Regularization techniques for high-dimensional data analysis

aDepartment of Automation, Tsinghua University, State Key Lab of Intelligent Technologies and Systems, Tsinghua National Laboratory for Information Science and Technology (TNList), Tsinghua University, Beijing 100084, China bInstitute for Infocomm, Research Agency for Science, Technology and Research (A*STAR), 138632, Singapore cSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China dSchool of Computer Science Software Engineering, The University of Western Australia, Crawley, WA6009, Australia