-
2
-
-
27844562630
-
-
MR2162600
-
BAI, Z.-D., DEVROYE, L., HWANG, H.-K. and TSAI, T.-H. (2005). Maxima in hypercubes. Random Structures Algorithms 27 290-309. MR2162600
-
(2005)
Maxima in Hypercubes. Random Structures Algorithms
, vol.27
, pp. 290-309
-
-
Bai, Z.-D.1
Devroye, L.2
Hwang, H.-K.3
Tsai, T.-H.4
-
3
-
-
0001034387
-
On the distribution of the number of admissible points in a vector random sample
-
MR0207003
-
BARNDORFF-NIELSEN, O. and SOBEL, M. (1966). On the distribution of the number of admissible points in a vector random sample. Teor. Verojatnost. i Primenen. 11 283-305. MR0207003
-
(1966)
Teor. Verojatnost. i Primenen.
, vol.11
, pp. 283-305
-
-
Barndorff-Nielsen, O.1
Sobel, M.2
-
4
-
-
84860701629
-
Analysis of a random forests model
-
MR2930634
-
BIAU, G. (2012). Analysis of a random forests model. J. Mach. Learn. Res. 13 1063-1095. MR2930634
-
(2012)
J. Mach. Learn. Res.
, vol.13
, pp. 1063-1095
-
-
Biau, G.1
-
5
-
-
77956747417
-
On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification
-
MR2719877
-
BIAU, G. and DEVROYE, L. (2010). On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification. J. Multivariate Anal. 101 2499-2518. MR2719877
-
(2010)
J. Multivariate Anal.
, vol.101
, pp. 2499-2518
-
-
Biau, G.1
Devroye, L.2
-
6
-
-
54249099241
-
Consistency of random forests and other averaging classifiers
-
MR2447310
-
BIAU, G., DEVROYE, L. and LUGOSI, G. (2008). Consistency of random forests and other averaging classifiers. J. Mach. Learn. Res. 9 2015-2033. MR2447310
-
(2008)
J. Mach. Learn. Res.
, vol.9
, pp. 2015-2033
-
-
Biau, G.1
Devroye, L.2
Lugosi, G.3
-
7
-
-
84888234077
-
-
Oxford Univ. Press, Oxford, MR3185193
-
BOUCHERON, S., LUGOSI, G. and MASSART, P. (2013). Concentration Inequalities: A Nonasymptotic Theory of Independence. Oxford Univ. Press, Oxford. MR3185193
-
(2013)
Concentration Inequalities: A Nonasymptotic Theory of Independence
-
-
Boucheron, S.1
Lugosi, G.2
Massart, P.3
-
8
-
-
0030211964
-
Bagging predictors
-
BREIMAN, L. (1996). Bagging predictors. Mach. Learn. 24 123-140.
-
(1996)
Mach. Learn.
, vol.24
, pp. 123-140
-
-
Breiman, L.1
-
9
-
-
0035478854
-
Random forests
-
BREIMAN, L. (2001). Random forests. Mach. Learn. 45 5-32.
-
(2001)
Mach. Learn.
, vol.45
, pp. 5-32
-
-
Breiman, L.1
-
11
-
-
0003802343
-
Classification and regression trees
-
Belmont, CA, MR0726392
-
BREIMAN, L., FRIEDMAN, J. H., OLSHEN, R. A. and STONE, C. J. (1984). Classification and Regression Trees. Wadsworth Advanced Books and Software, Belmont, CA. MR0726392
-
(1984)
Wadsworth Advanced Books and Software
-
-
Breiman, L.1
Friedman, J.H.2
Olshen, R.A.3
Stone, C.J.4
-
12
-
-
0043289776
-
Analyzing bagging
-
MR1926165
-
BÜHLMANN, P. and YU, B. (2002). Analyzing bagging. Ann. Statist. 30 927-961. MR1926165
-
(2002)
Ann. Statist.
, vol.30
, pp. 927-961
-
-
Bühlmann, P.1
Yu, B.2
-
14
-
-
38449114584
-
Random forests for classification in ecology
-
CUTLER, D. R., EDWARDS, T. C. JR, BEARD, K. H., CUTLER, A., HESS, K. T., GIBSON, J. and LAWLER, J. J. (2007). Random forests for classification in ecology. Ecology 88 2783-2792.
-
(2007)
Ecology
, vol.88
, pp. 2783-2792
-
-
Cutler, D.R.1
Edwards, T.C.2
Beard, K.H.3
Cutler, A.4
Hess, K.T.5
Gibson, J.6
Lawler, J.J.7
-
16
-
-
0003336572
-
A probabilistic theory of pattern recognition
-
Springer, New York, MR1383093
-
DEVROYE, L., GYÖRFI, L. and LUGOSI, G. (1996). A Probabilistic Theory of Pattern Recognition. Applications of Mathematics (New York) 31. Springer, New York. MR1383093
-
(1996)
Applications of Mathematics (New York)
, pp. 31
-
-
Devroye, L.1
Györfi, L.2
Lugosi, G.3
-
17
-
-
30644464444
-
Gene selection and classification of microarray data using random forest
-
DÍAZ-URIARTE, R. and ALVAREZ DE ANDRÉS, S. (2006). Gene selection and classification of microarray data using random forest. BMC Bioinformatics 7 1-13.
-
(2006)
BMC Bioinformatics
, vol.7
, pp. 1-13
-
-
Díaz-Uriarte, R.1
Alvarez De Andrés, S.2
-
18
-
-
0003242435
-
The Jackknife, the bootstrap and other resampling plans
-
SIAM, Philadelphia, MR0659849
-
EFRON, B. (1982). The Jackknife, the Bootstrap and Other Resampling Plans. CBMS-NSF Regional Conference Series in Applied Mathematics 38. SIAM, Philadelphia. MR0659849
-
(1982)
CBMS-NSF Regional Conference Series in Applied Mathematics
, vol.38
-
-
Efron, B.1
-
19
-
-
84865253237
-
Variance reduction in purely random forests
-
MR2968888
-
GENUER, R. (2012). Variance reduction in purely random forests. J. Nonparametr. Stat. 24 543-562. MR2968888
-
(2012)
J. Nonparametr. Stat.
, vol.24
, pp. 543-562
-
-
Genuer, R.1
-
21
-
-
0003624357
-
-
Springer, New York, MR1920390
-
GYÖRFI, L., KOHLER, M., KRZYŻAK, A. and WALK, H. (2002). A Distribution-Free Theory of Nonparametric Regression. Springer, New York. MR1920390
-
(2002)
A Distribution-free Theory of Nonparametric Regression
-
-
Gyorfi, L.1
Kohler, M.2
Krzyzak, A.3
Walk, H.4
-
22
-
-
84972488102
-
Generalized additive models
-
MR0858512
-
HASTIE, T. and TIBSHIRANI, R. (1986). Generalized additive models. Statist. Sci. 1 297-318. MR0858512
-
(1986)
Statist. Sci.
, vol.1
, pp. 297-318
-
-
Hastie, T.1
Tibshirani, R.2
-
23
-
-
0003684449
-
-
2nd ed. Springer, New York, MR2722294
-
HASTIE, T., TIBSHIRANI, R. and FRIEDMAN, J. (2009). The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd ed. Springer, New York. MR2722294
-
(2009)
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
-
-
Hastie, T.1
Tibshirani, R.2
Friedman, J.3
-
24
-
-
77953020220
-
Consistency of random survival forests
-
MR2651045
-
ISHWARAN, H. and KOGALUR, U. B. (2010). Consistency of random survival forests. Statist. Probab. Lett. 80 1056-1064. MR2651045
-
(2010)
Statist. Probab. Lett.
, vol.80
, pp. 1056-1064
-
-
Ishwaran, H.1
Kogalur, U.B.2
-
25
-
-
57449111248
-
Random survival forests
-
MR2516796
-
ISHWARAN, H., KOGALUR, U. B., BLACKSTONE, E. H. and LAUER, M. S. (2008). Random survival forests. Ann. Appl. Stat. 2 841-860. MR2516796
-
(2008)
Ann. Appl. Stat.
, vol.2
, pp. 841-860
-
-
Ishwaran, H.1
Kogalur, U.B.2
Blackstone, E.H.3
Lauer, M.S.4
-
26
-
-
84905910853
-
A scalable bootstrap for massive data
-
MR3248677
-
KLEINER, A., TALWALKAR, A., SARKAR, P. and JORDAN, M. I. (2014). A scalable bootstrap for massive data. J. R. Stat. Soc. Ser. B. Stat. Methodol. 76 795-816. MR3248677
-
(2014)
J. R. Stat. Soc. Ser. B. Stat. Methodol.
, vol.76
, pp. 795-816
-
-
Kleiner, A.1
Talwalkar, A.2
Sarkar, P.3
Jordan, M.I.4
-
27
-
-
33745653724
-
Random forests and adaptive nearest neighbors
-
MR2256176
-
LIN, Y. and JEON, Y. (2006). Random forests and adaptive nearest neighbors. J. Amer. Statist. Assoc. 101 578-590. MR2256176
-
(2006)
J. Amer. Statist. Assoc.
, vol.101
, pp. 578-590
-
-
Lin, Y.1
Jeon, Y.2
-
28
-
-
33745174860
-
Quantile regression forests
-
MR2274394
-
MEINSHAUSEN, N. (2006). Quantile regression forests. J. Mach. Learn. Res. 7 983-999. MR2274394
-
(2006)
J. Mach. Learn. Res.
, vol.7
, pp. 983-999
-
-
Meinshausen, N.1
-
30
-
-
0030489341
-
Histogram regression estimation using data-dependent partitions
-
MR1401839
-
NOBEL, A. (1996). Histogram regression estimation using data-dependent partitions. Ann. Statist. 24 1084-1105. MR1401839
-
(1996)
Ann. Statist.
, vol.24
, pp. 1084-1105
-
-
Nobel, A.1
-
31
-
-
0004188510
-
-
Springer, New York, MR1707286
-
POLITIS, D. N., ROMANO, J. P. and WOLF, M. (1999). Subsampling. Springer, New York. MR1707286
-
(1999)
Subsampling
-
-
Politis, D.N.1
Romano, J.P.2
Wolf, M.3
-
32
-
-
33645330972
-
Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
-
PRASAD, A. M., IVERSON, L. R. and LIAW, A. (2006). Newer classification and regression tree techniques: Bagging and random forests for ecological prediction. Ecosystems 9 181-199.
-
(2006)
Ecosystems
, vol.9
, pp. 181-199
-
-
Prasad, A.M.1
Iverson, L.R.2
Liaw, A.3
-
35
-
-
84872027140
-
Real-time human pose recognition in parts from single depth images
-
SHOTTON, J., SHARP, T., KIPMAN, A., FITZGIBBON, A., FINOCCHIO, M., BLAKE, A., COOK, M. and MOORE, R. (2013). Real-time human pose recognition in parts from single depth images. Comm. ACM 56 116-124.
-
(2013)
Comm. ACM
, vol.56
, pp. 116-124
-
-
Shotton, J.1
Sharp, T.2
Kipman, A.3
Fitzgibbon, A.4
Finocchio, M.5
Blake, A.6
Cook, M.7
Moore, R.8
-
36
-
-
0000388992
-
Consistent nonparametric regression
-
MR0443204
-
STONE, C. J. (1977). Consistent nonparametric regression. Ann. Statist. 5 595-645. MR0443204
-
(1977)
Ann. Statist.
, vol.5
, pp. 595-645
-
-
Stone, C.J.1
-
37
-
-
0001227575
-
Additive regression and other nonparametric models
-
MR0790566
-
STONE, C. J. (1985). Additive regression and other nonparametric models. Ann. Statist. 13 689-705. MR0790566
-
(1985)
Ann. Statist.
, vol.13
, pp. 689-705
-
-
Stone, C.J.1
-
38
-
-
0345548657
-
Random forest: A classification and regression tool for compound classification and QSAR modeling
-
SVETNIK, V., LIAW, A., TONG, C., CULBERSON, J. C., SHERIDAN, R. P. and FEUSTON, B. P. (2003). Random forest: A classification and regression tool for compound classification and QSAR modeling. J. Chem. Inf. Comput. Sci. 43 1947-1958.
-
(2003)
J. Chem. Inf. Comput. Sci.
, vol.43
, pp. 1947-1958
-
-
Svetnik, V.1
Liaw, A.2
Tong, C.3
Culberson, J.C.4
Sheridan, R.P.5
Feuston, B.P.6
-
40
-
-
84902788102
-
Confidence intervals for random forests: The jackknife and the infinitesimal jackknife
-
MR3225243
-
WAGER, S., HASTIE, T. and EFRON, B. (2014). Confidence intervals for random forests: The jackknife and the infinitesimal jackknife. J. Mach. Learn. Res. 15 1625-1651. MR3225243
-
(2014)
J. Mach. Learn. Res.
, vol.15
, pp. 1625-1651
-
-
Wager, S.1
Hastie, T.2
Efron, B.3
|