85 citations · 116 across the 22 of their papers we have counts for
5 papers · 1 filter
An exact dynamic programming approach to segmented isotonic regression
Víctor Bucarey, Martine Labbé, Juan M. Morales +1
This paper proposes a polynomial-time algorithm to construct the monotone stepwise curve that minimizes the sum of squared errors with respect to a given cloud of data points. The…
A bilevel framework for decision-making under uncertainty with contextual information
Miguel Angel Muñoz, Salvador Pineda, Juan Miguel Morales
In this paper, we propose a novel approach for data-driven decision-making under uncertainty in the presence of contextual information. Given a finite collection of observations of…
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…
Forecasting the Price-Response of a Pool of Buildings via Homothetic Inverse Optimization
Ricardo Fernández-Blanco, Juan Miguel Morales, Salvador Pineda
This paper focuses on the day-ahead forecasting of the aggregate power of a pool of smart buildings equipped with thermostatically-controlled loads. We first propose the modeling o…
An Efficient Robust Approach to the Day-ahead Operation of an Aggregator of Electric Vehicles
Álvaro Porras, Ricardo Fernández-Blanco, Juan M. Morales +1
The growing use of electric vehicles (EVs) may hinder their integration into the electricity system as well as their efficient operation due to the intrinsic stochasticity associat…