85 citations · 89 across the 3 of their papers we have counts for
3 papers
Cost-driven Screening of Network Constraints for the Unit Commitment Problem
Álvaro Porras, Salvador Pineda, Juan M. Morales +1
In an attempt to speed up the solution of the unit commitment (UC) problem, both machine-learning and optimization-based methods have been proposed to lighten the full UC formulati…
Warm-starting constraint generation for mixed-integer optimization: A Machine Learning approach
Asunción Jiménez-Cordero, Juan Miguel Morales, Salvador Pineda
Mixed Integer Linear Programs (MILP) are well known to be NP-hard (Non-deterministic Polynomial-time hard) problems in general. Even though pure optimization-based methods, such as…
A novel embedded min-max approach for feature selection in nonlinear support vector machine classification
Asunción Jiménez-Cordero, Juan Miguel Morales, Salvador Pineda
In recent years, feature selection has become a challenging problem in several machine learning fields, such as classification problems. Support Vector Machine (SVM) is a well-know…