Publications
Shanthi Saubhagya, Chandima Tilakaratne, Pemantha Lakraj, Musa Mammadov
(2024), Vol. 14, pp. 1-16, Applied Sciences (Switzerland), Basel, Switzerland, C1
Invariant ideals and its applications to the turnpike theory
M Mammadov, P Szuca
(2023), Vol. 66, pp. 959-975, Canadian Mathematical Bulletin, C1
An Application of Ensemble Spatiotemporal Data Mining Techniques for Rainfall Forecasting †
S Saubhagya, C Tilakaratne, M Mammadov, P Lakraj
(2023), Vol. 39, pp. 1-10, Engineering Proceedings, Basel, Switzerland, C1
Anomaly Detection with Sub-Extreme Values: Health Provider Billing
Rob Muspratt, Musa Mammadov
(2023), pp. 1-11, Data Science and Engineering, London, Eng., C1-1
Advancing Text Summarization through the Utilization of Arbitrary Aspect Learning
Hou Ziwei, Bahadorreza Ofoghi, Nayyar Zaidi, Mammadov Musa, Huda Shamsul, Yearwood John
(2023), pp. 22-33, MDAI 2023 : Proceedings of the 20th International Conference on Modeling Decisions for Artificial Intelligence 2023, Umeå, Sweden, E1
Semi-supervised weighting for averaged one-dependence estimators
L Wang, S Zhang, M Mammadov, K Li, X Zhang, S Wu
(2022), Vol. 52, pp. 4057-4073, Applied Intelligence, C1
Decomposition of Service Level Encoding for Anomaly Detection
R Muspratt, M Mammadov
(2022), Vol. 1741, pp. 192-204, AusDM 2022 : Proceedings of the Data Mining Australasian Conference 2022, Sydney, N.S.W., E1
Hierarchical Independence Thresholding for learning Bayesian network classifiers
Y Liu, L Wang, M Mammadov, S Chen, G Wang, S Qi, M Sun
(2021), Vol. 212, Knowledge-Based Systems, C1
Averaged tree-augmented one-dependence estimators
H Kong, X Shi, L Wang, Y Liu, M Mammadov, G Wang
(2021), Vol. 51, pp. 4270-4286, Applied Intelligence, C1
Alleviating the independence assumptions of averaged one-dependence estimators by model weighting
Li-Min Wang, Peng Chen, Musa Mammadov, Yang Liu, Si-Yuan Wu
(2021), Vol. 25, pp. 1431-1451, Intelligent Data Analysis, Amsterdam, The Netherlands, C1
Model weighting for one-dependence estimators by measuring the independence assumptions
Hua Lou, Gaojie Wang, Limin Wang, Musa Mammadov
(2020), Vol. 8, pp. 150465-150477, IEEE access, Piscataway, N.J., C1
Learning semi-lazy Bayesian network classifier under the c.i.i.d assumption
Y Liu, L Wang, M Mammadov
(2020), Vol. 208, Knowledge-Based Systems, C1
Z Duan, L Wang, M Mammadov, H Lou, M Sun
(2019), Vol. 21, Entropy, Switzerland, C1
L Wang, Y Liu, M Mammadov, M Sun, S Qi
(2019), Vol. 21, Entropy, Switzerland, C1
An improved probabilistic neural network model for directional prediction of a stock market index
V Chandrasekara, C Tilakaratne, M Mammadov
(2019), Vol. 9, Applied Sciences (Switzerland), C1
RDE: A novel approach to improve the classification performance and expressivity of KDB
H Lou, L Wang, D Duan, C Yang, M Mammadov
(2018), Vol. 13, PLoS ONE, United States, C1-1
Detection of outlier behaviour amongst health/medical providers servicing TAC clients
M Mammadov, R Muspratt, J Ugon
(2018), Vol. 845, pp. 161-172, AusDM 2017 : Proceedings of the 15th Australasian Conference on Data Mining 2017, Melbourne, Vic., E1-1
Target learning: a novel framework to mine significant dependencies for unlabeled data
L Wang, S Chen, M Mammadov
(2018), Vol. 10937, pp. 106-117, PAKDD 2018 : Proceedings of the 22nd Pacific-Asia conference on knowledge and data mining, Melbourne, Vic., E1-1
Optimality conditions via weak subdifferentials in reflexive Banach spaces
S Hassani, M Mammadov, M Jamshidi
(2017), Vol. 41, pp. 1-8, Turkish journal of mathematics, Ankara, Turkey, C1-1
A generalization of a theorem of Arrow, Barankin and Blackwell to a nonconvex case
N Kasimbeyli, R Kasimbeyli, M Mammadov
(2016), Vol. 65, pp. 937-945, Optimization, C1-1
Dynamics of Ebola epidemics in West Africa 2014
Robin Evans, Musa Mammadov
(2015), Vol. 3, pp. 1-12, F1000research, London, Eng., C1-1
Globally convergent algorithms for solving unconstrained optimization problems
S Taheri, M Mammadov, S Seifollahi
(2015), Vol. 64, pp. 249-263, Optimization, Abingdon, Eng., C1-1
S Taheri, M Mammadov
(2015), Vol. 9, pp. 931-948, Optimization letters, Berlin, Germany, C1-1
Turnpike theorem for terminal functionals in infinite horizon optimal control problems
M Mammadov, R Evans
(2015), Vol. 428, pp. 1147-1160, Journal of mathematical analysis and applications, Amsterdam, The Netherlands, C1-1
A new reliability analysis method based on the conjugate gradient direction
G Ezzati, M Mammadov, S Kulkarni
(2015), Vol. 51, pp. 89-98, Structural and multidisciplinary optimization, Berlin, Germany, C1-1
Predicting and controlling the dynamics of infectious diseases
R Evans, M Mammadov
(2015), pp. 5378-5383, CDC 2015 : Proceedings of the 54th IEEE Conference on Decision and Control, Osaka, Japan, E1-1
S Huda, M Abdollahian, M Mammadov, J Yearwood, S Ahmed, I Sultan
(2014), Vol. 237, pp. 857-870, European journal of operational research, Amsterdam, The Netherlands, C1-1
A new loss function for robust classification
L Zhao, M Mammadov, J Yearwood
(2014), Vol. 18, pp. 697-715, Intelligent data analysis, [Amsterdam, The Netherlands], C1-1
Attribute weighted Naive Bayes classifier using a local optimization
S Taheri, J Yearwood, M Mammadov, S Seifollahi
(2014), Vol. 24, pp. 995-1002, Neural computing and applications, Berlin, Germany, C1-1
Sigma supporting cone and optimality conditions in non-convex problems
S Hassani, M Mammadov
(2014), Vol. 91, pp. 169-190, Far East journal of mathematical sciences, Allahabad, India, C1-1
Turnpike theorem for an infinite horizon optimal control problem with time delay
M Mammadov
(2014), Vol. 52, pp. 420-438, SIAM journal on control and optimization, Philadelphia, Pa., C1-1
A new auxiliary function method for general constrained global optimization
Z Wu, F Bai, Y Yang, M Mammadov
(2013), Vol. 62, pp. 193-210, Optimization, Abingdon, Eng., C1-1
Learning the naive Bayes classifier with optimization models
S Taheri, M Mammadov
(2013), Vol. 23, pp. 787-795, International journal of applied mathematics and computer science, Zielona Góra, Poland, C1-1
Global stabilization in nonlinear discrete systems with time-delay
A Ivanov, M Mammadov, S Trofimchuk
(2013), Vol. 56, pp. 251-263, JOGO MEC EurOPT 2010-Izmir : Continuous optimization and information-based technologies in the financial sector : Proceedings of the 24th Mini-EURO Conference, Izmir, Turkey, E1-1
Profiling phishing activity based on hyperlinks extracted from phishing emails
J Yearwood, M Mammadov, D Webb
(2012), Vol. 2, pp. 5-16, Social network analysis and mining, Berlin, Germany, C1-1
A new method for solving linear ill-posed problems
J Zhang, M Mammadov
(2012), Vol. 218, pp. 10180-10187, Applied mathematics and computation, Amsterdam, The Netherlands, C1-1
The effect of regularization on drug-reaction relationships
M Mammadov, L Zhao, J Zhang
(2012), Vol. 61, pp. 405-422, Optimization, Abingdon, Eng., C1-1
Global asymptotic stability in a class of nonlinear differential delay equations
A Ivanov, M Mammadov
(2011), pp. 727-736, Discrete and continuous dynamical systems- series a, Springfield, Mo., C1-1
Optimality conditions in nonconvex optimization via weak subdifferentials
R Kasimbeyli, M Mammadov
(2011), Vol. 74, pp. 2534-2547, Nonlinear analysis, theory, methods and applications, Amsterdam, The Netherlands, C1-1
A Kuznetsov, M Mammadov, I Sultan, E Hajilarov
(2011), Vol. 81, pp. 1427-1437, Archive of applied mechanics, Cham, Switzerland, C1-1
Optimization of a quarter-car suspension model coupled with the driver biomechanical effects
A Kuznetsov, M Mammadov, I Sultan, E Hajilarov
(2011), Vol. 330, pp. 2937-2946, Journal of sound and vibration, Amsterdam, The Netherlands, C1-1
Global optimality conditions and optimization methods for quadratic knapsack problems
Z Wu, Y Yang, F Bai, M Mammadov
(2011), Vol. 151, pp. 241-259, Journal of optimization theory and applications, Cham, Switzerland, C1-1
An inexact modified subgradient algorithm for nonconvex optimization
R Burachik, C Kaya, M Mammadov
(2010), Vol. 45, pp. 1-24, Computational optimization and applications, Cham, Switzerland, C1-1
Investment decision model via an improved BP neural network
Jihong Shen, Canxin Zhang, Chunbo Lian, Hao Hu, Musa Mammadov
(2010), pp. 2092-2096, ICIA 2010 : Proceedings of IEEE International Conference on Information and Automation, Harbin, China, E1-1
Vibration analysis: Optimization of parameters of the two mass model based on Kelvin elements
A Kuznetsov, M Mammadov, I Sultan, E Hajilarov
(2010), pp. 1326-1332, ICCA 2010 : Proceedings of the 8th International Conference on Control and Automation, Xiamen, China, E1-1
Asymptotical stability of optimal paths in nonconvex problems
M Mamedov
(2009), Vol. 32, pp. 95-134, Springer Optimization and Its Applications, B1-1
Optimization of multiple classifiers in data mining based on string rewriting systems
R Dazeley, A Kelarev, J Yearwood, M Mammadov
(2009), Vol. 2, pp. 41-56, Asian-European journal of mathematics, C1-1
Solving a system of nonlinear integral equations by an RBF network
A Golbabai, M Mammadov, S Seifollahi
(2009), Vol. 57, pp. 1651-1658, Computers and Mathematics with Applications, Amsterdam, The Netherlands, C1-1
A new filled function method for nonlinear equations
Y Lin, Y Yang, M Mammadov
(2009), Vol. 210, pp. 411-421, Applied Mathematics and Computation, Amsterdam, The Netherlands, C1-1
Modified neural network algorithms for predicting trading signals of stock market indices
C Tilakaratne, M Mammadov, S Morris
(2009), Vol. 2009, pp. 1-22, Journal of Applied Mathematics and Decision Sciences, London, Eng., C1-1
On weak subdifferentials, directional derivatives, and radial epiderivatives for nonconvex functions
R Kasimbeyli, M Mammadov
(2009), Vol. 20, pp. 841-855, SIAM Journal on Optimization, Philadelphia, Pa., C1-1
Optimization of parameters of the Kelvin element in vibration analysis
A Kuznetsov, M Mammadov, E Hajilarov
(2009), Proceedings of the IEEE International Conference on Industrial Technology, Gippsland, VIC, E1-1
Optimization of Parameters of the Kelvin Element in Vibration Analysis
A Kuznetsov, M Mammadov, E Hajilarov
(2009), pp. 1290-1294, 2009 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1-3, AUSTRALIA, Churchill, E1-1
The core of a sequence of fuzzy numbers
S Aytar, S Pehlivan, M Mammadov
(2008), Vol. 159, pp. 3369-3379, Fuzzy Sets and Systems, Amsterdam, The Netherlands, C1-1
To be fair or efficient or a bit of both
M Zukerman, M Mammadov, L Tan, I Ouveysi, L Andrew
(2008), Vol. 35, pp. 3787-3806, Computers and Operations Research, Amsterdam, The Netherlands, C1-1
An auxiliary function method for constrained systems of nonlinear equations
Z Wu, F Bai, M Mammadov
(2008), pp. 259-265, EUROPT 2008 : Continuous optimization and knowledge based technologies : Proceedings of the 20th International Conference and EURO Mini Conference, Neringa, Lithuania, E1-1
Predicting trading signals of stock market indices using neural networks
C Tilakaratne, M Mammadov, S Morris
(2008), Vol. 5360 LNAI, pp. 522-531, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Auckland Univ Technol, Auckland, NEW ZEALAND, E1-1
Musa Mammadov, Alex Rubinov, John Yearwood
(2007), Vol. 7, pp. 141-167, Data Mining in Biomedicine, Boston, Mass., B1-1
Facility location via continuous optimization with discontinuous objective functions
J Ugon, S Kouhbor, M Mammadov, A Rubinov, A Kruger
(2007), Vol. 48, pp. 315-325, ANZIAM journal, Cambridge, Eng., C1-1
C Tilakaratne, S Morris, M Mammadov, C Hurst
(2007), Vol. 48, pp. C104-C118, ANZIAM journal, Adelaide, S. Aust., C1-1
A filled function method for nonlinear equations
Z Wu, M Mammadov, F Bai, Y Yang
(2007), Vol. 189, pp. 1196-1204, Applied mathematics and computation, Amsterdam, The Netherlands, C1-1
Statistical limit inferior and limit superior for sequences of fuzzy numbers
S Aytar, M Mammadov, S Pehlivan
(2006), Vol. 157, pp. 976-985, Fuzzy sets and systems, Amsterdam, The Netherlands, C1-1
Coverage in WLAN: Optimization model and algorithm
S Kouhbor, J Ugon, M Mammadov, A Rubinov, A Kruger
(2006), pp. 302-307, AusWireless '06 : 1st International Conference, Sydney 13-16 March, 2006., Sydney, N.S.W., E1-1
Coverage in WLAN with minimum number of access points
S Kouhbor, J Ugon, A Rubinov, A Kruger, M Mammadov
(2006), Vol. 3, pp. 1166-1170, IEEE Vehicular Technology Conference, Melbourne, AUSTRALIA, E1-1
C Tilakaratne, M Mammadov, C Hurst
(2006), pp. 42-49, Integrating AI and Data Mining - 1st International Workshop Proceedings, AIDM 2006, E1-1
A filled function method for box-constrained system of nonlinear equations
Z Wu, M Mammadov, F Bai
(2006), pp. 622-625, IEEE Asia-Pacific Conference on Circuits and Systems, Proceedings, APCCAS, Singapore, E1-1
A nonsmooth optimization approach to H ∞ synthesis
M Mammadov, R Orsi
(2005), Vol. 2005, pp. 6893-6898, CDC-ECC '05 : Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, Seville, Spain, E1-1
A fuzzy derivative approach to classification of outcomes from the ADRAC database
M Mamedov, G Saunders, J Yearwood
(2004), Vol. 11, pp. 169-179, International transactions in operational research, Chichester, Eng., C1-1
Statistical cluster points of sequences in finite dimensional spaces
S Pehlivan, A Güngan, M Mamedov
(2004), Vol. 54, pp. 95-102, Czechoslovak mathematical journal, Cham, Switzerland, C1-1
M Mamedov
(2003), Vol. 2003, pp. 631-650, Abstract and applied analysis, Cairo, Egypt, C1-1
Statistical cluster points and turnpike theorem in nonconvex problems
M Mamedov, S Pehlivan
(2001), Vol. 256, pp. 686-693, Journal of mathematical analysis and applications, Amsterdam, The Netherlands, C1-1
Fuzzy derivative and its applications to data classification
M Mammadov
(2001), Vol. 1, pp. 416-419, IEEE International Conference on Fuzzy Systems, E1-1
Statistical cluster points and turnpike
S Pehlivan, M Mamedov
(2000), Vol. 48, pp. 93-106, Optimization, Abingdon, Eng., C1-1
Funded Projects at Deakin
Industry and Other Funding
The metastatic paradox of transmissible cancers
A/Prof Beata Ujvari, Dr Matthew McKenzie, Dr Musa Mammadov, A/Prof Julien Ugon
University of Tasmania - Tasmanian Devil Grant 2023
- 2024: $49,700
Supervisions
No completed student supervisions to report