Dr Musa Mammadov

STAFF PROFILE

Position

Senior Lecturer in Data Science

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Contact

musa.mammadov@deakin.edu.au
+61 3 924 45649

Publications

Filter by

2019

Discriminatory target learning: mining significant dependence relationships from labeled and unlabeled data

Z Duan, L Wang, M Mammadov, H Lou, M Sun

(2019), Vol. 21, Entropy, Basel, Switzerland, C1

journal

Discriminative structure learning of Bayesian network classifiers from training dataset and testing instance

L Wang, Y Liu, M Mammadov, M Sun, S Qi

(2019), Vol. 21, Entropy, Basel, Switzerland, C1

journal

An improved probabilistic neural network model for directional prediction of a stock market index

V Chandrasekara, C Tilakaratne, M Mammadov

(2019), Vol. 9, pp. 1-21, Applied sciences, Basel, Switzerland, C1

journal
2018

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

conference

RDE: a novel approach to improve the classification performance and expressivity of KDB

Hua Lou, LiMin Wang, DingBo Duan, Cheng Yang, Musa Mammadov

(2018), Vol. 13, pp. 1-18, PLoS one, San Francisco, Calif., C1-1

journal

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

conference
2017

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

journal
2016

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 : a journal of mathematical programming and operations research, London, Eng., C1-1

journal
2015

Dynamics of Ebola epidemics in West Africa 2014

Robin Evans, Musa Mammadov

(2015), Vol. 3, pp. 1-12, F1000research, London, Eng., C1-1

journal

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

conference

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

journal

Structure learning of Bayesian Networks using global optimization with applications in data classification

S Taheri, M Mammadov

(2015), Vol. 9, pp. 931-948, Optimization letters, Berlin, Germany, C1-1

journal

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

journal

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

journal
2014

A hybrid wrapper-filter approach to detect the source(s) of out-of-control signals in multivariate manufacturing process

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

journal

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

journal

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

journal

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

journal

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

journal
2013

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

journal

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 Go?ra, Poland, C1-1

journal

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

conference
2012

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

journal

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

journal

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

journal
2011

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

journal

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

journal

Optimization of improved suspension system with inerter device of the quarter-car model in vibration analysis

A Kuznetsov, M Mammadov, I Sultan, E Hajilarov

(2011), Vol. 81, pp. 1427-1437, Archive of applied mechanics, Cham, Switzerland, C1-1

journal

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

journal

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

journal
2010

Investment decision model via an improved BP neural network

J Shen, C Zhang, C Lian, H Hu, M Mammadov

(2010), pp. 2092-2096, 2010 IEEE International Conference on Information and Automation, ICIA 2010, E1-1

conference

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, 2010 8th IEEE International Conference on Control and Automation, ICCA 2010, E1-1

conference

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

journal
2009

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

journal

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

journal

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

journal

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

journal

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, E1-1

conference

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

journal
2008

An auxiliary function method for constrained systems of nonlinear equations

Z Wu, F Bai, M Mammadov

(2008), pp. 259-265, 20th International Conference EURO Mini Conference "Continuous Optimization and Knowledge-Based Technologies", EurOPT 2008, E1-1

conference

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), E1-1

conference

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

journal

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

journal
2007

An optimization approach to identify the relationship between features and output of a multi-label classifier

M Mammadov, A Rubinov, J Yearwood

(2007), Vol. 7, pp. 141-166, Springer Optimization and Its Applications, B1-1

chapter

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

journal

Quantification of intermarket influence on the Australian All Ordinary Index based on optimization techniques

C Tilakaratne, S Morris, M Mammadov, C Hurst

(2007), Vol. 48, pp. C104-C118, ANZIAM journal, Adelaide, S. Aust., C1-1

journal

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

journal
2006

Coverage in WLAN: Optimization model and algorithm

S Kouhbor, J Ugon, M Mammadov, A Rubinov, A Kruger

(2006), pp. 302-307, Proceedings of the 1st IEEE International Conference on Wireless Broadband and Ultra Wideband Communications, AusWireless 2006, E1-1

conference

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, E1-1

conference

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

journal

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, E1-1

conference
2005

A nonsmooth optimization approach to H? synthesis

M Mammadov, R Orsi

(2005), Vol. 2005, pp. 6893-6898, Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05, E1-1

conference
2004

Statistical cluster points of sequences in finite dimensional spaces

S Pehlivan, A Gngan, M Mamedov

(2004), Vol. 54, pp. 95-102, Czechoslovak mathematical journal, Cham, Switzerland, C1-1

journal
2003

A turnpike theorem for continuous-time control systems when the optimal stationary point is not unique

M Mamedov

(2003), Vol. 2003, pp. 631-650, Abstract and applied analysis, Cairo, Egypt, C1-1

journal
2001

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

journal
2000

Statistical cluster points and turnpike

S Pehlivan, M Mamedov

(2000), Vol. 48, pp. 93-106, Optimization, Abingdon, Eng., C1-1

journal

Funded Projects at Deakin

No Funded Projects at Deakin found

Supervisions

No completed student supervisions to report