Classifying real-world data with the DD?-procedure (with Karl Mosler and Tatjana Lange). Advances in Data Analysis and Classification (2014), to appear. [Full Paper as PDF] (The final publication is available at www.springerlink.com.)
Fast nonparametric classification based on data depth (with Tatjana Lange and Karl Mosler). Statistical Papers 55(1), 49-69 (2014). [Full Paper as PDF] (The final publication is available at www.springerlink.com.)
DD?-classification of asymmetric and fat-tailed data (with Tatjana Lange and Karl Mosler). In: M. Spiliopoulou, L. Schmidt-Thieme, R. Janning, eds., Data Analysis, Machine Learning and Knowledge Discovery, Berlin (Springer), 71-78 (2014). [Full Paper as PDF] (The final publication is available at www.springerlink.com.)
The alpha-procedure: A nonparametric invariant method for automatic classification of multi-dimensional objects (with Tatjana Lange). In: M. Spiliopoulou, L. Schmidt-Thieme, R. Janning, eds., Data Analysis, Machine Learning and Knowledge Discovery, Berlin (Springer), 79-86 (2014). [Full Paper as PDF] (The final publication is available at www.springerlink.com.)
Efficient depth-based classification using a projective invariant of class membership (with Tatjana Lange and Karl Mosler; in Russian). Upravliaiushchie Sistemy I Mashiny (Control Systems and Computers), 47-58 (2013). [Full Paper as PDF]
Two approaches for solving tasks of pattern recognition and reconstruction of functional dependencies (with Tatjana Lange and Gabor Barath). ASMDA Conference, Rome, 7-10 June 2011 (supplemented with examples and benchmark results, Statistical Week, Leipzig, 19-23 September 2011). [Full Paper as PDF]
Depth determination for multivariate samples (with Tatjana Lange; in Russian). Induktyvne Modeliuvannia skladnyh system (Inductive Modeling of Complex Systems) I 2, 101-119 (2010).
Application of depth-trimmed regions in IT-infrastructure control systems (with Alexandr Rolick and Bogdan Mart; in Russian), Coll. of Papers of the 10-th Int. Conf. "Intellectual Analysis of Information", Kyiv, 18-21 May 2010.
Management-information system hardware reliability evaluation (with Viktor Grishko; in Ukrainian). Matematychni Mashyny i Systemy (Mathematical Machines and Systems) N 3, 194-201 (2009).
Dissertation
Contributions to depth-based classification and computation of the Tukey depth. (2014) [Thesis as PDF]
Recent manuscripts
Fast computation of Tukey trimmed regions in dimension p > 2 (with Xiaohui Liu and Karl Mosler). (2014) [Full Paper as PDF]
Fast DD-classification of functional data (with Karl Mosler). (2014) [Full Paper as PDF]