COMPUTATIONAL STATISTICS AND DATA ANALYSIS CALL FOR PAPERS 2nd Special Issue on HIGH-DIMENSIONAL AND FUNCTIONAL DATA ANALYSIS http://www.elsevier.com/locate/csda We are inviting submissions to the 2nd special issue of the journal Computational Statistics and Data Analysis dedicated to High-dimensional and Functional Data Analysis. Such data structures have been an important focus of methodological, theoretical and applied statistics research for over two decades, with applications areas including biostatistics, chemometrics, environmetrics, genetics, geophysics, and neuroimaging. The aim of this special issue is to collect research papers concerned with computational and data-analytic aspects of high-dimensional and functional data analysis. Papers in the following areas are particularly welcome, as long as they pertain to the general theme of the special issue: Classification, clustering , discrimination, prediction; Dependent data structures; Hypothesis testing and model selection; Nonparametric modeling; Statistical Learning; In order to be considered for publication, a submission must have a significant novel component in either high-dimensional or functional data analysis with emphasis on computational aspects or novel analysis of important new data sets. Authors who are uncertain about the suitability of their paper should contact the editors. All submissions must contain original unpublished work not being considered for publication elsewhere. Submissions will be refereed according to the standard procedures for Computational Statistics & Data Analysis. Information about the journal can be found at http://www.elsevier.com/locate/csda. The deadline for submissions is 30 June 2021. However, papers can be submitted at any time and they will enter the editorial system immediately. Papers for the special issue should be submitted using the Elsevier Editorial Manager tool EM: https://www.editorialmanager.com/csda/. In the EM please choose the special issue on High-dimensional and Functional Data Analysis and the Co-Editor responsible for the special issues. For further information please send an email to: csda@dcs.bbk.ac.uk The special issue editors: Debashis Paul, University of California, Davis, USA Email: debpaul@ucdavis.edu Frederic Ferraty, Toulouse Jean Jaures University, France Email: ferraty@math.univ-toulouse.fr Jeff Goldsmith, Columbia University, USA Email: jeff.goldsmith@columbia.edu Jian Qing Shi, Southern University of Science and Technology, China and University of Newcastle, UK Email: jian.shi@newcastle.ac.uk Jeng-Min Chiou, Academia Sinica, Taiwan Email: jmchiou@stat.sinica.edu.tw