Learning gradients via an early stopping gradient descent method. - Xin Guo 003 (J. Approx. Theory, 2010)

Hermite learning with gradient data. - Lei Shi 010; Xin Guo 003; Ding-Xuan Zhou (J. Comput. Appl. Math., 2010)

Towards a Mathematical Foundation of Immunology and Amino Acid Chains - Wen-Jun Shen; Hau-San Wong; Quan-Wu Xiao; Xin Guo 003; Stephen Smale (CoRR, 2012)

Introduction to the Peptide Binding Problem of Computational Immunology: New Results. - Wen-Jun Shen; Hau-San Wong; Quan-Wu Xiao; Xin Guo 003; Stephen Smale (Found. Comput. Math., 2014)

Sparsity and Error Analysis of Empirical Feature-Based Regularization Schemes. - Xin Guo 003; Jun Fan; Ding-Xuan Zhou (J. Mach. Learn. Res., 2016)

Distributed Learning with Regularized Least Squares. - Shaobo Lin; Xin Guo 003; Ding-Xuan Zhou (J. Mach. Learn. Res., 2017)

Search for K: Assessing Five Topic-Modeling Approaches to 120, 000 Canadian Articles. - Qiang Fu 022; Yufan Zhuang; Jiaxin Gu; Yushu Zhu; Huihui Qin; Xin Guo 003 (IEEE BigData, 2019)

Kernel-based L_2-Boosting with Structure Constraints. - Yao Wang 003; Xin Guo 003; Shao-Bo Lin (CoRR, 2020)

Distributed Minimum Error Entropy Algorithms. - Xin Guo 003; Ting Hu 002; Qiang Wu 003 (J. Mach. Learn. Res., 2020)

Modeling interactive components by coordinate kernel polynomial models. - Xin Guo 003; Lexin Li; Qiang Wu 003 (Math. Found. Comput., 2020)

Preface of the special issue on analysis in data science: Methods and applications. - Xin Guo 003; Lei Shi 010 (Math. Found. Comput., 2020)

Agreeing to Disagree: Choosing Among Eight Topic-Modeling Methods. - Qiang Fu 022; Yufan Zhuang; Jiaxin Gu; Yushu Zhu; Xin Guo 003 (Big Data Res., 2021)

The uses and abuses of an age-period-cohort method: On the linear algebra and statistical properties of intrinsic and related estimators. - Qiang Fu 022; Xin Guo 003; Sun Young Jeon; Eric N. Reither; Emma Zang; Kenneth C. Land (Math. Found. Comput., 2021)

Capacity dependent analysis for functional online learning algorithms. - Xin Guo 003; Zheng-Chu Guo; Lei Shi 010 (CoRR, 2022)

Online gradient descent algorithms for functional data learning. - Xiaming Chen; Bohao Tang; Jun Fan; Xin Guo 003 (J. Complex., 2022)