2 papers
stat.ML2025
Learning a Class of Mixed Linear Regressions: Global Convergence under General Data Conditions
Yujing Liu, Zhixin Liu, Lei Guo
Mixed linear regression (MLR) has attracted increasing attention because of its great theoretical and practical importance in capturing nonlinear relationships by utilizing a mixtu…
stat.ML2023
Global Convergence of Online Identification for Mixed Linear Regression
Yujing Liu, Zhixin Liu, Lei Guo
Mixed linear regression (MLR) is a powerful model for characterizing nonlinear relationships by utilizing a mixture of linear regression sub-models. The identification of MLR is a…