| Theoretical analysis of a class of randomized regularization methods |
| Full text |
Pdf
(646 KB)
|
| Source
|
Annual Workshop on Computational Learning Theory
archive
Proceedings of the twelfth annual conference on Computational learning theory
table of contents
Santa Cruz, California, United States
Pages: 156 - 163
Year of Publication: 1999
ISBN:1-58113-167-4
|
|
Author
|
|
Tong Zhang
|
IBM T.J. Watson Research Center, P.O. Box 218, Yorktown Heights, NY
|
|
| Sponsors |
|
| Publisher |
|
| Bibliometrics |
Downloads (6 Weeks): 3, Downloads (12 Months): 15, Citation Count: 1
|
|
|
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
 |
1
|
|
| |
2
|
L.Devroye, L.Gyorfi, and G.Lugosi. A probabilistic theory of pattern recognition. Springer- Verlag, New York, 1996.
|
| |
3
|
|
| |
4
|
|
| |
5
|
W. Hoeffding. Probability inequalities for sums of bounded random va_dab!es. Jou_rna! of the American Statistical Association, 58(301): 13-30, March 1963.
|
| |
6
|
A. Krogh and P. Soiiich. Statistical mechanics of ensemble learning. Physical Review E, 55(1):811- RgK 1qq7
|
 |
7
|
|
| |
8
|
M. Opper and D. Haussler. Bounds for predictive errors in the statistical mechanics of supervised 3775, 1995.
|
| |
9
|
J. Rissanen. Modeling by shortest data description. Automatica, 14:465--471, 1978.
|
| |
10
|
|
| |
11
|
H.S. Seung, H. Sompolinsky, and N. Tishby. Statistical mechanics of learning from examples. ~-rtya. lx~v. ~ ~ J},
|
| |
12
|
A.N. Tikhonov. On solving ill-posed problem and method of regularization. Doklady Akademii Nauk USSR, 153:501-504, 1963.
|
| |
13
|
A.N. Tikhonov and V.Y. Arsenin. Solution ofillposedprobiems. Vv:H. Winston, Washington, DC., 1977.
|
| |
14
|
T lJezu~ Lea_rning from stocha.qtic rules under finite temperature-optimal temperature and asymptotic learning curve. Journal of Physics A, 30(22):L777-L784, 1997.
|
| |
15
|
Aad W. van der Vaart and Jon A. Wellner. Weak Series in Statistics. Springer-Verlag, New York, 1996. With applications to statistics.
|
| |
16
|
|
| |
17
|
V.N. Vapnik and A.J. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and Applications, 16:264-280, 1971.
|
| |
18
|
'I_L.H. Watkin, A. Rau, and M. Biehi. T-he statistical mechanics of learning a rule. Rev. Modern Phys., ~qfgh'A.OO--n{n;6 1 qO'~
|
|