Mammadov, Musa (Dr) - Research
Current research projects/students
- Ghasem Ezzati [Principal Supervisor], 2012-present
- Sara Hassani [Principal Supervisor }, 2012-present
- V.Chandrasekara (at the University of Colombo), 2012-present
- Ehsan Mohebi, 2011-present
- Sona Taheri [Principal Supervisor], 2009 –2012 (PhD Thesis by publications)
- Lei Zhao [Principal Supervisor], 2008 –2012
- Liping Jin, 2008 –2012
- Alexey Kuznetsov [Principal Supervisor], 2008 –2011 (PhD Thesis by publications)
- Dean Webb, 2007 –2009
- Chandima Tilakaratne [Principal Supervisor], 2005 –2007
- Karim Mardaneh, 2005 –2007
- Asef Nazari Ganjehlou, 2005 –2007
- Arunava Banerjee [Principal Supervisor], 2006 – 2008
- Wei Xie [Principal Supervisor], 2006 – 2007
Consulting and other activities
- 2007-present: Associate Editor, Optimization Letters
- 2009-present: Member of the editorial board,TWMS-Journal of Pure and Applied Mathematics
- 2013-present: Associate Editor, Annals of Data Science
- Taheri, S. and Mammadov, M. Structure Learning of Bayesian Networks using Global Optimization, Optimization Letters (in press).
- Zhao, L. Mammadov, M. and Yearwood, J. A New Loss Function for Robust Classification, Intelligent Data Analysis (in press).
- Ezzati, G., Mammadov, M. and Kulkarni S. A New Reliability Analysis Method based on the Conjugate Gradient Direction, Structural and Multidisciplinary Optimization (in press).
- Hassani, S. and Mammadov, M. Sigma supporting cone and optimality conditions in non-convex problems, Far East Journal of Mathematical Sciences (in press).
- Hassani, S. and Mammadov, M. Necessary and sufficient conditions for local optimality via weak subdifferentials, Advances in Theoretical and Applied Mathematics (in press).
- Taheri, S., Mammadov, M. and Seifollahi, S. Globally convergent algorithms for solving unconstrained optimization problems. Optimization, (in press).
- Mammadov, M. (2014) Turnpike theorem for an infinite horizon optimal control problem with time delay, SIAM Journal on Control and Optimization, 52(1), pp 420-438.
- Ezzati, G., Mammadov, M. and Kulkarni S. (2014). Solving reliability analysis problems in the polar space, International Journal of Applied Mathematical Research, 3 (4), 353-365.
- Huda, S., Abdollahian, M., Mammadov, M. and Yearwood, J. (2014). A hybrid Wrapper-Filter approach to detect the source(s) of out-of-control signals in Multivariate Manufacturing Process, European Journal of Operational Research, 237 (3), 857-870.
- Taheri, S., Yearwood, J., Mammadov, M., Seifollahi, S. (2013). Attribute weighted Naive Bayes classifier using a local optimization, Neural Computing and Applications, 24 (5), 995-1002.
- Stranieri, A., Yatsko, A. Golden, I., Mammadov, M. and Bagirov, A. (2013). Capped k-NN Editing in Definition Lacking Environments. Journal of Pattern Recognition Research, Volume 1, pp 39-58.
- Taheri, S. and Mammadov, M. (2013) Learning Naïve Bayes Classifier with Optimization Models, International Journal of Applied Mathematics and Computer Science, Vol. 23, No. 4, 787-795.
- Ivanov, A.F., Mammadov, M.A. and Trofimchuk, S.I. (2013) Global stabilization in nonlinear discrete systems with time-delay. Journal of Global Optimization. 56(2), pp. 251-263.
- Wu, Z.Y., Bai, F.S., Yang, Y.J., Mammadov, M. (2013) A new auxiliary function method for general constrained global optimization, Optimization, 62 (2), pp. 193-210.
- Taheri, S. and Mammadov, M., A. (2012). Solving systems of nonlinear equations using a globally convergent optimization algorithm, Global Journal Of Technology and Optimization, Volume 3, 2012 (available online June 2012).
- Zhang, J. and Mammadov, M., A (2012). New Method for Linear Ill-posed Problems, Applied Mathematics and Computation, 218 (2012). 10180-10187.
- Mammadov, M.A., Zhao, L. and Zhang, J. (2012). The effect of regularization on drug-reaction relationships, Optimization, 61:4, 405-422.
- Yearwood, J., Mammadov, M. and Webb, D. (2012). Profiling phishing activity based on hyperlinks extracted from phishing emails, Social Network Analysis and Mining, Volume 2, Issue 1 (2012), Page 5-16.
- Wu, Z.Y, Yang, Y., Bai, F. S. and Mammadov, M. (2011). Global optimality conditions and optimization methods for quadratic knapsack problems, Journal of Optimization Theory and Applications, 151: 241-259.
- Kuznetsov, A., Mammadov, M. A., Sultan, I. and Hajilarov, E. (2011). Optimization of a quarter-car suspension model coupled with the driver biomechanical effects. Journal of Sound and Vibration, 330 (12), pp. 2937-2946.
- Kasimbeyli, R. and Mammadov, M. (2011). Optimality conditions in nonconvex optimization via weak subdifferentials, Nonlinear Analysis: Theory, Methods and Applications, Volume 74, Issue 7, 1 April 2011, Pages 2534-2547.
- Kuznetsov, A., Mammadov, M. A., Sultan, I. and Hajilarov, E. (2011). Optimization of improved suspension system with inertner device of the quarter-car model in vibration analysis. Journal Archive of Applied Mechanics, 81 (10), pp. 1427-1437.
- Chandrasekara, N.V., Tilakaratne, C. D. and Mammadov M. A. (2014). Return distributions of oil and gold indices. The Regional Fundamental Science Congress, (Editors: J.Arasan et all), 19-20 August 2014, University Putra Malaysia.
- Hassani, S. and Mammadov, M. (2013). Relation between weak subdifferentials and Hadamard lower directional derivatives. Forty-Fourth Annual Iranian Mathematics Conference, 27-30 August 2013, Mashhad, Iran. Paper No. 357.
- Taheri, S. and Mammadov, M. (2012). Structure Learning of Bayesian Networks Using a New Unrestricted Dependency Algorithm. In Proc. 2nd International Conference on Social Eco-Informatics (SOTICS2012), October 21-26, 2012, Venice, Italy.
- Dzalilov, Z., Bagirov, A. and Mammadov, M. (2012). Application of Optimisation-Based Data Mining Techniques to Medical Data Sets: A Comparative Analysis, IMMM 2012, The Second International Conference on Advances in Information Mining and Management, Pages 41-46.
- Taheri, S., Mammadov, M. and Bagirov, A. M. (2011). Improving Naive Bayes Classifier Using Conditional Probabilities. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 63-68.
- Ivanov, A.F. and Mammadov, M.A. (2011). Global Asymptotic Stability in a Class of Nonlinear Differential Delay Equations. Discrete and Continuous Dynamical Systems, Supplement 2011, pp. 727-736 (The 8th AIMS Conference on Dynamical Systems, Differential Equations and Applications, Dresden, Germany, May 25 - 28, 2010).
- Taheri, S. and Mammadov, M.A. (2011). Tree Augmented Naive Bayes based on Optimization. In: Proceedings of: 42nd Annual Iranian Mathematics Conference, 5-8 September 2011, Vali-e-Asr University of Rafsanjan, Iran, pp 594-597.
- Ivanov, A.F. and Mammadov, M.A. (2011). Global Asymptotic Stability in a Class of Essentially Nonlinear Differential Delay Equations. In: Proceedings of: The 8th AIMS Conference on Dynamical Systems, Differential Equations and Applications, Dresden, Germany, May 25 - 28, 2010.
- Optimal Control Theory
- Data Mining
- Dynamical Systems