009). Improving adaptive bagging methods for evolving data streams. In Advances in Machine Learning (pp. 23-37). Springer Berlin Heidelberg.
that can be downloaded from
http://researchcommons.waikato.ac.nz/bitstream/handle/10289/3646/HatBag.pdf?sequence=1&isAllowed=y
(5)
Zahálka, J., & Železný, F. (2011). An experimental test of Occam’s razor in classification. Machine Learning, 82(3), 475-481.
that can be downloaded from
http://ida.felk.cvut.cz/zelezny/pubs/mlj.10b.pdf
(6)
Koriche, F. (2008, June). Online Rule Learning via Weighted Model Counting. In ECAI (pp. 112-116).
that can be downloaded from
http://hal-lirmm.ccsd.cnrs.fr/docs/00/36/82/43/PDF/ECAI08-Article-FV.pdf
I hope that at least some of them will be found useful.
Best regards,
Yaakov
As I know in this field are developed the special calculators of hands chance. One of my student worked on this problem during his qualification work.
Thank you so much, Yaakov HaCohen-Kerner !!! It helped me a lot. Best regards!
The dataset is available in:
https://archive.ics.uci.edu/ml/datasets/Poker+Hand
- Badges
- Science topic