Mentch, Lucas; Zhou, Siyu Randomization as regularization: a degrees of freedom explanation for random forest success. (English) Zbl 07307469 J. Mach. Learn. Res. 21, Paper No. 171, 36 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{L. Mentch} and \textit{S. Zhou}, J. Mach. Learn. Res. 21, Paper No. 171, 36 p. (2020; Zbl 07307469) Full Text: Link
Mourtada, Jaouad; Gaïffas, Stéphane; Scornet, Erwan Minimax optimal rates for Mondrian trees and forests. (English) Zbl 1455.62072 Ann. Stat. 48, No. 4, 2253-2276 (2020). Reviewer: Denis Sidorov (Irkutsk) MSC: 62G08 62C20 62G20 62H30 68T05 PDF BibTeX XML Cite \textit{J. Mourtada} et al., Ann. Stat. 48, No. 4, 2253--2276 (2020; Zbl 1455.62072) Full Text: DOI Euclid
Davis, Richard A.; Nielsen, Mikkel S. Modeling of time series using random forests: theoretical developments. (English) Zbl 1454.62256 Electron. J. Stat. 14, No. 2, 3644-3671 (2020). Reviewer: Andriy Olenko (Melbourne) MSC: 62M10 62G05 62G08 62M05 62H30 60G10 60J05 PDF BibTeX XML Cite \textit{R. A. Davis} and \textit{M. S. Nielsen}, Electron. J. Stat. 14, No. 2, 3644--3671 (2020; Zbl 1454.62256) Full Text: DOI Euclid
Sage, Andrew J.; Genschel, Ulrike; Nettleton, Dan Tree aggregation for random forest class probability estimation. (English) Zbl 07260669 Stat. Anal. Data Min. 13, No. 2, 134-150 (2020). MSC: 62 68 PDF BibTeX XML Cite \textit{A. J. Sage} et al., Stat. Anal. Data Min. 13, No. 2, 134--150 (2020; Zbl 07260669) Full Text: DOI
Babkin, Andrey Incorporating side information into robust matrix factorization with Bayesian quantile regression. (English) Zbl 1450.62032 Stat. Probab. Lett. 165, Article ID 108847, 6 p. (2020). MSC: 62G08 62G35 62H30 15A23 68T05 PDF BibTeX XML Cite \textit{A. Babkin}, Stat. Probab. Lett. 165, Article ID 108847, 6 p. (2020; Zbl 1450.62032) Full Text: DOI
Kaandorp, Mikael L. A.; Dwight, Richard P. Data-driven modelling of the Reynolds stress tensor using random forests with invariance. (English) Zbl 07200190 Comput. Fluids 202, Article ID 104497, 15 p. (2020). MSC: 76 PDF BibTeX XML Cite \textit{M. L. A. Kaandorp} and \textit{R. P. Dwight}, Comput. Fluids 202, Article ID 104497, 15 p. (2020; Zbl 07200190) Full Text: DOI
Hothorn, Torsten Transformation boosting machines. (English) Zbl 1436.62140 Stat. Comput. 30, No. 1, 141-152 (2020). MSC: 62G08 68T05 62N01 PDF BibTeX XML Cite \textit{T. Hothorn}, Stat. Comput. 30, No. 1, 141--152 (2020; Zbl 1436.62140) Full Text: DOI
Tarima, Sergey; Tuyishimire, Bonifride; Sparapani, Rodney; Rein, Lisa; Meurer, John Estimation combining unbiased and possibly biased estimators. (English) Zbl 1437.62149 J. Stat. Theory Pract. 14, No. 2, Paper No. 18, 20 p. (2020). MSC: 62G08 62M20 62P10 PDF BibTeX XML Cite \textit{S. Tarima} et al., J. Stat. Theory Pract. 14, No. 2, Paper No. 18, 20 p. (2020; Zbl 1437.62149) Full Text: DOI
Biau, Gérard; Scornet, Erwan; Welbl, Johannes Neural random forests. (English) Zbl 1437.62228 Sankhyā, Ser. A 81, No. 2, 347-386 (2019). MSC: 62H30 62M45 62G08 PDF BibTeX XML Cite \textit{G. Biau} et al., Sankhyā, Ser. A 81, No. 2, 347--386 (2019; Zbl 1437.62228) Full Text: DOI
Schlosser, Lisa; Hothorn, Torsten; Stauffer, Reto; Zeileis, Achim Distributional regression forests for probabilistic precipitation forecasting in complex terrain. (English) Zbl 1433.62325 Ann. Appl. Stat. 13, No. 3, 1564-1589 (2019). MSC: 62P12 62H30 62M10 62F03 PDF BibTeX XML Cite \textit{L. Schlosser} et al., Ann. Appl. Stat. 13, No. 3, 1564--1589 (2019; Zbl 1433.62325) Full Text: DOI Euclid
Ramosaj, Burim; Pauly, Markus Consistent estimation of residual variance with random forest out-of-bag errors. (English) Zbl 07101625 Stat. Probab. Lett. 151, 49-57 (2019). MSC: 62G08 62H30 68T05 PDF BibTeX XML Cite \textit{B. Ramosaj} and \textit{M. Pauly}, Stat. Probab. Lett. 151, 49--57 (2019; Zbl 07101625) Full Text: DOI arXiv
Cousins, Cyrus; Riondato, Matteo CaDET: interpretable parametric conditional density estimation with decision trees and forests. (English) Zbl 07097483 Mach. Learn. 108, No. 8-9, 1613-1634 (2019). MSC: 68T05 PDF BibTeX XML Cite \textit{C. Cousins} and \textit{M. Riondato}, Mach. Learn. 108, No. 8--9, 1613--1634 (2019; Zbl 07097483) Full Text: DOI
Courbariaux, Marie; Barbillon, Pierre; Perreault, Luc; Parent, Éric Post-processing multiensemble temperature and precipitation forecasts through an exchangeable normal-gamma model and its Tobit extension. (English) Zbl 1426.62338 J. Agric. Biol. Environ. Stat. 24, No. 2, 309-345 (2019). MSC: 62P12 PDF BibTeX XML Cite \textit{M. Courbariaux} et al., J. Agric. Biol. Environ. Stat. 24, No. 2, 309--345 (2019; Zbl 1426.62338) Full Text: DOI
Athey, Susan; Tibshirani, Julie; Wager, Stefan Generalized random forests. (English) Zbl 1418.62102 Ann. Stat. 47, No. 2, 1148-1178 (2019). MSC: 62G05 62G07 62H30 68T05 62G08 62G20 PDF BibTeX XML Cite \textit{S. Athey} et al., Ann. Stat. 47, No. 2, 1148--1178 (2019; Zbl 1418.62102) Full Text: DOI Euclid
Sun, Jianyuan; Zhong, Guoqiang; Huang, Kaizhu; Dong, Junyu Banzhaf random forests: cooperative game theory based random forests with consistency. (English) Zbl 1440.62345 Neural Netw. 106, 20-29 (2018). MSC: 62M45 62H30 91A12 PDF BibTeX XML Cite \textit{J. Sun} et al., Neural Netw. 106, 20--29 (2018; Zbl 1440.62345) Full Text: DOI
Zamo, Michaël; Naveau, Philippe Estimation of the continuous ranked probability score with limited information and applications to ensemble weather forecasts. (English) Zbl 1406.86040 Math. Geosci. 50, No. 2, 209-234 (2018). MSC: 86A32 62M20 62P12 86A10 PDF BibTeX XML Cite \textit{M. Zamo} and \textit{P. Naveau}, Math. Geosci. 50, No. 2, 209--234 (2018; Zbl 1406.86040) Full Text: DOI
Wager, Stefan; Athey, Susan Estimation and inference of heterogeneous treatment effects using random forests. (English) Zbl 1402.62056 J. Am. Stat. Assoc. 113, No. 523, 1228-1242 (2018). MSC: 62G05 68T05 62-04 PDF BibTeX XML Cite \textit{S. Wager} and \textit{S. Athey}, J. Am. Stat. Assoc. 113, No. 523, 1228--1242 (2018; Zbl 1402.62056) Full Text: DOI arXiv
Au, Timothy C. Random forests, decision trees, and categorical predictors: the “absent levels” problem. (English) Zbl 06982336 J. Mach. Learn. Res. 19, Paper No. 45, 30 p. (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{T. C. Au}, J. Mach. Learn. Res. 19, Paper No. 45, 30 p. (2018; Zbl 06982336) Full Text: Link
Park, Seoncheol; Kwon, Junhyeon; Kim, Joonpyo; Oh, Hee-Seok Prediction of extremal precipitation by quantile regression forests: from SNU multiscale team. (English) Zbl 1410.62074 Extremes 21, No. 3, 463-476 (2018). Reviewer: Wiesław Dziubdziela (Miedziana Gora) MSC: 62G32 62M20 62G08 62P12 PDF BibTeX XML Cite \textit{S. Park} et al., Extremes 21, No. 3, 463--476 (2018; Zbl 1410.62074) Full Text: DOI
Pradeepkumar, Dadabada; Ravi, Vadlamani Soft computing hybrids for FOREX rate prediction: a comprehensive review. (English) Zbl 06914702 Comput. Oper. Res. 99, 262-284 (2018). MSC: 90B PDF BibTeX XML Cite \textit{D. Pradeepkumar} and \textit{V. Ravi}, Comput. Oper. Res. 99, 262--284 (2018; Zbl 06914702) Full Text: DOI
Eggensperger, Katharina; Lindauer, Marius; Hoos, Holger H.; Hutter, Frank; Leyton-Brown, Kevin Efficient benchmarking of algorithm configurators via model-based surrogates. (English) Zbl 06855211 Mach. Learn. 107, No. 1, 15-41 (2018). MSC: 68W40 PDF BibTeX XML Cite \textit{K. Eggensperger} et al., Mach. Learn. 107, No. 1, 15--41 (2018; Zbl 06855211) Full Text: DOI
Hernández, Belinda; Raftery, Adrian E.; Pennington, Stephen R.; Parnell, Andrew C. Bayesian additive regression trees using Bayesian model averaging. (English) Zbl 1386.68131 Stat. Comput. 28, No. 4, 869-890 (2018). MSC: 68T05 62F15 62P10 PDF BibTeX XML Cite \textit{B. Hernández} et al., Stat. Comput. 28, No. 4, 869--890 (2018; Zbl 1386.68131) Full Text: DOI
Kraus, Daniel; Czado, Claudia D-vine copula based quantile regression. (English) Zbl 06917804 Comput. Stat. Data Anal. 110, 1-18 (2017). MSC: 62 PDF BibTeX XML Cite \textit{D. Kraus} and \textit{C. Czado}, Comput. Stat. Data Anal. 110, 1--18 (2017; Zbl 06917804) Full Text: DOI
Scornet, Erwan Tuning parameters in random forests. (English) Zbl 1427.68273 ESAIM, Proc. Surv. 60, 144-162 (2017). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{E. Scornet}, ESAIM, Proc. Surv. 60, 144--162 (2017; Zbl 1427.68273) Full Text: DOI
Zhu, Ruoqing; Zhao, Ying-Qi; Chen, Guanhua; Ma, Shuangge; Zhao, Hongyu Greedy outcome weighted tree learning of optimal personalized treatment rules. (English) Zbl 1372.62092 Biometrics 73, No. 2, 391-400 (2017). MSC: 62P10 62N05 68T05 PDF BibTeX XML Cite \textit{R. Zhu} et al., Biometrics 73, No. 2, 391--400 (2017; Zbl 1372.62092) Full Text: DOI
Matsumoto, Elia Yathie; Del-Moral-Hernandez, Emilio Improving regression predictions using individual point reliability estimates based on critical error scenarios. (English) Zbl 1428.68247 Inf. Sci. 374, 65-84 (2016). MSC: 68T05 68T10 PDF BibTeX XML Cite \textit{E. Y. Matsumoto} and \textit{E. Del-Moral-Hernandez}, Inf. Sci. 374, 65--84 (2016; Zbl 1428.68247) Full Text: DOI
Wager, Stefan Comments on: “A random forest guided tour”. (English) Zbl 1402.62145 Test 25, No. 2, 261-263 (2016). MSC: 62H30 62G08 68T05 PDF BibTeX XML Cite \textit{S. Wager}, Test 25, No. 2, 261--263 (2016; Zbl 1402.62145) Full Text: DOI
Biau, Gérard; Scornet, Erwan A random forest guided tour. (English) Zbl 1402.62133 Test 25, No. 2, 197-227 (2016). MSC: 62H30 62G08 62G09 68T05 68R10 62-02 PDF BibTeX XML Cite \textit{G. Biau} and \textit{E. Scornet}, Test 25, No. 2, 197--227 (2016; Zbl 1402.62133) Full Text: DOI
Scornet, Erwan On the asymptotics of random forests. (English) Zbl 1337.62063 J. Multivariate Anal. 146, 72-83 (2016). MSC: 62G05 62G20 PDF BibTeX XML Cite \textit{E. Scornet}, J. Multivariate Anal. 146, 72--83 (2016; Zbl 1337.62063) Full Text: DOI
Yuan, Sen Random gradient boosting for predicting conditional quantiles. (English) Zbl 07183252 J. Stat. Comput. Simulation 85, No. 18, 3716-3726 (2015). MSC: 62 PDF BibTeX XML Cite \textit{S. Yuan}, J. Stat. Comput. Simulation 85, No. 18, 3716--3726 (2015; Zbl 07183252) Full Text: DOI
Nguyen, Thanh-Tung; Huang, Joshua Z.; Nguyen, Thuy Thi Two-level quantile regression forests for bias correction in range prediction. (English) Zbl 1343.62022 Mach. Learn. 101, No. 1-3, 325-343 (2015). MSC: 62G08 62H30 68T05 PDF BibTeX XML Cite \textit{T.-T. Nguyen} et al., Mach. Learn. 101, No. 1--3, 325--343 (2015; Zbl 1343.62022) Full Text: DOI
Scornet, Erwan; Biau, Gérard; Vert, Jean-Philippe Consistency of random forests. (English) Zbl 1317.62028 Ann. Stat. 43, No. 4, 1716-1741 (2015). MSC: 62G05 62G20 PDF BibTeX XML Cite \textit{E. Scornet} et al., Ann. Stat. 43, No. 4, 1716--1741 (2015; Zbl 1317.62028) Full Text: DOI Euclid arXiv
Chang, Youngjae Multi-step quantile regression tree. (English) Zbl 1453.62452 J. Stat. Comput. Simulation 84, No. 3, 663-682 (2014). MSC: 62G08 62J05 68T05 PDF BibTeX XML Cite \textit{Y. Chang}, J. Stat. Comput. Simulation 84, No. 3, 663--682 (2014; Zbl 1453.62452) Full Text: DOI
Hutter, Frank; Xu, Lin; Hoos, Holger H.; Leyton-Brown, Kevin Algorithm runtime prediction: methods & evaluation. (English) Zbl 1334.68185 Artif. Intell. 206, 79-111 (2014). MSC: 68T05 68Q25 90C11 90C27 PDF BibTeX XML Cite \textit{F. Hutter} et al., Artif. Intell. 206, 79--111 (2014; Zbl 1334.68185) Full Text: DOI
Zheng, Songfeng A generalized Newton algorithm for quantile regression models. (English) Zbl 1306.90093 Comput. Stat. 29, No. 6, 1403-1426 (2014). MSC: 90C05 62G08 65C60 PDF BibTeX XML Cite \textit{S. Zheng}, Comput. Stat. 29, No. 6, 1403--1426 (2014; Zbl 1306.90093) Full Text: DOI
Hofner, Benjamin; Mayr, Andreas; Robinzonov, Nikolay; Schmid, Matthias Model-based boosting in R: a hands-on tutorial using the R package mboost. (English) Zbl 1306.65069 Comput. Stat. 29, No. 1-2, 3-35 (2014). MSC: 65C60 62G08 62J12 62-04 62-01 PDF BibTeX XML Cite \textit{B. Hofner} et al., Comput. Stat. 29, No. 1--2, 3--35 (2014; Zbl 1306.65069) Full Text: DOI
Enss, Georg C.; Götz, Benedict; Kohler, Michael; Krzyżak, Adam; Platz, Roland Nonparametric estimation of a maximum of quantiles. (English) Zbl 1308.62061 Electron. J. Stat. 8, No. 2, 3176-3192 (2014). MSC: 62G05 60K35 62G30 PDF BibTeX XML Cite \textit{G. C. Enss} et al., Electron. J. Stat. 8, No. 2, 3176--3192 (2014; Zbl 1308.62061) Full Text: DOI Euclid
Kruppa, Jochen; Liu, Yufeng; Biau, Gérard; Kohler, Michael; König, Inke R.; Malley, James D.; Ziegler, Andreas Probability estimation with machine learning methods for dichotomous and multicategory outcome: theory. (English) Zbl 1441.62404 Biom. J. 56, No. 4, 534-563 (2014). MSC: 62P10 62G08 62H30 68T05 PDF BibTeX XML Cite \textit{J. Kruppa} et al., Biom. J. 56, No. 4, 534--563 (2014; Zbl 1441.62404) Full Text: DOI
Clarke, Bertrand; Clarke, Jennifer Prediction in several conventional contexts. (English) Zbl 1302.62202 Stat. Surv. 6, 1-73 (2012). MSC: 62M20 62-02 PDF BibTeX XML Cite \textit{B. Clarke} and \textit{J. Clarke}, Stat. Surv. 6, 1--73 (2012; Zbl 1302.62202) Full Text: DOI Euclid
Mcgovern, Amy; Gagne, David John; Troutman, Nathaniel; Brown, Rodger A.; Basara, Jeffrey; Williams, John K. Using spatiotemporal relational random forests to improve our understanding of severe weather processes. (English) Zbl 07260292 Stat. Anal. Data Min. 4, No. 4, 407-429 (2011). MSC: 62 68 PDF BibTeX XML Cite \textit{A. Mcgovern} et al., Stat. Anal. Data Min. 4, No. 4, 407--429 (2011; Zbl 07260292) Full Text: DOI
Mendez, Guillermo; Lohr, Sharon Estimating residual variance in random forest regression. (English) Zbl 1218.62035 Comput. Stat. Data Anal. 55, No. 11, 2937-2950 (2011). MSC: 62G08 62H30 65C05 65C60 62F40 62G09 62P15 PDF BibTeX XML Cite \textit{G. Mendez} and \textit{S. Lohr}, Comput. Stat. Data Anal. 55, No. 11, 2937--2950 (2011; Zbl 1218.62035) Full Text: DOI
Cutler, Adele Remembering Leo Breiman. (English) Zbl 1220.62002 Ann. Appl. Stat. 4, No. 4, 1621-1633 (2010). MSC: 62-03 01A70 PDF BibTeX XML Cite \textit{A. Cutler}, Ann. Appl. Stat. 4, No. 4, 1621--1633 (2010; Zbl 1220.62002) Full Text: DOI
Kriegler, Brian; Berk, Richard Small area estimation of the homeless in Los Angeles: an application of cost-sensitive stochastic gradient boosting. (English) Zbl 1202.62178 Ann. Appl. Stat. 4, No. 3, 1234-1255 (2010). MSC: 62P25 65C60 PDF BibTeX XML Cite \textit{B. Kriegler} and \textit{R. Berk}, Ann. Appl. Stat. 4, No. 3, 1234--1255 (2010; Zbl 1202.62178) Full Text: DOI
Ishwaran, Hemant; Kogalur, Udaya B. Consistency of random survival forests. (English) Zbl 1190.62177 Stat. Probab. Lett. 80, No. 13-14, 1056-1064 (2010). MSC: 62N01 62G20 62P10 PDF BibTeX XML Cite \textit{H. Ishwaran} and \textit{U. B. Kogalur}, Stat. Probab. Lett. 80, No. 13--14, 1056--1064 (2010; Zbl 1190.62177) Full Text: DOI arXiv
Siroky, David S. Navigating random forests and related advances in algorithmic modeling. (English) Zbl 1190.62100 Stat. Surv. 3, 147-163 (2009). MSC: 62G99 65C60 PDF BibTeX XML Cite \textit{D. S. Siroky}, Stat. Surv. 3, 147--163 (2009; Zbl 1190.62100) Full Text: DOI