Constructing generative logical models for optimisation problems using domain knowledge

In this paper we seek to identify data instances with a low value of some objective (or cost) function. Normally posed as optimisation problems, our interest is in problems that have the following characteristics: (a) optimal, or even near-optimal solutions are very rare; (b) it is expensive to obta...

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Bibliographic Details
Published in:	Machine learning Vol. 109; no. 7; pp. 1371 - 1392
Main Authors:	Srinivasan, Ashwin, Vig, Lovekesh, Shroff, Gautam
Format:	Journal Article
Language:	English
Published:	New York Springer US 01.07.2020 Springer Nature B.V
Subjects:	Artificial Intelligence Computer Science Control Domains Functional groups Logic programming Machine Learning Mechatronics Natural Language Processing (NLP) Optimization Random sampling Ring structures Robotics Simulation and Modeling Special Issue of the Inductive Logic Programming (ILP) 2019 Inductive logic programming Generative models Domain knowledge guided optimisation
ISSN:	0885-6125, 1573-0565
Online Access:	Get full text
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