High-Order Topology-Enhanced Graph Convolutional Networks for Dynamic Graphs
Sign Up to like & getrecommendations! Published in 2022 at "Symmetry"
DOI: 10.3390/sym14102218
Abstract: Understanding the evolutionary mechanisms of dynamic graphs is crucial since dynamic is a basic characteristic of real-world networks. The challenges of modeling dynamic graphs are as follows: (1) Real-world dynamics are frequently characterized by group… read more here.
Keywords: topology; dynamic graphs; order topology; high order ... See more keywords
Topology-enhanced machine learning model (Top-ML) for anticancer peptide prediction
Sign Up to like & getrecommendations! Published in 2024 at "Journal of chemical information and modeling"
DOI: 10.48550/arxiv.2407.08974
Abstract: Recently, therapeutic peptides have demonstrated great promise for cancer treatment. To explore powerful anticancer peptides, artificial intelligence (AI)-based approaches have been developed to systematically screen potential candidates. However, the lack of efficient featurization of peptides… read more here.
Keywords: topology enhanced; anticancer; machine learning; model ... See more keywords