MIFNN: Molecular Information Feature Extraction and Fusion Deep Neural Network for Screening Potential Drugs

• Published in: Current Issues in Molecular Biology Vol. 44; no. 11; pp. 5638 - 5654
• Main Authors: Wang, Jingjing, Li, Hongzhen, Zhao, Wenhan, Pang, Tinglin, Sun, Zengzhao, Zhang, Bo, Xu, Huaqiang
• Format: Journal Article
• Language: English
• Published: MDPI AG 13.11.2022; MDPI
• Subjects: Algorithms; Analysis; attention mechanism; Computational linguistics; deep learning; Drug discovery; feature fusion; Language processing; Mathematical optimization; Natural language interfaces; Neural networks; particle swarm optimization; support vector machine; Taiwan

Molecular property prediction is essential for drug screening and reducing the cost of drug discovery. Current approaches combined with deep learning for drug prediction have proven their viability. Based on the previous deep learning networks, we propose the Molecular Information Fusion Neural Netw...