Wu, Hulin (ed.); Yamal, Jose Miguel (ed.); Yaseen, Ashraf (ed.); Maroufy, Vahed (ed.) Statistics and machine learning methods for EHR data. From data extraction to data analytics. (English) Zbl 07311500 Chapman & Hall/CRC Healthcare Informatics Series. Boca Raton, FL: CRC Press (ISBN 978-0-367-44239-2/hbk; 978-1-00-303000-3/ebook). 327 p. (2021). MSC: 62-06 62P10 62R07 62B10 62H11 62D10 94A15 68T05 00B15 PDF BibTeX XML Cite \textit{H. Wu} (ed.) et al., Statistics and machine learning methods for EHR data. From data extraction to data analytics. Boca Raton, FL: CRC Press (2021; Zbl 07311500) Full Text: DOI
Sucar, Luis Enrique Probabilistic graphical models. Principles and applications. 2nd fully updated edition. (English) Zbl 1453.68001 Advances in Computer Vision and Pattern Recognition. Cham: Springer (ISBN 978-3-030-61942-8/hbk; 978-3-030-61943-5/ebook). xxviii, 355 p. (2021). MSC: 68-01 62-01 60J20 62-04 62F15 62H22 62H30 68-04 68T05 68T07 68T37 90C40 PDF BibTeX XML Cite \textit{L. E. Sucar}, Probabilistic graphical models. Principles and applications. 2nd fully updated edition. Cham: Springer (2021; Zbl 1453.68001) Full Text: DOI
Lee, Cheng Few (ed.); Lee, John C. (ed.) Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 4. (English) Zbl 1446.91004 Hackensack, NJ: World Scientific (ISBN 978-981-12-0244-5/hbk; 978-981-12-0238-4/set; 978-981-12-0240-7/ebook). xli, 3517-4881 (2021). MSC: 91-00 62-00 68-00 91G70 91G80 62P05 68T05 00B15 PDF BibTeX XML Cite \textit{C. F. Lee} (ed.) and \textit{J. C. Lee} (ed.), Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 4. Hackensack, NJ: World Scientific (2021; Zbl 1446.91004) Full Text: DOI
Lee, Cheng Few (ed.); Lee, John C. (ed.) Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 3. (English) Zbl 1446.91003 Hackensack, NJ: World Scientific (ISBN 978-981-12-0243-8/hbk; 978-981-12-0238-4/set; 978-981-12-0240-7/ebook). xli, 2337-3516 (2021). MSC: 91-00 62-00 68-00 91G70 91G80 62P05 68T05 00B15 PDF BibTeX XML Cite \textit{C. F. Lee} (ed.) and \textit{J. C. Lee} (ed.), Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 3. Hackensack, NJ: World Scientific (2021; Zbl 1446.91003) Full Text: DOI
Lee, Cheng Few (ed.); Lee, John C. (ed.) Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 2. (English) Zbl 1446.91002 Hackensack, NJ: World Scientific (ISBN 978-981-12-0242-1/hbk; 978-981-12-0238-4/set; 978-981-12-0240-7/ebook). xli, 1025-2335 (2021). MSC: 91-00 62-00 68-00 91G70 91G80 62P05 68T05 00B15 PDF BibTeX XML Cite \textit{C. F. Lee} (ed.) and \textit{J. C. Lee} (ed.), Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 2. Hackensack, NJ: World Scientific (2021; Zbl 1446.91002) Full Text: DOI
Lee, Cheng Few (ed.); Lee, John C. (ed.) Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 1. (English) Zbl 1446.91001 Hackensack, NJ: World Scientific (ISBN 978-981-12-0241-4/hbk; 978-981-12-0238-4/set; 978-981-12-0240-7/ebook). xli, 1024 p. (2021). MSC: 91-00 62-00 68-00 91G70 91G80 62P05 68T05 00B15 PDF BibTeX XML Cite \textit{C. F. Lee} (ed.) and \textit{J. C. Lee} (ed.), Handbook of financial econometrics, mathematics, statistics, and machine learning. Volume 1. Hackensack, NJ: World Scientific (2021; Zbl 1446.91001) Full Text: DOI
Sanders, Jaron; Proutière, Alexandre; Yun, Se-Young Clustering in block Markov chains. (English) Zbl 07315919 Ann. Stat. 48, No. 6, 3488-3512 (2020). MSC: 62H30 62B10 60J10 60J20 PDF BibTeX XML Cite \textit{J. Sanders} et al., Ann. Stat. 48, No. 6, 3488--3512 (2020; Zbl 07315919) Full Text: DOI Euclid
Kozyrev, S. V. Genome as a functional program. (English) Zbl 07309032 Lobachevskii J. Math. 41, No. 12, 2326-2331 (2020). MSC: 68 90 PDF BibTeX XML Cite \textit{S. V. Kozyrev}, Lobachevskii J. Math. 41, No. 12, 2326--2331 (2020; Zbl 07309032) Full Text: DOI
Fischer, Simon; Steinwart, Ingo Sobolev norm learning rates for regularized least-squares algorithms. (English) Zbl 07306894 J. Mach. Learn. Res. 21, Paper No. 205, 38 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{S. Fischer} and \textit{I. Steinwart}, J. Mach. Learn. Res. 21, Paper No. 205, 38 p. (2020; Zbl 07306894) Full Text: Link
Meng, Haomiao; Zhao, Ying-Qi; Fu, Haoda; Qiao, Xingye Near-optimal individualized treatment recommendations. (English) Zbl 07306879 J. Mach. Learn. Res. 21, Paper No. 183, 28 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{H. Meng} et al., J. Mach. Learn. Res. 21, Paper No. 183, 28 p. (2020; Zbl 07306879) Full Text: Link
Edmonds, Alexander; Nikolov, Aleksandar; Ullman, Jonathan The power of factorization mechanisms in local and central differential privacy. (English) Zbl 07298259 Makarychev, Konstantin (ed.) et al., Proceedings of the 52nd annual ACM SIGACT symposium on theory of computing, STOC ’20, Chicago, IL, USA, June 22–26, 2020. New York, NY: Association for Computing Machinery (ACM) (ISBN 978-1-4503-6979-4). 425-438 (2020). MSC: 68Qxx PDF BibTeX XML Cite \textit{A. Edmonds} et al., in: Proceedings of the 52nd annual ACM SIGACT symposium on theory of computing, STOC '20, Chicago, IL, USA, June 22--26, 2020. New York, NY: Association for Computing Machinery (ACM). 425--438 (2020; Zbl 07298259) Full Text: DOI
He, Xiaojuan; Guo, Xinshun Research on an advertising click-through rate prediction model based on feature optimization. (Chinese. English summary) Zbl 07295227 J. East China Norm. Univ., Nat. Sci. Ed., No. 4, 147-155 (2020). MSC: 62M20 62M45 68T05 90B60 62C25 62H25 PDF BibTeX XML Cite \textit{X. He} and \textit{X. Guo}, J. East China Norm. Univ., Nat. Sci. Ed. , No. 4, 147--155 (2020; Zbl 07295227) Full Text: DOI
Guastavino, Sabrina; Benvenuto, Federico Convergence rates of spectral regularization methods: a comparison between ill-posed inverse problems and statistical kernel learning. (English) Zbl 07292988 SIAM J. Numer. Anal. 58, No. 6, 3504-3529 (2020). MSC: 62G20 65J20 68Q32 PDF BibTeX XML Cite \textit{S. Guastavino} and \textit{F. Benvenuto}, SIAM J. Numer. Anal. 58, No. 6, 3504--3529 (2020; Zbl 07292988) Full Text: DOI
Bellomo, Nicola; De Nigris, Sarah; Knopoff, Damián; Morini, Matteo; Terna, Pietro Swarms dynamics approach to behavioral economy: theoretical tools and price sequences. (English) Zbl 1451.82063 Netw. Heterog. Media 15, No. 3, 353-368 (2020). MSC: 82D99 91C99 91D10 PDF BibTeX XML Cite \textit{N. Bellomo} et al., Netw. Heterog. Media 15, No. 3, 353--368 (2020; Zbl 1451.82063) Full Text: DOI
Zanger, Daniel Z. General error estimates for the longstaff-Schwartz least-squares Monte Carlo algorithm. (English) Zbl 07291301 Math. Oper. Res. 45, No. 3, 923-946 (2020). MSC: 65C05 62L15 PDF BibTeX XML Cite \textit{D. Z. Zanger}, Math. Oper. Res. 45, No. 3, 923--946 (2020; Zbl 07291301) Full Text: DOI
Burgard, Jan Pablo Book review of: K.-L. Du and M. N. S. Swamy, Neural networks and statistical learning. (English) Zbl 07286356 SIAM Rev. 62, No. 4, 988-990 (2020). MSC: 00A17 62-01 62M45 62H25 62F15 68T05 94D05 62R07 PDF BibTeX XML Cite \textit{J. P. Burgard}, SIAM Rev. 62, No. 4, 988--990 (2020; Zbl 07286356)
Morvai, Gusztáv; Weiss, Benjamin Universal rates for estimating the residual waiting time in an intermittent way. (English) Zbl 07286038 Kybernetika 56, No. 4, 601-616 (2020). MSC: 60G25 60K05 PDF BibTeX XML Cite \textit{G. Morvai} and \textit{B. Weiss}, Kybernetika 56, No. 4, 601--616 (2020; Zbl 07286038) Full Text: DOI
Mourtada, Jaouad; Gaïffas, Stéphane; Scornet, Erwan Minimax optimal rates for Mondrian trees and forests. (English) Zbl 07285293 Ann. Stat. 48, No. 4, 2253-2276 (2020). Reviewer: Denis Sidorov (Irkutsk) MSC: 62G05 62G08 62C20 62H30 PDF BibTeX XML Cite \textit{J. Mourtada} et al., Ann. Stat. 48, No. 4, 2253--2276 (2020; Zbl 07285293) Full Text: DOI Euclid
Mulvey, John M.; Sun, Yifan; Wang, Mengdi; Ye, Jing Optimizing a portfolio of mean-reverting assets with transaction costs via a feedforward neural network. (English) Zbl 07282776 Quant. Finance 20, No. 8, 1239-1261 (2020). MSC: 91G10 90C15 PDF BibTeX XML Cite \textit{J. M. Mulvey} et al., Quant. Finance 20, No. 8, 1239--1261 (2020; Zbl 07282776) Full Text: DOI
Denuit, Michel; Hainaut, Donatien; Trufin, Julien Effective statistical learning methods for actuaries II. Tree-based methods and extensions. (English) Zbl 1451.62003 Springer Actuarial. Lecture Notes. Cham: Springer (ISBN 978-3-030-57555-7/pbk; 978-3-030-57556-4/ebook). x, 228 p. (2020). MSC: 62-01 62P05 62J12 62M10 68T05 62H30 91-01 91G05 PDF BibTeX XML Cite \textit{M. Denuit} et al., Effective statistical learning methods for actuaries II. Tree-based methods and extensions. Cham: Springer (2020; Zbl 1451.62003) Full Text: DOI
Park, Daniel K.; Blank, Carsten; Petruccione, Francesco The theory of the quantum kernel-based binary classifier. (English) Zbl 1448.81248 Phys. Lett., A 384, No. 21, Article ID 126422, 11 p. (2020). MSC: 81P68 68Q32 68T07 62H30 PDF BibTeX XML Cite \textit{D. K. Park} et al., Phys. Lett., A 384, No. 21, Article ID 126422, 11 p. (2020; Zbl 1448.81248) Full Text: DOI
Jeyaraj, Pandia Rajan; Nadar, Edward Rajan Samuel Adaptive machine learning algorithm employed statistical signal processing for classification of ECG signal and myoelectric signal. (English) Zbl 07273282 Multidimensional Syst. Signal Process. 31, No. 4, 1299-1316 (2020). MSC: 68T07 94A12 PDF BibTeX XML Cite \textit{P. R. Jeyaraj} and \textit{E. R. S. Nadar}, Multidimensional Syst. Signal Process. 31, No. 4, 1299--1316 (2020; Zbl 07273282) Full Text: DOI
Shen, Wei; Yang, Zhenhuan; Ying, Yiming; Yuan, Xiaoming Stability and optimization error of stochastic gradient descent for pairwise learning. (English) Zbl 07272159 Anal. Appl., Singap. 18, No. 5, 887-927 (2020). MSC: 68Q32 90C15 90C31 PDF BibTeX XML Cite \textit{W. Shen} et al., Anal. Appl., Singap. 18, No. 5, 887--927 (2020; Zbl 07272159) Full Text: DOI
Massari, Filippo; Newton, Jonathan When does ambiguity fade away? (English) Zbl 1451.91044 Econ. Lett. 194, Article ID 109404, 4 p. (2020). MSC: 91B06 PDF BibTeX XML Cite \textit{F. Massari} and \textit{J. Newton}, Econ. Lett. 194, Article ID 109404, 4 p. (2020; Zbl 1451.91044) Full Text: DOI
Gaveau, Bernard; Moreau, Michel On the stochastic representation and Markov approximation of Hamiltonian systems. (English) Zbl 1451.82024 Chaos 30, No. 8, 083104, 10 p. (2020). MSC: 82C05 60J20 60G10 PDF BibTeX XML Cite \textit{B. Gaveau} and \textit{M. Moreau}, Chaos 30, No. 8, 083104, 10 p. (2020; Zbl 1451.82024) Full Text: DOI
Luckett, Daniel J.; Laber, Eric B.; Kahkoska, Anna R.; Maahs, David M.; Mayer-Davis, Elizabeth; Kosorok, Michael R. Estimating dynamic treatment regimes in mobile health using V-learning. (English) Zbl 1445.62279 J. Am. Stat. Assoc. 115, No. 530, 692-706 (2020). MSC: 62P10 60J20 62C05 62G05 62L12 PDF BibTeX XML Cite \textit{D. J. Luckett} et al., J. Am. Stat. Assoc. 115, No. 530, 692--706 (2020; Zbl 1445.62279) Full Text: DOI
Bellomo, Nicola; Dosi, Giovanni; Knopoff, Damián A.; Virgillito, Maria Enrica From particles to firms: on the kinetic theory of climbing up evolutionary landscapes. (English) Zbl 1445.82020 Math. Models Methods Appl. Sci. 30, No. 7, 1441-1460 (2020). MSC: 82D99 91D10 PDF BibTeX XML Cite \textit{N. Bellomo} et al., Math. Models Methods Appl. Sci. 30, No. 7, 1441--1460 (2020; Zbl 1445.82020) Full Text: DOI
Azevedo Santos, Rodrigo; Paes, Aline; Zaverucha, Gerson Transfer learning by mapping and revising boosted relational dependency networks. (English) Zbl 07255753 Mach. Learn. 109, No. 7, 1435-1463 (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{R. Azevedo Santos} et al., Mach. Learn. 109, No. 7, 1435--1463 (2020; Zbl 07255753) Full Text: DOI
Grünwald, Peter D.; Mehta, Nishant A. Fast rates for general unbounded loss functions: from ERM to generalized Bayes. (English) Zbl 07255087 J. Mach. Learn. Res. 21, Paper No. 56, 80 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{P. D. Grünwald} and \textit{N. A. Mehta}, J. Mach. Learn. Res. 21, Paper No. 56, 80 p. (2020; Zbl 07255087) Full Text: Link
Feng, Yunlong; Fan, Jun; Suykens, Johan A. K. A statistical learning approach to modal regression. (English) Zbl 07255033 J. Mach. Learn. Res. 21, Paper No. 2, 35 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{Y. Feng} et al., J. Mach. Learn. Res. 21, Paper No. 2, 35 p. (2020; Zbl 07255033) Full Text: Link
Dean, Sarah; Mania, Horia; Matni, Nikolai; Recht, Benjamin; Tu, Stephen On the sample complexity of the linear quadratic regulator. (English) Zbl 1447.49052 Found. Comput. Math. 20, No. 4, 633-679 (2020). MSC: 49N10 93D09 93D21 93E12 93E35 15B52 PDF BibTeX XML Cite \textit{S. Dean} et al., Found. Comput. Math. 20, No. 4, 633--679 (2020; Zbl 1447.49052) Full Text: DOI
Lecué, Guillaume; Lerasle, Matthieu Robust machine learning by median-of-means: theory and practice. (English) Zbl 07241574 Ann. Stat. 48, No. 2, 906-931 (2020). MSC: 68T05 62G08 62C20 62J07 PDF BibTeX XML Cite \textit{G. Lecué} and \textit{M. Lerasle}, Ann. Stat. 48, No. 2, 906--931 (2020; Zbl 07241574) Full Text: DOI Euclid
Devroye, Luc; Mehrabian, Abbas; Reddad, Tommy The minimax learning rates of normal and Ising undirected graphical models. (English) Zbl 1445.62069 Electron. J. Stat. 14, No. 1, 2338-2361 (2020). MSC: 62G07 62C20 62H22 82B20 05C90 62P35 PDF BibTeX XML Cite \textit{L. Devroye} et al., Electron. J. Stat. 14, No. 1, 2338--2361 (2020; Zbl 1445.62069) Full Text: DOI Euclid
Auger, Pierre; Pironneau, Olivier Parameter identification by statistical learning of a stochastic dynamical system modelling a fishery with price variation. (Identification de paramètre par apprentissage statistique dans un système dynamique modélisant un site de pêche à prix variable.) (English. French summary) Zbl 1448.93336 C. R., Math., Acad. Sci. Paris 358, No. 3, 245-253 (2020). MSC: 93E12 93E20 91B76 PDF BibTeX XML Cite \textit{P. Auger} and \textit{O. Pironneau}, C. R., Math., Acad. Sci. Paris 358, No. 3, 245--253 (2020; Zbl 1448.93336) Full Text: DOI
Li, Xinying; Zheng, Lihong Consumers adoption behavior prediction through technology acceptance model and machine learning models. (English) Zbl 1444.62130 Rahman, Azizur (ed.), Statistics for data science and policy analysis. Proceedings of the applied statistics and policy analysis conference 2019, ASPAC2019, Wagga Wagga, Australia, September 5–6, 2019. Singapore: Springer. 333-346 (2020). MSC: 62P15 62J12 62R07 62-08 68T05 PDF BibTeX XML Cite \textit{X. Li} and \textit{L. Zheng}, in: Statistics for data science and policy analysis. Proceedings of the applied statistics and policy analysis conference 2019, ASPAC2019, Wagga Wagga, Australia, September 5--6, 2019. Singapore: Springer. 333--346 (2020; Zbl 1444.62130) Full Text: DOI
Costa, L. T.; Ramos, A. D. Dynamic aspects of the flip-annihilation process. (English) Zbl 1446.82050 J. Math. Phys. 61, No. 5, 053301, 13 p. (2020). MSC: 82C22 82C26 82C27 82M31 60J20 37A60 PDF BibTeX XML Cite \textit{L. T. Costa} and \textit{A. D. Ramos}, J. Math. Phys. 61, No. 5, 053301, 13 p. (2020; Zbl 1446.82050) Full Text: DOI
Kozyrev, Sergei V. Learning problem for functional programming and model of biological evolution. (English) Zbl 1447.92288 \(p\)-Adic Numbers Ultrametric Anal. Appl. 12, No. 2, 112-122 (2020). MSC: 92D15 92D10 68T05 PDF BibTeX XML Cite \textit{S. V. Kozyrev}, \(p\)-Adic Numbers Ultrametric Anal. Appl. 12, No. 2, 112--122 (2020; Zbl 1447.92288) Full Text: DOI
Saddiki, Hachem; Balzer, Laura B. A primer on causality in data science. (English) Zbl 1445.62022 J. SFdS 161, No. 1, 67-90 (2020). MSC: 62D20 62A01 62R07 62P10 05C90 PDF BibTeX XML Cite \textit{H. Saddiki} and \textit{L. B. Balzer}, J. SFdS 161, No. 1, 67--90 (2020; Zbl 1445.62022) Full Text: Link
Feldman, Dan Core-sets: updated survey. (English) Zbl 1436.62707 Ros, Frédéric (ed.) et al., Sampling Techniques for supervised or unsupervised tasks. Cham: Springer. Unsuperv. Semi-Superv. Learn., 23-44 (2020). MSC: 62R07 68T05 62D05 52C17 05B40 PDF BibTeX XML Cite \textit{D. Feldman}, in: Sampling Techniques for supervised or unsupervised tasks. Cham: Springer. 23--44 (2020; Zbl 1436.62707) Full Text: DOI
Osthus, Dave; Hyman, Jeffrey D.; Karra, Satish; Panda, Nishant; Srinivasan, Gowri A probabilistic clustering approach for identifying primary subnetworks of discrete fracture networks with quantified uncertainty. (English) Zbl 1446.60078 SIAM/ASA J. Uncertain. Quantif. 8, 573-600 (2020). MSC: 60K30 05C90 62H30 PDF BibTeX XML Cite \textit{D. Osthus} et al., SIAM/ASA J. Uncertain. Quantif. 8, 573--600 (2020; Zbl 1446.60078) Full Text: DOI
Barbiero, Pietro; Ciravegna, Gabriele; Cirrincione, Giansalvo; Tonda, Alberto; Squillero, Giovanni Generating neural archetypes to instruct fast and interpretable decisions. (English) Zbl 1442.62766 Bucciarelli, Edgardo (ed.) et al., Decision economics: complexity of decisions and decisions for complexity. Papers based on the presentations at the international conference on decision economics, DECON 2019, Ávila, Spain, June 26–28, 2019. Cham: Springer. Adv. Intell. Syst. Comput. 1009, 45-52 (2020). MSC: 62R07 62H30 62M45 62M20 62C25 68T05 PDF BibTeX XML Cite \textit{P. Barbiero} et al., Adv. Intell. Syst. Comput. 1009, 45--52 (2020; Zbl 1442.62766) Full Text: DOI
Dumpert, Florian Quantitative robustness of localized support vector machines. (English) Zbl 1442.62767 Commun. Pure Appl. Anal. 19, No. 8, 3947-3956 (2020). MSC: 62R07 62G35 68Q32 68T05 PDF BibTeX XML Cite \textit{F. Dumpert}, Commun. Pure Appl. Anal. 19, No. 8, 3947--3956 (2020; Zbl 1442.62767) Full Text: DOI
Sapsis, Themistoklis P. Output-weighted optimal sampling for Bayesian regression and rare event statistics using few samples. (English) Zbl 1439.62177 Proc. R. Soc. Lond., A, Math. Phys. Eng. Sci. 476, No. 2234, Article ID 20190834, 23 p. (2020). MSC: 62K05 62F15 62D05 PDF BibTeX XML Cite \textit{T. P. Sapsis}, Proc. R. Soc. Lond., A, Math. Phys. Eng. Sci. 476, No. 2234, Article ID 20190834, 23 p. (2020; Zbl 1439.62177) Full Text: DOI
Asadi, Majid; Zarezadeh, Somayeh A unified approach to constructing correlation coefficients between random variables. (English) Zbl 1444.62063 Metrika 83, No. 6, 657-676 (2020). Reviewer: Denis Sidorov (Irkutsk) MSC: 62H05 62H20 62H30 68T05 PDF BibTeX XML Cite \textit{M. Asadi} and \textit{S. Zarezadeh}, Metrika 83, No. 6, 657--676 (2020; Zbl 1444.62063) Full Text: DOI
Jiang, Yu Identification of business cycles and the Great Moderation in the post-war U.S. economy. (English) Zbl 1437.91296 Econ. Lett. 190, Article ID 109072, 5 p. (2020). MSC: 91B62 60J20 91B82 PDF BibTeX XML Cite \textit{Y. Jiang}, Econ. Lett. 190, Article ID 109072, 5 p. (2020; Zbl 1437.91296) Full Text: DOI
Chinot, Geoffrey; Lecué, Guillaume; Lerasle, Matthieu Robust statistical learning with Lipschitz and convex loss functions. (English) Zbl 1436.62178 Probab. Theory Relat. Fields 176, No. 3-4, 897-940 (2020). MSC: 62G35 68T05 60B11 62G08 PDF BibTeX XML Cite \textit{G. Chinot} et al., Probab. Theory Relat. Fields 176, No. 3--4, 897--940 (2020; Zbl 1436.62178) Full Text: DOI
Pálvölgyi, Dömötör; Tardos, Gábor Unlabeled compression schemes exceeding the VC-dimension. (English) Zbl 1432.68396 Discrete Appl. Math. 276, 102-107 (2020). MSC: 68T05 62H30 68P30 PDF BibTeX XML Cite \textit{D. Pálvölgyi} and \textit{G. Tardos}, Discrete Appl. Math. 276, 102--107 (2020; Zbl 1432.68396) Full Text: DOI
Zhang, An; Gao, Fei; Yang, Mi; Bi, Wenhao A new rule reduction and training method for extended belief rule base based on DBSCAN algorithm. (English) Zbl 1434.68484 Int. J. Approx. Reasoning 119, 20-39 (2020). MSC: 68T05 62H30 68T35 PDF BibTeX XML Cite \textit{A. Zhang} et al., Int. J. Approx. Reasoning 119, 20--39 (2020; Zbl 1434.68484) Full Text: DOI
Long, Philip M. New bounds on the price of bandit feedback for mistake-bounded online multiclass learning. (English) Zbl 1436.68153 Theor. Comput. Sci. 808, 159-163 (2020). MSC: 68Q32 62H30 62L15 68T05 68W27 PDF BibTeX XML Cite \textit{P. M. Long}, Theor. Comput. Sci. 808, 159--163 (2020; Zbl 1436.68153) Full Text: DOI
Grant, James A.; Leslie, David S.; Glazebrook, Kevin; Szechtman, Roberto; Letchford, Adam N. Adaptive policies for perimeter surveillance problems. (English) Zbl 1431.62334 Eur. J. Oper. Res. 283, No. 1, 265-278 (2020). MSC: 62L10 68T05 90B40 PDF BibTeX XML Cite \textit{J. A. Grant} et al., Eur. J. Oper. Res. 283, No. 1, 265--278 (2020; Zbl 1431.62334) Full Text: DOI
Shir, Ofer M.; Yehudayoff, Amir On the covariance-Hessian relation in evolution strategies. (English) Zbl 1436.68326 Theor. Comput. Sci. 801, 157-174 (2020). MSC: 68T20 62H10 68T05 90C59 PDF BibTeX XML Cite \textit{O. M. Shir} and \textit{A. Yehudayoff}, Theor. Comput. Sci. 801, 157--174 (2020; Zbl 1436.68326) Full Text: DOI
Fokoué, Ernest On the ubiquity of the Bayesian paradigm in statistical machine learning and data science. (English) Zbl 1453.62269 Math. Appl., Brno 8, No. 2, 189-209 (2019). MSC: 62A01 62R07 62F15 62F07 68T05 PDF BibTeX XML Cite \textit{E. Fokoué}, Math. Appl., Brno 8, No. 2, 189--209 (2019; Zbl 1453.62269) Full Text: DOI
Fokoué, Ernest On the versatility and polyvalence of certain statistical learning machines. (English) Zbl 1453.62268 Math. Appl., Brno 8, No. 2, 97-99 (2019). MSC: 62A01 62B15 68T05 PDF BibTeX XML Cite \textit{E. Fokoué}, Math. Appl., Brno 8, No. 2, 97--99 (2019; Zbl 1453.62268)
Guedj, Benjamin A primer on PAC-Bayesian learning. (English) Zbl 07272386 Breuillard, Emmanuel (ed.), SMF 2018 : Congrès de la Société Mathématique de France. Paris: Société Mathématique de France (SMF) (ISBN 978-2-85629-912-8/pbk). Séminaires et Congrès 33, 391-413 (2019). MSC: 68Q32 62-01 62C10 60B10 68T 62H PDF BibTeX XML Cite \textit{B. Guedj}, Sémin. Congr. 33, 391--413 (2019; Zbl 07272386)
Keskin, N. Bora; Birge, John R. Dynamic selling mechanisms for product differentiation and learning. (English) Zbl 1444.90064 Oper. Res. 67, No. 4, 1069-1089 (2019). MSC: 90B50 91B42 91B82 90C39 PDF BibTeX XML Cite \textit{N. B. Keskin} and \textit{J. R. Birge}, Oper. Res. 67, No. 4, 1069--1089 (2019; Zbl 1444.90064) Full Text: DOI
Ban, Gah-Yi; Rudin, Cynthia The big data newsvendor: practical insights from machine learning. (English) Zbl 1443.90093 Oper. Res. 67, No. 1, 90-108 (2019). MSC: 90B05 90C25 PDF BibTeX XML Cite \textit{G.-Y. Ban} and \textit{C. Rudin}, Oper. Res. 67, No. 1, 90--108 (2019; Zbl 1443.90093) Full Text: DOI
Drotár, Peter; Gazda, Matej; Vokorokos, Liberios Ensemble feature selection using election methods and ranker clustering. (English) Zbl 1443.68146 Inf. Sci. 480, 365-380 (2019). MSC: 68T05 62H30 91B12 PDF BibTeX XML Cite \textit{P. Drotár} et al., Inf. Sci. 480, 365--380 (2019; Zbl 1443.68146) Full Text: DOI
Zhou, Ta; Deng, Zhaohong; Jiang, Yizhang; Wang, Shitong Fuzzy classification method for small-and medium-scale datasets. (Chinese. English summary) Zbl 1449.62149 J. Softw. 30, No. 12, 3637-3650 (2019). MSC: 62H30 68T05 03E72 62H86 PDF BibTeX XML Cite \textit{T. Zhou} et al., J. Softw. 30, No. 12, 3637--3650 (2019; Zbl 1449.62149) Full Text: DOI
Bertozzi, Andrea L.; Merkurjev, Ekaterina Graph-based optimization approaches for machine learning, uncertainty quantification and networks. (English) Zbl 1446.65032 Kimmel, Ron (ed.) et al., Processing, analyzing and learning of images, shapes, and forms. Part 2. Amsterdam: Elsevier/North Holland. Handb. Numer. Anal. 20, 503-531 (2019). MSC: 65K10 05C85 62H30 68U10 35R02 91D30 49M29 94C15 PDF BibTeX XML Cite \textit{A. L. Bertozzi} and \textit{E. Merkurjev}, Handb. Numer. Anal. 20, 503--531 (2019; Zbl 1446.65032) Full Text: DOI
Franceschini, Chiara; Giardinà, Cristian Stochastic duality and orthogonal polynomials. (English) Zbl 1446.82052 Sidoravicius, Vladas (ed.), Sojourns in probability theory and statistical physics. III. Interacting particle systems and random walks, a festschrift for Charles M. Newman. Singapore: Springer; Shanghai: NYU Shanghai. Springer Proc. Math. Stat. 300, 187-214 (2019). MSC: 82C22 82C41 60J20 60J25 PDF BibTeX XML Cite \textit{C. Franceschini} and \textit{C. Giardinà}, Springer Proc. Math. Stat. 300, 187--214 (2019; Zbl 1446.82052) Full Text: DOI
Larédo, Catherine; Viet Chi Tran Statistical inference for epidemic processes in a homogeneous community. (English) Zbl 1447.92443 Britton, Tom (ed.) et al., Stochastic epidemic models with inference. Lectures given at the ICPAM/CIMPA school on “Stochastic models of epidemics”, Ziguinchor, Senegal, December 5–16, 2015. Cham: Springer. Lect. Notes Math. 2255, 325-472 (2019). Reviewer: Yilun Shang (Newcastle) MSC: 92D30 62P10 60J60 60J20 PDF BibTeX XML Cite \textit{C. Larédo} and \textit{Viet Chi Tran}, Lect. Notes Math. 2255, 325--472 (2019; Zbl 1447.92443) Full Text: DOI DOI DOI DOI Link
Alquier, Pierre; Doukhan, Paul; Fan, Xiequan Exponential inequalities for nonstationary Markov chains. (English) Zbl 1434.60171 Depend. Model. 7, 150-168 (2019). MSC: 60J05 60E15 62M05 62M10 62M20 68Q32 PDF BibTeX XML Cite \textit{P. Alquier} et al., Depend. Model. 7, 150--168 (2019; Zbl 1434.60171) Full Text: DOI
Vapnik, V. N. Complete statistical theory of learning. (English. Russian original) Zbl 1436.62712 Autom. Remote Control 80, No. 11, 1949-1975 (2019); translation from Avtom. Telemekh. 2019, No. 11, 24-58 (2019). MSC: 62R07 68T05 46E22 PDF BibTeX XML Cite \textit{V. N. Vapnik}, Autom. Remote Control 80, No. 11, 1949--1975 (2019; Zbl 1436.62712); translation from Avtom. Telemekh. 2019, No. 11, 24--58 (2019) Full Text: DOI
Zhang, Jinhao; Xiao, Mi; Gao, Liang; Chu, Sheng A combined projection-outline-based active learning Kriging and adaptive importance sampling method for hybrid reliability analysis with small failure probabilities. (English) Zbl 1440.65009 Comput. Methods Appl. Mech. Eng. 344, 13-33 (2019). MSC: 65C05 60G25 62L05 62N05 65G40 PDF BibTeX XML Cite \textit{J. Zhang} et al., Comput. Methods Appl. Mech. Eng. 344, 13--33 (2019; Zbl 1440.65009) Full Text: DOI
E, Weinan Machine learning: mathematical theory and scientific applications. (English) Zbl 1439.68019 Notices Am. Math. Soc. 66, No. 11, 1813-1820 (2019). MSC: 68T05 35Q68 62H30 62J02 PDF BibTeX XML Cite \textit{W. E}, Notices Am. Math. Soc. 66, No. 11, 1813--1820 (2019; Zbl 1439.68019) Full Text: DOI
Luna, José Marcio; Gennatas, Efstathios D.; Ungar, Lyle H.; Eaton, Eric; Diffenderfer, Eric S.; Jensen, Shane T.; Simone, Ii Charles B.; Friedman, Jerome H.; Solberg, Timothy D.; Valdes, Gilmer Building more accurate decision trees with the additive tree. (English) Zbl 1431.62264 Proc. Natl. Acad. Sci. USA 116, No. 40, 19887-19893 (2019). MSC: 62H30 62C05 68T10 68T07 PDF BibTeX XML Cite \textit{J. M. Luna} et al., Proc. Natl. Acad. Sci. USA 116, No. 40, 19887--19893 (2019; Zbl 1431.62264) Full Text: DOI
Ge, Shaodi; Li, Hongjun; Luo, Liuhong Constrained dual graph regularized orthogonal nonnegative matrix tri-factorization for co-clustering. (English) Zbl 1435.68259 Math. Probl. Eng. 2019, Article ID 7565640, 17 p. (2019). MSC: 68T05 15A23 62H30 68R10 PDF BibTeX XML Cite \textit{S. Ge} et al., Math. Probl. Eng. 2019, Article ID 7565640, 17 p. (2019; Zbl 1435.68259) Full Text: DOI
Wang, Daren; Lu, Xinyang; Rinaldo, Alessandro DBSCAN: optimal rates for density-based cluster estimation. (English) Zbl 1446.62184 J. Mach. Learn. Res. 20, Paper No. 170, 50 p. (2019). MSC: 62H30 62H22 62G07 62C20 05C90 62-08 68T05 PDF BibTeX XML Cite \textit{D. Wang} et al., J. Mach. Learn. Res. 20, Paper No. 170, 50 p. (2019; Zbl 1446.62184) Full Text: Link
Maggioni, Mauro; Murphy, James M. Learning by unsupervised nonlinear diffusion. (English) Zbl 1440.68233 J. Mach. Learn. Res. 20, Paper No. 160, 56 p. (2019). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{M. Maggioni} and \textit{J. M. Murphy}, J. Mach. Learn. Res. 20, Paper No. 160, 56 p. (2019; Zbl 1440.68233) Full Text: Link
Wang, Xiaozhou; Yang, Zhuoyi; Chen, Xi; Liu, Weidong Distributed inference for linear support vector machine. (English) Zbl 1434.68468 J. Mach. Learn. Res. 20, Paper No. 113, 41 p. (2019). MSC: 68T05 62H30 62R07 68T09 PDF BibTeX XML Cite \textit{X. Wang} et al., J. Mach. Learn. Res. 20, Paper No. 113, 41 p. (2019; Zbl 1434.68468) Full Text: Link
Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. Low permutation-rank matrices: structural properties and noisy completion. (English) Zbl 1434.68451 J. Mach. Learn. Res. 20, Paper No. 101, 43 p. (2019). MSC: 68T05 15A83 62C20 62H12 PDF BibTeX XML Cite \textit{N. B. Shah} et al., J. Mach. Learn. Res. 20, Paper No. 101, 43 p. (2019; Zbl 1434.68451) Full Text: Link
Altschuler, Jason; Brunel, Victor-Emmanuel; Malek, Alan Best arm identification for contaminated bandits. (English) Zbl 1434.68391 J. Mach. Learn. Res. 20, Paper No. 91, 39 p. (2019). MSC: 68T05 62C25 62F35 62L15 PDF BibTeX XML Cite \textit{J. Altschuler} et al., J. Mach. Learn. Res. 20, Paper No. 91, 39 p. (2019; Zbl 1434.68391) Full Text: Link
Liu, Kai; Fang, Yong; Zhang, Lei; Zuo, Zheng; Liu, Liang Malware clustering based on graph convolutional networks. (Chinese. English summary) Zbl 1449.62138 J. Sichuan Univ., Nat. Sci. Ed. 56, No. 4, 654-660 (2019). MSC: 62H30 68T05 62M45 05C90 62-08 PDF BibTeX XML Cite \textit{K. Liu} et al., J. Sichuan Univ., Nat. Sci. Ed. 56, No. 4, 654--660 (2019; Zbl 1449.62138) Full Text: DOI
Liu, Jiubiao Reverse nearest neighbor clustering method of spatial database. (Chinese. English summary) Zbl 1449.68024 J. Jilin Univ., Sci. 57, No. 2, 387-392 (2019). MSC: 68P15 62H30 68T05 PDF BibTeX XML Cite \textit{J. Liu}, J. Jilin Univ., Sci. 57, No. 2, 387--392 (2019; Zbl 1449.68024) Full Text: DOI
Fan, Jianqing; Wang, Dong; Wang, Kaizheng; Zhu, Ziwei Distributed estimation of principal eigenspaces. (English) Zbl 1450.62067 Ann. Stat. 47, No. 6, 3009-3031 (2019). Reviewer: Flavia-Corina Mitroi-Symeonidis (Bucureşti) MSC: 62H25 62E10 60E15 68T05 62R07 62G32 PDF BibTeX XML Cite \textit{J. Fan} et al., Ann. Stat. 47, No. 6, 3009--3031 (2019; Zbl 1450.62067) Full Text: DOI Euclid arXiv
de Carvalho, Jhonnata B.; Silva, Murilo C.; von Borries, George F.; de Pinho, André L. S.; von Borries, Ricardo F. A combined Fourier analysis and support vector machine for EEG classification. (English) Zbl 1434.62107 Chil. J. Stat. 10, No. 1, 3-20 (2019). MSC: 62H25 68Q32 62P10 62H30 PDF BibTeX XML Cite \textit{J. B. de Carvalho} et al., Chil. J. Stat. 10, No. 1, 3--20 (2019; Zbl 1434.62107) Full Text: Link
Baloochian, Hossein; Ghaffary, Hamid Reza Multiclass classification based on multi-criteria decision-making. (English) Zbl 1433.62156 J. Classif. 36, No. 1, 140-151 (2019). MSC: 62H30 62C25 91B06 68T05 PDF BibTeX XML Cite \textit{H. Baloochian} and \textit{H. R. Ghaffary}, J. Classif. 36, No. 1, 140--151 (2019; Zbl 1433.62156) Full Text: DOI
Hoffmann, Marc; Marguet, Aline Statistical estimation in a randomly structured branching population. (English) Zbl 1428.62130 Stochastic Processes Appl. 129, No. 12, 5236-5277 (2019). MSC: 62G05 62M05 60J80 60J20 92D25 PDF BibTeX XML Cite \textit{M. Hoffmann} and \textit{A. Marguet}, Stochastic Processes Appl. 129, No. 12, 5236--5277 (2019; Zbl 1428.62130) Full Text: DOI arXiv
Lin, Yier Markov duality for stochastic six vertex model. (English) Zbl 1431.82018 Electron. Commun. Probab. 24, Paper No. 67, 17 p. (2019). MSC: 82C22 82B23 82B20 60H15 60J20 PDF BibTeX XML Cite \textit{Y. Lin}, Electron. Commun. Probab. 24, Paper No. 67, 17 p. (2019; Zbl 1431.82018) Full Text: DOI Euclid arXiv
Ben Arous, Gérard; Mei, Song; Montanari, Andrea; Nica, Mihai The landscape of the spiked tensor model. (English) Zbl 1434.62078 Commun. Pure Appl. Math. 72, No. 11, 2282-2330 (2019). Reviewer: Denis Sidorov (Irkutsk) MSC: 62H05 62H12 90C26 PDF BibTeX XML Cite \textit{G. Ben Arous} et al., Commun. Pure Appl. Math. 72, No. 11, 2282--2330 (2019; Zbl 1434.62078) Full Text: DOI arXiv
Hanneke, Steve; Yang, Liu Surrogate losses in passive and active learning. (English) Zbl 1433.62158 Electron. J. Stat. 13, No. 2, 4646-4708 (2019). Reviewer: Denis Sidorov (Irkutsk) MSC: 62H30 62L05 68T05 PDF BibTeX XML Cite \textit{S. Hanneke} and \textit{L. Yang}, Electron. J. Stat. 13, No. 2, 4646--4708 (2019; Zbl 1433.62158) Full Text: DOI Euclid arXiv
Pergamenchtchikov, Serguei; Tartakovsky, Alexander G. Asymptotically optimal pointwise and minimax change-point detection for general stochastic models with a composite post-change hypothesis. (English) Zbl 1428.62370 J. Multivariate Anal. 174, Article ID 104541, 20 p. (2019). MSC: 62L10 62L15 60G40 60J05 60J20 PDF BibTeX XML Cite \textit{S. Pergamenchtchikov} and \textit{A. G. Tartakovsky}, J. Multivariate Anal. 174, Article ID 104541, 20 p. (2019; Zbl 1428.62370) Full Text: DOI arXiv
Marinacci, Massimo; Massari, Filippo Learning from ambiguous and misspecified models. (English) Zbl 1427.91094 J. Math. Econ. 84, 144-149 (2019). MSC: 91B06 PDF BibTeX XML Cite \textit{M. Marinacci} and \textit{F. Massari}, J. Math. Econ. 84, 144--149 (2019; Zbl 1427.91094) Full Text: DOI
Adler, Gustavo; Lama, Ruy; Medina, Juan Pablo Foreign exchange intervention and inflation targeting: the role of credibility. (English) Zbl 1425.91303 J. Econ. Dyn. Control 106, Article ID 103716, 20 p. (2019). MSC: 91B64 91B82 62P20 PDF BibTeX XML Cite \textit{G. Adler} et al., J. Econ. Dyn. Control 106, Article ID 103716, 20 p. (2019; Zbl 1425.91303) Full Text: DOI
Hanneke, Steve; Kontorovich, Aryeh Optimality of SVM: novel proofs and tighter bounds. (English) Zbl 1436.68304 Theor. Comput. Sci. 796, 99-113 (2019). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{S. Hanneke} and \textit{A. Kontorovich}, Theor. Comput. Sci. 796, 99--113 (2019; Zbl 1436.68304) Full Text: DOI
Zhu, Wensheng; Zeng, Donglin; Song, Rui Proper inference for value function in high-dimensional Q-learning for dynamic treatment regimes. (English) Zbl 1428.62246 J. Am. Stat. Assoc. 114, No. 527, 1404-1417 (2019). MSC: 62H12 62C05 62F12 62J07 PDF BibTeX XML Cite \textit{W. Zhu} et al., J. Am. Stat. Assoc. 114, No. 527, 1404--1417 (2019; Zbl 1428.62246) Full Text: DOI
Casgrain, Philippe; Jaimungal, Sebastian Trading algorithms with learning in latent alpha models. (English) Zbl 1426.91241 Math. Finance 29, No. 3, 735-772 (2019). MSC: 91G10 93E20 PDF BibTeX XML Cite \textit{P. Casgrain} and \textit{S. Jaimungal}, Math. Finance 29, No. 3, 735--772 (2019; Zbl 1426.91241) Full Text: DOI
Zocca, Alessandro Tunneling of the hard-core model on finite triangular lattices. (English) Zbl 1423.82018 Random Struct. Algorithms 55, No. 1, 215-246 (2019). MSC: 82C20 60J20 PDF BibTeX XML Cite \textit{A. Zocca}, Random Struct. Algorithms 55, No. 1, 215--246 (2019; Zbl 1423.82018) Full Text: DOI arXiv
Reeve, Henry W. J.; Kabán, Ata Robust randomized optimization with \(k\) nearest neighbors. (English) Zbl 1430.68273 Anal. Appl., Singap. 17, No. 5, 819-836 (2019). MSC: 68T05 62C20 62G08 PDF BibTeX XML Cite \textit{H. W. J. Reeve} and \textit{A. Kabán}, Anal. Appl., Singap. 17, No. 5, 819--836 (2019; Zbl 1430.68273) Full Text: DOI
Guo, Rui; Li, Maokun; Yang, Fan; Xu, Shengheng; Abubakar, Aria First arrival traveltime tomography using supervised descent learning technique. (English) Zbl 1430.94019 Inverse Probl. 35, No. 10, Article ID 105008, 19 p. (2019). MSC: 94A08 92C55 62H30 68T05 PDF BibTeX XML Cite \textit{R. Guo} et al., Inverse Probl. 35, No. 10, Article ID 105008, 19 p. (2019; Zbl 1430.94019) Full Text: DOI
Kontorovich, Aryeh; Pinelis, Iosif Exact lower bounds for the agnostic probably-approximately-correct (PAC) machine learning model. (English) Zbl 1447.62070 Ann. Stat. 47, No. 5, 2822-2854 (2019). MSC: 62H30 62C20 68T05 PDF BibTeX XML Cite \textit{A. Kontorovich} and \textit{I. Pinelis}, Ann. Stat. 47, No. 5, 2822--2854 (2019; Zbl 1447.62070) Full Text: DOI Euclid arXiv
Monthus, Cécile Large deviations for dynamical fluctuations of open Markov processes, with application to random cascades on trees. (English) Zbl 1422.60045 J. Phys. A, Math. Theor. 52, No. 2, Article ID 025001, 24 p. (2019). MSC: 60F10 60J10 60J20 82C35 82C70 PDF BibTeX XML Cite \textit{C. Monthus}, J. Phys. A, Math. Theor. 52, No. 2, Article ID 025001, 24 p. (2019; Zbl 1422.60045) Full Text: DOI
Lu, Chenguang; Wang, Peizhuang Significance of Zadeh’s membership functions to likelihood method, semantic communication, and statistical learning. (Chinese. English summary) Zbl 07112566 Fuzzy Syst. Math. 33, No. 2, 56-69 (2019). MSC: 62M86 62B10 62H30 68T05 PDF BibTeX XML Cite \textit{C. Lu} and \textit{P. Wang}, Fuzzy Syst. Math. 33, No. 2, 56--69 (2019; Zbl 07112566)
Dorie, Vincent; Hill, Jennifer; Shalit, Uri; Scott, Marc; Cervone, Dan Rejoinder: response to discussions and a look ahead. (English) Zbl 1420.62346 Stat. Sci. 34, No. 1, 94-99 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{V. Dorie} et al., Stat. Sci. 34, No. 1, 94--99 (2019; Zbl 1420.62346) Full Text: DOI Euclid
Carnegie, Nicole Bohme Comment: Contributions of model features to BART causal inference performance using ACIC 2016 competition data. (English) Zbl 1420.62344 Stat. Sci. 34, No. 1, 90-93 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{N. B. Carnegie}, Stat. Sci. 34, No. 1, 90--93 (2019; Zbl 1420.62344) Full Text: DOI Euclid
Karavani, Ehud; El-Hay, Tal; Shimoni, Yishai; Yanover, Chen Comment: causal inference competitions: where should we aim? (English) Zbl 1420.62350 Stat. Sci. 34, No. 1, 86-89 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{E. Karavani} et al., Stat. Sci. 34, No. 1, 86--89 (2019; Zbl 1420.62350) Full Text: DOI Euclid
Gruber, Susan; van der Laan, Mark J. Comment on “Automated versus do-it-yourself methods for causal inference: lessons learned from a data analysis competition”. (English) Zbl 1420.62347 Stat. Sci. 34, No. 1, 82-85 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{S. Gruber} and \textit{M. J. van der Laan}, Stat. Sci. 34, No. 1, 82--85 (2019; Zbl 1420.62347) Full Text: DOI Euclid
Jensen, David Comment: strengthening empirical evaluation of causal inference methods. (English) Zbl 1420.62349 Stat. Sci. 34, No. 1, 77-81 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{D. Jensen}, Stat. Sci. 34, No. 1, 77--81 (2019; Zbl 1420.62349) Full Text: DOI Euclid
Zhao, Qingyuan; Keele, Luke J.; Small, Dylan S. Comment: Will competition-winning methods for causal inference also succeed in practice? (English) Zbl 1420.62352 Stat. Sci. 34, No. 1, 72-76 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{Q. Zhao} et al., Stat. Sci. 34, No. 1, 72--76 (2019; Zbl 1420.62352) Full Text: DOI Euclid
Hernán, Miguel A. Comment: Spherical cows in a vacuum: data analysis competitions for causal inference. (English) Zbl 1420.62348 Stat. Sci. 34, No. 1, 69-71 (2019). MSC: 62K20 68T05 62B15 PDF BibTeX XML Cite \textit{M. A. Hernán}, Stat. Sci. 34, No. 1, 69--71 (2019; Zbl 1420.62348) Full Text: DOI Euclid