Talha Amin

About

Research Interests

• Optimization of decision rules through the use of dynamic programming
• Analysis of relationships between cost functions and uncertainty measures of exact and approximate decision rules
• Comparison of greedy algorithms for formation of decision rules

Selected Publications

• F. Alsolami, T. Amin, M. Moshkov, B. Zielosko: Comparison of heuristics for optimization of association rules. CS&P 2015: 4-11
• F. Alsolami, T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Dynamic programming approach for construction of association rule systems. CS&P 2015: 12-21
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Relationships between length and coverage of decision rules. Fundam. Inform. 129(1-2): 1-13 (2014)
• B. Zielosko, I. Chikalov, M. Moshkov, T. Amin: Optimization of decision rules based on dynamic programming approach. Innovations in Intelligent Machines (4) 2014: 369-392
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Classifiers based on optimal decision rules. Fundam. Inform. 127(1-4): 151-160 (2013)
• Abdulaziz Alkhalid, T. Amin, I. Chikalov, S. Hussain, M. Moshkov, B. Ziel​osko: Optimization and analysis of decision trees and rules: dynamic programming approach. Int. J. General Systems 42(6): 614-634 (2013)
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Dynamic programming approach to optimization of approximate decision rules. Inf. Sci. 221: 403-418 (2013)
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Dynamic programming approach for exact decision rule optimization, In: A. Skowron, Z. Suraj (eds.) Rough Sets and Intelligent Systems – Professor Zdzisław Pawlak in Memoriam, Volume 2, Intelligent Systems Reference Library, Vol. 43, Springer (2013) 
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Optimization of approximate decision rules relative to number of misclassications, KES2012 (2012)
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Dynamic programming approach for partial decision rule optimization, Fundam. Inform. 119(3-4): 233- 248 (2012)
• A. Alkhalid. T. Amin, I. Chikalov, S. Hussain, M. Moshkov, B. Zielosko: Dagger: A tool for analysis and optimization of decision trees and rules, In: Computational Informatics, Social Factors and New Information Technologies: Hypermedia Perspectives and Avant-Garde Experiences in the Era of Communicability Expansion, Blue Herons Editions, Bergamo, Italy, 29–39 (2011)
• T. Amin, I. Chikalov, M. Moshkov, B. Zielosko: Dynamic programming algorithm for optimization of β-decision rules.  ​CS&P 2011:10-16

Education

• M.S., King Abdullah University of Science and Technology, Saudi Arabia, 2010
• B.S., Diploma Magna cum Laude, University of California, San Diego, USA, 2009