Vol. 1 "Prediction of Polymer Degradability Using Ranking-Based Machine Learning Utilizing the Polymer Database PoLyInfo"
Existing polymer degradability datasets are not always sufficient, and differences in measurement environments make direct comparison difficult.
Prepared three types of datasets that cannot be directly compared in terms of degradability data, integrated the datasets using a ranking-based machine learning method, and constructed a degradability prediction model.
Applied the constructed model to PoLyInfo data, effectively identifying polymers with high and low degradability.