About
I am a researcher at CPES (Power and Energy Systems), which is a R&D Centre of the INESC-TEC.
My research focus are Artificial Intelligence, modelling and statistical analysis, renewable production, distributed energy.
I am a researcher at CPES (Power and Energy Systems), which is a R&D Centre of the INESC-TEC. My research focus are Artificial Intelligence, modelling and statistical analysis, renewable production, distributed energy.
I am a researcher at CPES (Power and Energy Systems), which is a R&D Centre of the INESC-TEC.
My research focus are Artificial Intelligence, modelling and statistical analysis, renewable production, distributed energy.
2025
Authors
Campos, R; Jorge, AM; Jatowt, A; Bhatia, S; Litvak, M; Cordeiro, JP; Rocha, C; Sousa, HO; Cunha, LF; Mansouri, B;
Publication
SIGIR Forum
Abstract
2025
Authors
, A; Rocha, C; Campos, P;
Publication
Machine Learning Perspectives of Agent-Based Models
Abstract
The present work is inspired by the aftermarket companies of the automotive industry. The goal is to investigate how companies react to market change, by understanding the effect of a perturbation (such as a business cessation) on the rest of the companies that are interconnected through peer-to-peer relationships. An agent-based model has been developed that simulates a multilayer network involving different types of companies: suppliers, aftermarket companies; retailers and consumers. The effect of the cessation is measured by the resilience of the multilayer network after suffering the perturbation. The multilayer network is inspired in a business model of the automobile industry’s aftermarket and each type of company has some defined characteristics. The agent-based model produces the network dynamics due to the changes in its configuration throughout time. No learning mechanism is introduced in this work. We demonstrate that the number of links, the volume of sales and the total profit of a node in the network has an impact on its survival throughout time. © 2025 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG.
2025
Authors
David Lima; Gil Sampaio; Conceição Rocha; João Viana; Clara Gouveia;
Publication
2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)
Abstract
2024
Authors
Campos, R; Jorge, AM; Jatowt, A; Bhatia, S; Litvak, M; Cordeiro, JP; Rocha, C; Sousa, HO; Mansouri, B;
Publication
SIGIR Forum
Abstract
2023
Authors
Campos, R; Jorge, AM; Jatowt, A; Bhatia, S; Litvak, M; Cordeiro, JP; Rocha, C; Sousa, HO; Mansouri, B;
Publication
SIGIR Forum
Abstract
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