Open AccessOptimal Prescriptive Trees
Author(s) -
Dimitris Bertsimas,
Jack Dunn,
Nishanth Mundru
Publication year - 2019
Publication title -
informs journal on optimization
Language(s) - Uncategorized
Resource type - Journals
eISSN - 2575-1492
pISSN - 2575-1484
DOI - 10.1287/ijoo.2018.0005
Subject(s) - interpretability , computer science , scalability , variety (cybernetics) , counterfactual conditional , tree (set theory) , decision tree , generalizability theory , machine learning , artificial intelligence , data mining , mathematics , statistics , counterfactual thinking , mathematical analysis , philosophy , epistemology , database
Motivated by personalized decision making, given observational data {(xi,yi,zi)}i=1n involving features xi∈Rd, assigned treatments or prescriptions zi∈{1,…,m}, and outcomes yi∈R, we propose a tree-...
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom