7 papers
A Quantum Model for Constrained Markowitz Modern Portfolio Using Slack Variables to Process Mixed-Binary Optimization under QAOA
Pablo Thomassin, Guillaume Guerard, Sonia Djebali +1
Effectively encoding inequality constraints is a primary obstacle in applying quantum algorithms to financial optimization. A quantum model for Markowitz portfolio optimization is…
A Context-Free Smart Grid Model Using Complex System Approach
Soufian Ben Amor, Alain Bui, Guillaume Guerard
Energy and pollution are urging problems of the 21th century. By gradually changing the actual power grid system, smart grid may evolve into different systems by means of size, ele…
PretopoMD: Pretopology-based Mixed Data Hierarchical Clustering
Loup-Noe Levy, Guillaume Guerard, Sonia Djebali +1
This article presents a novel pretopology-based algorithm designed to address the challenges of clustering mixed data without the need for dimensionality reduction. Leveraging Disj…
Mixed Data Clustering Survey and Challenges
Guillaume Guerard, Sonia Djebali
The advent of the big data paradigm has transformed how industries manage and analyze information, ushering in an era of unprecedented data volume, velocity, and variety. Within th…
Hierarchical clustering of complex energy systems using pretopology
Loup-Noe Levy, Jeremie Bosom, Guillaume Guerard +3
This article attempts answering the following problematic: How to model and classify energy consumption profiles over a large distributed territory to optimize the management of bu…
Hidden markov model to predict tourists visited place
Theo Demessance, Chongke Bi, Sonia Djebali +1
Nowadays, social networks are becoming a popular way of analyzing tourist behavior, thanks to the digital traces left by travelers during their stays on these networks. The massive…