4 papers
Complexity Bounds for Smooth Multiobjective Optimization
Phillipe R. Sampaio
We study the oracle complexity of finding -Pareto stationary points in smooth multiobjective optimization with objectives. Progress is measured by the Pareto stati…
Unsupervised Document and Template Clustering using Multimodal Embeddings
Phillipe R. Sampaio, Helene Maxcici
We study unsupervised clustering of documents at both the category and template levels using frozen multimodal encoders and classical clustering algorithms. We systematize a model-…
DEFT-FUNNEL: an open-source global optimization solver for constrained grey-box and black-box problems
Phillipe R. Sampaio
The fast-growing need for grey-box and black-box optimization methods for constrained global optimization problems in fields such as medicine, chemistry, engineering and artificial…
Simulation and optimal control of heating and cooling systems: a case study of a commercial building
Phillipe R. Sampaio, Raphael Salvazet, Pierre Mandel +2
In this paper, an energy conservation measure that optimizes the planning of heating and cooling systems for tertiary sector buildings is proposed. It consists of a model-based pre…