Semi-Supervised Clustering with Inaccurate Pairwise Annotations

1 code implementation • 5 Apr 2021 • Daniel Gribel, Michel Gendreau, Thibaut Vidal

Pairwise relational information is a useful way of providing partial supervision in domains where class labels are difficult to acquire.

Clustering Stochastic Block Model

Assortative-Constrained Stochastic Block Models

1 code implementation • 21 Apr 2020 • Daniel Gribel, Thibaut Vidal, Michel Gendreau

Stochastic block models (SBMs) are often used to find assortative community structures in networks, such that the probability of connections within communities is higher than in between communities.

Community Detection Stochastic Block Model

Optimizing Energy Production Using Policy Search and Predictive State Representations

no code implementations • NeurIPS 2014 • Yuri Grinberg, Doina Precup, Michel Gendreau

We consider the challenging practical problem of optimizing the power production of a complex of hydroelectric power plants, which involves control over three continuous action variables, uncertainty in the amount of water inflows and a variety of constraints that need to be satisfied.