Regression Tree for Bandits Models in A/B Testing

被引：3

作者：

Claeys, Emmanuelle ^{[1
,2
,3
]}

Gancarski, Pierre ^{[1
]}

Maumy-Bertrand, Myriam ^{[2
]}

Wassner, Hubert ^{[3
]}

机构：

[1] Strasbourg Univ, CNRS, ICUBE, 300 Bd Sebastien Brant, F-67400 Illkirch Graffenstaden, France

[2] Strasbourg Univ, CNRS, IRMA, 7 Rue Rene Descartes, F-67000 Strasbourg, France

[3] AB TASTY, 3 Impasse Planchette, F-75003 Paris, France

来源：

ADVANCES IN INTELLIGENT DATA ANALYSIS XVI, IDA 2017 | 2017年 / 10584卷

关键词：

A/B Test; best arm identification; bandit models; regression tree; time clustering; topic modeling;

D O I：

10.1007/978-3-319-68765-0_5

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In the context of Web A/B testing, dynamic assignment of traffic aims to promote the best variation (A or B) as quickly as possible. However, dynamic assignment is difficult to use when the difference between A and B affects the visitor differently according to his/her personal characteristics and his/her history (number of visits, navigation on the website ... ). In this paper, we propose a dynamic assignment strategy based on a visitor segmentation determined automatically from the visitors navigation and characteristics.

引用

页码：52 / 62

页数：11

共 50 条

[31] Inductive learning of tree-based regression models
Torgo, L
AI COMMUNICATIONS, 2000, 13 (02) : 137 - 138
[32] Comparison of tree-based ensemble models for regression
Park, Sangho
Kim, Chanmin
COMMUNICATIONS FOR STATISTICAL APPLICATIONS AND METHODS, 2022, 29 (05) : 561 - 590
[33] Regression tree models to predict winter storm costs
Adams, Teresa M.
Juni, Emil
Sproul, Michael
Xu, Lei
MANAGEMENT AND DELIVERY OF MAINTENANCE AND OPERATIONS SERVICES, 2006, (1948): : 117 - 124
[34] Genetic markers applied in regression tree prediction models
Hizer, SE
Wright, TM
Garcia, DK
ANIMAL GENETICS, 2004, 35 (01) : 50 - 52
[35] Testing regression models: A strong martingale approach
Burke, MD
ASYMPTOTIC METHODS IN STOCHASTICS, 2004, 44 : 351 - 365
[36] Testing modified zeros for Poisson regression models
Tang, Yi
Tang, Wan
STATISTICAL METHODS IN MEDICAL RESEARCH, 2019, 28 (10-11) : 3123 - 3141
[37] Group testing regression models with dilution submodels
Warasi, Md S.
McMahan, Christopher S.
Tebbs, Joshua M.
Bilder, Christopher R.
STATISTICS IN MEDICINE, 2017, 36 (30) : 4860 - 4872
[38] Testing for Breaks in Regression Models with Dependent Data
Hidalgo, J.
Dalla, V.
NONPARAMETRIC STATISTICS, 2016, 175 : 19 - 45
[39] Specification testing for regression models with dependent data
Hidalgo, J.
JOURNAL OF ECONOMETRICS, 2008, 143 (01) : 143 - 165
[40] Testing for serial correlation in multivariate regression models
Kyriazidou, E
JOURNAL OF ECONOMETRICS, 1998, 86 (02) : 193 - 220

← 1 2 3 4 5 →