Search Results for author: Kyoungmin Min

Found 6 papers, 4 papers with code

Prediction of Protein Aggregation Propensity via Data-driven Approaches

no code implementations6 Apr 2023 Seungpyo Kang, Minseon Kim, Jiwon Sun, Myeonghun Lee, Kyoungmin Min

Protein aggregation occurs when misfolded or unfolded proteins physically bind together, and can promote the development of various amyloid diseases.

AmorProt: Amino Acid Molecular Fingerprints Repurposing based Protein Fingerprint

1 code implementation27 Mar 2023 Myeonghun Lee, Kyoungmin Min

As protein therapeutics play an important role in almost all medical fields, numerous studies have been conducted on proteins using artificial intelligence.

Feature Importance

MGCVAE: Multi-objective Inverse Design via Molecular Graph Conditional Variational Autoencoder

1 code implementation14 Feb 2022 Myeonghun Lee, Kyoungmin Min

In this respect, this study proposes a molecular graph generative model based on the autoencoder for de novo design.

Drug Discovery

Machine Learning-Aided Discovery of Superionic Solid-State Electrolyte for Li-Ion Batteries

no code implementations14 Feb 2022 Seungpyo Kang, Minseon Kim, Kyoungmin Min

In this study, a platform consisting of a high-throughput screening and a machine-learning surrogate model for discovering superionic Li-SSEs among 20, 237 Li-containing materials is developed.

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