Обзорные статьи на английском языке
Материал из MachineLearning.
(Различия между версиями)
м |
(Sidney Siegel. Nonparametric Statistics. 1957) |
||
| Строка 10: | Строка 10: | ||
# ''S. Thrun, C. Faloutsos, T. Mitchell, L. Wasserman''. [http://citeseer.ist.psu.edu/547483.html Automated Learning and Discovery: State-Of-The-Art and Research Topics in a Rapidly Growing Field] // CMU, Pittsburgh, 1998. | # ''S. Thrun, C. Faloutsos, T. Mitchell, L. Wasserman''. [http://citeseer.ist.psu.edu/547483.html Automated Learning and Discovery: State-Of-The-Art and Research Topics in a Rapidly Growing Field] // CMU, Pittsburgh, 1998. | ||
| - | === | + | === Статистика === |
| - | # ''L. Breiman''. [[Media:Breiman01stat-ml.pdf|Statistical Modeling: The Two Cultures]] // Statistical Science. Vol. 16, No. 3, 199–231, 2001. | + | # ''S. Siegel''. [[Media:Siegel57Nonparametric.pdf|Nonparametric Statistics]] // The American Statistician. Vol. 11, No. 3, Pp. 13-19, 1957. |
| + | # ''L. Breiman''. [[Media:Breiman01stat-ml.pdf|Statistical Modeling: The Two Cultures]] // Statistical Science. Vol. 16, No. 3, Pp. 199–231, 2001. | ||
# ''J. H. Friedman''. [[Media:Friedman97dm-stat.pdf|Data Mining and Statistics: What's the connection?]]. | # ''J. H. Friedman''. [[Media:Friedman97dm-stat.pdf|Data Mining and Statistics: What's the connection?]]. | ||
Текущая версия
|
Данная страница содержит список обзорных статей, рекомендуемых студентам для ознакомления с основными направлениями исследований и англоязычной терминологией в области интеллектуального анализа данных, машинного обучения, обработки изображений, прикладной статистики.
Литература
Машинное обучение
- A. Jain, P. Duin, J. Mao. Statistical pattern recognition: A review // IEEE Transactions on PAMI 22(1), pp. 4-37, 2000.
- G. Dietterich. Machine learning research: Four current directions // AI Magazine, 18(4):97--136, 1997.
- S. R. Kulkarni, G. Lugosi, S. S. Venkatesh. Learning Pattern Classification—A Survey // IEEE Transactions on Information Theory, Vol. 44, No. 6, October 1998.
- P. Langley, H. A. Simon. Applications of machine learning and rule induction // Communications of the ACM. Vol. 38, No. 11, Pp. 54–64, 1995.
- S. Thrun, C. Faloutsos, T. Mitchell, L. Wasserman. Automated Learning and Discovery: State-Of-The-Art and Research Topics in a Rapidly Growing Field // CMU, Pittsburgh, 1998.
Статистика
- S. Siegel. Nonparametric Statistics // The American Statistician. Vol. 11, No. 3, Pp. 13-19, 1957.
- L. Breiman. Statistical Modeling: The Two Cultures // Statistical Science. Vol. 16, No. 3, Pp. 199–231, 2001.
- J. H. Friedman. Data Mining and Statistics: What's the connection?.
Обработка изображений
- S. Loncaric. A survey of shape analysis techniques // Pattern Recognition, Vol. 31, No. 8, pp. 983-1001, 1998.
- M. Tuceryan, A. K. Jain. Texture Analysis // In The Handbook of Pattern Recognition and Computer Vision (2nd Edition), by C. H. Chen, L. F. Pau, P. S. P. Wang (eds.), pp. 207-248, World Scientific Publishing Co., 1998.
- T. Steinherz, E. Rivlin, N. Intrator. Offline cursive script word recognition – a survey // International Journal on Document Analysis and Recognition, Vol. 2, No. 2, pp. 90-100, 1999.
- A. Vinciarelli. A survey on off-line cursive script recognition // Pattern Recognition, Vol. 35, No. 7, pp. 1433-1446, 2002.
- W. Zhao , R. Chellappa , P. J. Phillips , A. Rosenfeld. Face recognition: A literature survey // ACM Computing Surveys, Vol.35, No.4, pp. 399-458, 2003.
