Individualized Group Learning

• Published in: Journal of the American Statistical Association Vol. 118; no. 541; pp. 622 - 638
• Main Authors: Cai, Chencheng, Chen, Rong, Xie, Min-ge
• Format: Journal Article
• Language: English
• Published: Alexandria Taylor & Francis 02.01.2023; Taylor & Francis Ltd
• Subjects: Americans; Bayesian inference; bias; Big Data; Clustering; Cognitive style; data analysis; data collection; Datasets; Empirical analysis; Fusion learning; Group learning; Heterogeneity; Individualized Inference; Kernel smoothing; Learning; Massive data points; Nonparametric; Nonparametric statistics; Regression analysis; Similarity meaures; Statistical inference; Statistical methods; Statistics

Many massive data sets are assembled through collections of information of a large number of individuals in a population. The analysis of such data, especially in the aspect of individualized inferences and solutions, has the potential to create significant value for practical applications. Traditio...