Search Results for author: Jesús Solano

Found 4 papers, 0 papers with code

Optimizing Credit Limit Adjustments Under Adversarial Goals Using Reinforcement Learning

no code implementations27 Jun 2023 Sherly Alfonso-Sánchez, Jesús Solano, Alejandro Correa-Bahnsen, Kristina P. Sendova, Cristián Bravo

Second, given the particularities of our problem, we used an offline learning strategy to simulate the impact of the action based on historical data from a super-app in Latin America to train our reinforcement learning agent.

Decision Making Q-Learning +1

Privacy-Preserving Machine Learning for Collaborative Data Sharing via Auto-encoder Latent Space Embeddings

no code implementations10 Nov 2022 Ana María Quintero-Ossa, Jesús Solano, Hernán Jarcía, David Zarruk, Alejandro Correa Bahnsen, Carlos Valencia

Privacy-preserving machine learning in data-sharing processes is an ever-critical task that enables collaborative training of Machine Learning (ML) models without the need to share the original data sources.

Privacy Preserving Representation Learning

Proactive Detractor Detection Framework Based on Message-Wise Sentiment Analysis Over Customer Support Interactions

no code implementations8 Nov 2022 Juan Sebastián Salcedo Gallo, Jesús Solano, Javier Hernán García, David Zarruk-Valencia, Alejandro Correa-Bahnsen

In this work, we propose a framework relying solely on chat-based customer support (CS) interactions for predicting the recommendation decision of individual users.

Sentiment Analysis

A Siamese Neural Network for Behavioral Biometrics Authentication

no code implementations1 Jan 2021 Jesús Solano, Esteban Rivera, Alejandra Castelblanco, Lizzy Tengana, Christian Lopez, Martin Ochoa

We show that our approach has a few-shot classification accuracy of up to 99. 8% and 90. 8% for mobile and web interactions, respectively.

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