Maximum margin of twin spheres machine with pinball loss for imbalanced data classification. - Yitian Xu; Qian Wang; Xinying Pang; Ying Tian (Appl. Intell., 2018)

A safe screening based framework for support vector regression. - Xianli Pan; Xinying Pang; Hongmei Wang; Yitian Xu (Neurocomputing, 2018)

Scaling KNN multi-class twin support vector machine via safe instance reduction. - Xinying Pang; Chang Xu; Yitian Xu (Knowl. Based Syst., 2018)

Multi-parameter safe sample elimination rule for accelerating nonlinear multi-class support vector machines. - Xinying Pang; Xianli Pan; Yitian Xu (Pattern Recognit., 2019)

A safe screening rule for accelerating weighted twin support vector machine. - Xinying Pang; Yitian Xu (Soft Comput., 2019)

A hybrid acceleration strategy for nonparallel support vector machine. - Weichen Wu; Yitian Xu; Xinying Pang (Inf. Sci., 2021)

Pinball loss-based multi-task twin support vector machine and its safe acceleration method. - Fan Xie 004; Xinying Pang; Yitian Xu (Neural Comput. Appl., 2021)

A Doubly Sparse Multiclass Support Vector Machine With Simultaneous Feature and Sample Screening. - Xinying Pang; Yitian Xu; Xinshuang Xiao (IEEE Trans. Syst. Man Cybern. Syst., 2021)

A novel multi-task twin-hypersphere support vector machine for classification. - Xinying Pang; Ying Zhang; Yitian Xu (Inf. Sci., 2022)

A safe acceleration method for multi-task twin support vector machine. - Fan Xie 004; Yitian Xu; Mengdan Ma; Xinying Pang (Int. J. Mach. Learn. Cybern., 2022)

A novel ramp loss-based multi-task twin support vector machine with multi-parameter safe acceleration. - Xinying Pang; Jiang Zhao; Yitian Xu (Neural Networks, 2022)

A reconstructed feasible solution-based safe feature elimination rule for expediting multi-task lasso. - Xinying Pang; Yitian Xu (Inf. Sci., 2023)

MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule. - Xinying Pang; Chang Xu; Yitian Xu (Neural Networks, 2024)