Explainable Artificial Intelligence for Drug Discovery and Development -- A Comprehensive Survey

no code implementations • 21 Sep 2023 • Roohallah Alizadehsani, Solomon Sunday Oyelere, Sadiq Hussain, Rene Ripardo Calixto, Victor Hugo C. de Albuquerque, Mohamad Roshanzamir, Mohamed Rahouti, Senthil Kumar Jagatheesaperumal

This review article provides a comprehensive overview of the current state-of-the-art in XAI for drug discovery, including various XAI methods, their application in drug discovery, and the challenges and limitations of XAI techniques in drug discovery.

Drug Discovery Explainable artificial intelligence +1

A Novel Approach for Optimum-Path Forest Classification Using Fuzzy Logic

no code implementations • 13 Apr 2022 • Renato W. R. de Souza, João V. C. de Oliveira, Leandro A. Passos, Weiping Ding, João P. Papa, Victor Hugo C. de Albuquerque

In the past decades, fuzzy logic has played an essential role in many research areas.

Energy-based Dropout in Restricted Boltzmann Machines: Why not go random

no code implementations • 17 Jan 2021 • Mateus Roder, Gustavo H. de Rosa, Victor Hugo C. de Albuquerque, André L. D. Rossi, João P. Papa

Deep learning architectures have been widely fostered throughout the last years, being used in a wide range of applications, such as object recognition, image reconstruction, and signal processing.

Image Reconstruction Object Recognition

Stroke lesion detection using convolutional neural networks

no code implementations • 2018 International Joint Conference on Neural Networks (IJCNN) 2018 • Danillo Roberto Pereira, Pedro P. Rebouc¸as Filho, Gustavo Henrique de Rosa, Joao Paulo Papa, Victor Hugo C. de Albuquerque

Stroke is an injury that affects the brain tissue, mainly caused by changes in the blood supply to a particular region of the brain.

Lesion Detection Stroke Classification