An article Chi-MIC-share: a new feature selection algorithm for quantitative structure-activity relationship models WOS:000541906600014 published article about SUPPORT VECTOR REGRESSION; DESCRIPTOR SELECTION; QSAR ANALYSIS; INFORMATION; PREDICTION; INHIBITORS; TOXICITY in [Li, Yuting; Dai, Zhijun; Cao, Dan; Chen, Yuan; Yuan, Zheming] Hunan Agr Univ, Hunan Engn & Technol Res Ctr Agr Big Data Anal &, Changsha 410128, Peoples R China; [Luo, Feng] Clemson Univ, Sch Comp, Clemson, SC USA; [Yuan, Zheming] Hunan Agr Univ, Hunan Prov Key Lab Crop Germplasm Innovat & Utili, Changsha 410128, Hunan, Peoples R China in 2020, Cited 39. The Name is 1,3-Dimethoxybenzene. Through research, I have a further understanding and discovery of 151-10-0. Application In Synthesis of 1,3-Dimethoxybenzene
Quantitative structure-activity relationship models are used in toxicology to predict the effects of organic compounds on aquatic organisms. Common filter feature selection methods use correlation statistics to rank features, but this approach considers only the correlation between a single feature and the response variable and does not take into account feature redundancy. Although the minimal redundancy maximal relevance approach considers the redundancy among features, direct removal of the redundant features may result in loss of prediction accuracy, and cross-validation of training sets to select an optimal subset of features is time-consuming. In this paper, we describe the development of a feature selection method, Chi-MIC-share, which can terminate feature selection automatically and is based on an improved maximal information coefficient and a redundant allocation strategy. We validated Chi-MIC-share using three environmental toxicology datasets and a support vector regression model. The results show that Chi-MIC-share is more accurate than other feature selection methods. We also performed a significance test on the model and analyzed the single-factor effects of the reserved descriptors.
About 1,3-Dimethoxybenzene, If you have any questions, you can contact Li, YT; Dai, ZJ; Cao, D; Luo, F; Chen, Y; Yuan, ZM or concate me.. Application In Synthesis of 1,3-Dimethoxybenzene
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