Prof Gleb Beliakov

STAFF PROFILE

Position

Professor

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Biography

Prof. G. Beliakov has been at Deakin University since 1999, raising from a Lecturer's position to Professor.

He has been an Associate Head of School (Research) between 2009-2012. He leads Computational Intelligence and Data Analytics Research cluster, and also leads several projects in the field of Computational Mathematics and Fuzzy Systems.

Read more on Gleb's profile

Research interests

  • Fuzzy systems
  • Aggregation operators
  • Computational mathematics
  • Numerical optimisation and data analysis
  • Parallel programming

Teaching interests

  • Mathematical Methods
  • Linear Algebra

Knowledge areas

Computational mathematics, numerical approximation, fuzzy systems, aggregation functions, fuzzy measures and integrals

Expertise

Fuzzy systems Fuzzy measures and integrals theory of capacities Averaging functions Numerical approximation High performance computation Computational mathematics Numerical optimisation
  • Artificial intelligence
  • Computers
  • Mathematics

Professional activities

  • Associate Editor of IEEE Transactions on Fuzzy Systems
    (top ranked journal in the area)
  • Associate Editor of Fuzzy Sets and Systems
    (top ranked journal in the area)
     
  • Senior Member of IEEE

Research groups

Head of Mathematics group 

https://blogs.deakin.edu.au/maths/lab-members/

Data to Intelligence research centre

https://www.deakin.edu.au/information-technology/research/data-to-intelligence-research-centre

Publications

Filter by

2021

On the derivatives of set functions in matrix representation

Gleb Beliakov

(2021), Vol. 546, pp. 469-480, Information sciences, Amsterdam, The Netherlands, C1

journal article
2020

Discrete fuzzy measures: computational aspects: preface

G Beliakov, S James, J Wu

(2020), Cham, Switzerland, A1

book

On representation of fuzzy measures for learning Choquet and Sugeno integrals

G Beliakov, D Divakov

(2020), Vol. 189, pp. 1-5, Knowledge-Based Systems, Amsterdam, The Netherlands, C1

journal article

Robust fitting for the Sugeno integral with respect to general fuzzy measures

Gleb Beliakov, Marek Gagolewski, Simon James

(2020), Vol. 514, pp. 449-461, Information sciences, Amsterdam, The Netherlands, C1

journal article

Marginal contribution representation of capacity-based multicriteria decision making

J Wu, G Beliakov

(2020), Vol. 35, pp. 373-400, International journal of intelligent systems, Chichester, Eng., C1

journal article

Towards sophisticated decision models: nonadditive robust ordinal regression for preference modeling

G Beliakov, J Wu, D Divakov

(2020), Vol. 190, pp. 1-8, Knowledge- based systems, Amsterdam, The Netherlands, C1

journal article

Density estimates on the unit simplex and calculation of the mode of a sample

M Angelova Turkedjieva, Gleb Beliakov, Sergiy Shelyag, Ye Zhu

(2020), Vol. 35, pp. 850-868, International journal of intelligent systems, London, Eng., C1

journal article

K-order representative capacity

J Wu, G Beliakov

(2020), Vol. 38, pp. 3105-3115, Journal of intelligent and fuzzy systems, Amsterdam, The Netherlands, C1

journal article

On the extended set of weights of the OWA functions

G Beliakov, J ?pirkov, T Calvo

(2020), pp. 1-19, International journal of general systems, Abingdon, Eng., C1

journal article

Learning k-maxitive fuzzy measures from data by mixed integer programming

G Beliakov, J Wu

(2020), pp. 1-12, Fuzzy Sets and Systems, Amsterdam, The Netherlands, C1

journal article

Nonadditivity index oriented decision preference information representation and capacity identification

J Wu, R Xi, G Beliakov

(2020), Vol. 54, pp. 281-297, Economic computation and economic cybernetics studies and research, [Bucharest, Romania], C1

journal article
2019

Probabilistic bipartition interaction index of multiple decision criteria associated with the nonadditivity of fuzzy measures

J Wu, G Beliakov

(2019), Vol. 34, pp. 247-270, International journal of intelligent systems, Chichester, Eng., C1

journal article

Mixture functions and their monotonicity

J ?pirkov, G Beliakov, H Bustince, J Fernandez

(2019), Vol. 481, pp. 520-549, Information sciences, Amsterdam, The Netherlands, C1

journal article

Supervised learning to aggregate data with the Sugeno integral

Marek Gagolewski, Simon James, Gleb Beliakov

(2019), Vol. 27, pp. 810-815, IEEE transactions on fuzzy systems, Piscataway, N. J., C1

journal article

Nonmodularity index for capacity identifying with multiple criteria preference information

J Wu, G Beliakov

(2019), Vol. 492, pp. 164-180, Information sciences, Amsterdam, The Netherlands, C1

journal article

Learning fuzzy measures from data: simplifications and optimisation strategies

G Beliakov, J Wu

(2019), Vol. 494, pp. 100-113, Information sciences, Amsterdam, The Netherlands, C1

journal article

Nonadditive robust ordinal regression with nonadditivity index and multiple goal linear programming

J Wu, G Beliakov

(2019), Vol. 34, pp. 1732-1752, International journal of intelligent systems, Chichester, Eng., C1

journal article

Aggregation on ordinal scales with the Sugeno integral for biomedical applications

G Beliakov, M Gagolewski, S James

(2019), Vol. 501, pp. 377-387, Information sciences, Amsterdam, The Netherlands, C1

journal article

Fitting Sugeno integral for learning fuzzy measures using PAVA isotone regression

G Beliakov, D Divakov

(2019), Vol. 34, pp. 2863-2871, International journal of intelligent systems, Chichester, Eng., C1

journal article

K-minitive capacities and k-minitive aggregation functions

J Wu, G Beliakov

(2019), Vol. 37, pp. 2797-2808, Journal of Intelligent and Fuzzy Systems, Amsterdam, The Netherlands, C1

journal article

Density-based clustering using approximate natural neighbours

Maia Angelova Turkedjieva, Gleb Beliakov, Ye Zhu

(2019), Vol. 85, pp. 1-10, Applied soft computing, Amsterdam, The Netherlands, C1

journal article

DC optimization for constructing discrete Sugeno integrals and learning nonadditive measures

G Beliakov, M Gagolewski, S James

(2019), pp. 1-20, Optimization, Abingdon, Eng., C1

journal article

Matrix representation of capacity-based multicriteria decision analysis

R Xi, J Wu, G Beliakov

(2019), Vol. 7, pp. 185543-185553, IEEE access, Piscataway, N.J., C1

journal article

The mode of interval-valued data

T Wilkin, G Beliakov

(2019), FUZZ-IEEE 2019 : IEEE International Conference on Fuzzy Systems, New Orleans, Louisiana, E1

conference

Pre-adjustment based anti-collusion mechanism for audio signals

J Zhao, T Zong, Y Xiang, L Gao, G Beliakov

(2019), Vol. 11928, pp. 305-319, NSS 2019 : Proceedings of the 13th International Conference on Network and Systems Security 2019, Sapporo, Japan, E1

conference

Aggregation of dependent criteria in multicriteria decision making problems by means of capacities

G Beliakov, S Boswell, T Cao, R Dazeley, V Mak-Hau, M Nguyen, T Wilkin, J Yearwood

(2019), pp. 228-234, MODSIM2019 : Supporting evidence-based decision making: the role of modelling and simulation : Proceedings of the 23rd International Congress on Modelling and Simulation, Canberra, A.C.T., E1

conference
2018

Comparing apples and oranges: the weighted OWA function

G Beliakov

(2018), Vol. 33, pp. 1089-1108, International Journal of Intelligent Systems, Hoboken, N.J., C1

journal article

Measuring traffic congestion: an approach based on learning weighted inequality, spread and aggregation indices from comparison data

G Beliakov, M Gagolewski, S James, S Pace, N Pastorello, E Thilliez, R Vasa

(2018), Vol. 67, pp. 910-919, Applied soft computing, Amsterdam, The Netherlands, C1

journal article

Robustifying OWA operators for aggregating data with outliers

G Beliakov, S James, T Wilkin, T Calvo

(2018), Vol. 26, pp. 1823-1832, IEEE Transactions on Fuzzy Systems, Piscataway, N.J., C1

journal article

A new type of fuzzy integrals for decision making based on bivariate symmetric means

G Beliakov

(2018), Vol. 33, pp. 1660-1671, International journal of intelligent systems, Chichester, Eng., C1

journal article

Nonadditivity index and capacity identification method in the context of multicriteria decision making

J Wu, G Beliakov

(2018), Vol. 467, pp. 398-406, Information sciences, Amsterdam, The Netherlands, C1

journal article

Fuzzy connectives for efficient image reduction and speeding up image analysis

G Beliakov, G Das, H Vu, T Wilkin, Y Xiang

(2018), Vol. 6, pp. 68403-68414, IEEE Access, Piscataway, N.J., C1

journal article

Directional and ordered directional monotonicity of mixture functions

J ?pirkov, G Beliakov, H Bustince, J Fernndez

(2018), Vol. 581, pp. 96-105, AGOP 2017: Aggregation Functions in Theory and in Practice : Proceedings from the 9th International Summer School of Aggregation Operators, Skovde, Sweden, E1

conference

Least Median of Squares (LMS) and Least Trimmed Squares (LTS) fitting for the weighted arithmetic mean

G Beliakov, M Gagolewski, S James

(2018), Vol. 854, pp. 367-378, IPMU 2018: Proceedings of the 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems : Theory and Foundations, Cadiz, Spain, E1

conference
2017

A method of introducing weights into OWA operators and other symmetric functions

G Beliakov

(2017), Vol. 683, pp. 37-52, Uncertainty modeling, Cham, Switzerland, B1

book chapter

Idempotent weighted aggregation based on binary aggregation trees

J Dujmovi?, G Beliakov

(2017), Vol. 32, pp. 31-50, International journal of intelligent systems, Hoboken, N.J., C1

journal article

Aggregation and consensus for preference relations based on fuzzy partial orders

G Beliakov, S James, T Wilkin

(2017), Vol. 16, pp. 409-428, Fuzzy optimization and decision making, Berlin, Germany, C1

journal article

On the definition of penalty functions in data aggregation

H Bustince, G Beliakov, G Pereira Dimuro, B Bedregal, R Mesiar

(2017), Vol. 323, pp. 1-18, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal article

Approaches to learning strictly-stable weights for data with missing values

G Beliakov, D Gmez, S James, J Montero, J Rodrguez

(2017), Vol. 325, pp. 97-113, Fuzzy Sets and Systems, Amsterdam, The Netherlands, C1-1

journal article

Implicit averaging functions

G Beliakov, T Calvo, P Fuster-Parra

(2017), Vol. 417, pp. 96-112, Information Sciences, Philadelphia, Pa., C1

journal article

Patchwork-based multilayer audio watermarking

I Natgunanathan, Y Xiang, G Hua, G Beliakov, J Yearwood

(2017), Vol. 25, pp. 2176-2187, IEEE/ACM transactions on audio speech and language processing, Piscataway, N.J., C1

journal article

Granular, Soft and Fuzzy Approaches for Intelligent Systems Preface

J Kacprzyk, D Filev, G Beliakov

(2017), A7

edited book

Robust image denoising and smoothing with generalised spatial-tonal Averages

T Wilkin, G Beliakov

(2017), pp. 1-7, FUZZ-IEEE 2017 : Proceedings of the IEEE International Conference on Fuzzy Systems, Naples, Italy, E1

conference
2016

A practical guide to averaging functions

G Beliakov, H Bustince, T Sanchez

(2016), Cham, Switzerland, A1

book

A parallel algorithm for calculation of determinants and minors using arbitrary precision arithmetic

G Beliakov, Y Matiyasevich

(2016), Vol. 56, pp. 33-50, BIT numerical mathematics, Berlin, Germany, C1

journal article

Extension of bivariate means to weighted means of several arguments by using binary trees

G Beliakov, J Dujmovi?

(2016), Vol. 331, pp. 137-147, Information sciences, Atlanta, Ga., C1

journal article

Weak monotonicity of Lehmer and Gini means

G Beliakov, J Spirkova

(2016), Vol. 299, pp. 26-40, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal article

A review of the relationships between implication, negation and aggregation functions from the point of view of material implication

A Pradera, G Beliakov, H Bustince, B De Baets

(2016), Vol. 329, pp. 357-380, Information sciences, Amsterdam, The Netherlands, C1

journal article

On the fast Lanczos method for computation of eigenvalues of Hankel matrices using multiprecision arithmetics

S Bangay, G Beliakov

(2016), Vol. 23, pp. 485-500, Numerical linear algebra with applications, Chichester, Eng., C1

journal article

Protection of privacy in biometric data

I Natgunanathan, A Mehmood, Y Xiang, G Beliakov, J Yearwood

(2016), Vol. 4, pp. 880-892, IEEE access, Piscataway, N.J., C1

journal article

Penalty-based and other representations of economic inequality

G Beliakov, M Gagolewski, S James

(2016), Vol. 24, pp. 1-23, International journal of uncertainty, fuzziness and knowlege-based systems, Singapore, C1

journal article

Fitting aggregation functions to data: part I-linearization and regularization

M Bartoszuk, G Beliakov, M Gagolewski, S James

(2016), Vol. 611, pp. 767-779, IPMU 2016 : Proceedings of the 16th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Eindhoven, The Netherlands, E1

conference

Linear optimization for ecological indices based on aggregation functions

G Beliakov, A Geschke, S James, D Nimmo

(2016), Vol. 611, pp. 411-422, 16th International Conference, IPMU 2016 Eindhoven, The Netherlands, June 20?24, 2016 Proceedings, Part II, Eindhoven, The Netherlands, E1

conference

Fitting aggregation functions to data: Part II - idempotization

M Bartoszuk, G Beliakov, M Gagolewski, S James

(2016), Vol. 611, pp. 780-789, IPMU 2016 : Proceedings of the 16th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Eindhoven, The Netherlands, E1

conference

A high embedding capacity image watermarking method with rank-based embedder and decoder

T Zong, Y Xiang, P Chen, S Nahavandi, G Beliakov

(2016), pp. 1260-1264, ICIEA 2016: Proceedings of the IEEE 11th Conference on Industrial Electronics and Applications, Hefei, China, E1

conference

Robust OWA-based aggregation for data with outliers

G Beliakov, S James, T Wilkin, T Calvo

(2016), pp. 1874-1879, FUZZ-IEEE 2016 : Proceedings of the 2016 IEEE International Conference on Fuzzy Systems, Vancouver, Canada, E1

conference
2015

Aggregation functions for recommender systems

G Beliakov, T Calvo, S James

(2015), pp. 777-808, Recommender systems handbook, New York, N.Y., B1

book chapter

Parallel bucket sorting on graphics processing units based on convex optimization

G Beliakov, G Li, S Liu

(2015), Vol. 64, pp. 1033-1055, Optimization, Abingdon, Eng., C1

journal article

Construction of image reduction operators using averaging aggregation functions

D Paternain, J Fernandez, H Bustince, R Mesiar, G Beliakov

(2015), Vol. 261, pp. 87-111, Fuzzy Sets and Systems, C1

journal article

Solving DC programs using the cutting angle method

A Ferrer, A Bagirov, G Beliakov

(2015), Vol. 61, pp. 71-89, Journal of global optimization, New York, NY, C1

journal article

Weakly monotonic averaging functions

T Wilkin, G Beliakov

(2015), Vol. 30, pp. 144-169, International Journal of Intelligent Systems, NJ, United States, C1

journal article

Unifying approaches to consensus across different preference representations

G Beliakov, S James

(2015), Vol. 35, pp. 888-897, Applied soft computing journal, Amsterdam, The Netherlands, C1

journal article

On the weak monotonicity of Gini means and other mixture functions

G Beliakov, T Calvo, T Wilkin

(2015), Vol. 300, pp. 70-84, Information Sciences, Amsterdam, The Netherlands, C1

journal article

Using aggregation functions to model human judgements of species diversity

G Beliakov, S James, D Nimmo

(2015), Vol. 306, pp. 21-33, Information sciences, Amsterdam, The Netherlands, C1

journal article

Robust histogram shape-based method for image watermarking

T Zong, Y Xiang, I Natgunanathan, S Guo, W Zhou, G Beliakov

(2015), Vol. 25, pp. 717-729, IEEE Transactions on Circuits and Systems for Video Technology, New York, NY, C1

journal article

Approximation of riemanns zeta function by finite dirichlet series: A multiprecision numerical approach

G Beliakov, Y Matiyasevich

(2015), Vol. 24, pp. 150-161, Experimental mathematics, London, Eng., C1

journal article

Characterizing compactness of geometrical clusters using fuzzy measures

G Beliakov, G Li, H Vu, T Wilkin

(2015), Vol. 23, pp. 1030-1043, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal article

Biased experts and similarity based weights in preferences aggregation

G Beliakov, S James, L Smith, T Wilkin

(2015), Vol. 89, pp. 363-370, EUSFLAT 2015: Proceedings of the 16th World Congress of the International-Fuzzy-Systems-Association (IFSA) / 9th Conference of the European-Society-for-Fuzzy-Logic-and-Technology, Gijon, Spain, E1

conference

Construction and aggregation of preference relations based on fuzzy partial orders

G Beliakov, S James, T Wilkin

(2015), pp. 1-8, FUZZ-IEEE 2015: Proceedings of the IEEE International Conference on Fuzzy Systems, Istanbul, TURKEY, E1

conference

Learning stable weights for data of varying dimension

G Beliakov, S James, D Gomez, J Rodriguez, J Montero

(2015), pp. 49-54, AGOP 2015: Proceeedings of the Aggregation Operators 2015 International Summer School, Katowice, Poland, E1

conference
2014

Weakly monotone averaging functions

T Wilkin, G Beliakov, T Calvo

(2014), Vol. 444 CCIS, pp. 364-373, Communications in Computer and Information Science, Cham, Switzerland, B1

book chapter

A choquet integral toolbox and its application in customer preference analysis

H Vu, G Beliakov, G Li

(2014), pp. 247-272, Data mining applications with R, Waltham, MA., B1

book chapter

Single-preference consensus measures based on models of ecological evenness

G Beliakov, S James, L Smith

(2014), Vol. 8825, pp. 50-59, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Heidelberg , Germany, B1

book chapter

Consensus in multi-expert decision making problems using penalty functions defined over a Cartesian product of lattices

H Bustince, E Barrenechea, T Calvo, S James, G Beliakov

(2014), Vol. 17, pp. 56-64, Information Fusion, C1

journal article

Consistency and stability in aggregation operators: An application to missing data problems

D Gmez, K Rojas, J Montero, J Rodrguez, G Beliakov

(2014), Vol. 7, pp. 595-604, International Journal of Computational Intelligence Systems, C1

journal article

Consensus measures constructed from aggregation functions and fuzzy implications

G Beliakov, T Calvo, S James

(2014), Vol. 55, pp. 1-8, Knowledge-based systems, Amsterdam, The Netherlands, C1

journal article

Strong fuzzy subsethood measures and strong equalities via implication functions

D Paternain, H Bustince, J Fernandez, J Sanz, M Baczy?ski, G Beliakov, R Mesiar

(2014), Vol. 22, pp. 347-371, Journal of multiple-valued logic and soft computing, Philadelphia, Pa., C1

journal article

On some properties of weighted averaging with variable weights

G Beliakov, T Wilkin

(2014), Vol. 281, pp. 1-7, Information sciences, Philadelphia, PA, C1

journal article

Vector valued similarity measures for Atanassov's intuitionistic fuzzy sets

G Beliakov, M Pagola, T Wilkin

(2014), Vol. 280, pp. 352-367, Information sciences, Philadelphia, PA, C1

journal article

Best-possible bounds on the set of copulas with given degree of non-exchangeability

G Beliakov, B De Baets, H De Meyer, R Nelsen, M beda-Flores

(2014), Vol. 417, pp. 451-468, Journal of mathematical analysis and applications, San Diego, Calif., C1

journal article

Iterative construction of hierarchical classifiers for phishing website detection

J Abawajy, G Beliakov, A Kelarev, M Chowdhury

(2014), Vol. 9, pp. 2089-2098, Journal of Networks, Oulu, Finland, C1

journal article

A penalty-based aggregation operator for non-convex intervals

G Beliakov, S James

(2014), Vol. 70, pp. 335-344, Knowledge-based systems, Amsterdam, The Netherlands, C1

journal article

Three types of monotonicity of averaging functions

G Beliakov, T Calvo, T Wilkin

(2014), Vol. 72, pp. 114-122, Knowledge-Based Systems, Amsterdam , Netherlands, C1

journal article

On weak monotonicity of some mixture functions

T Calvo, G Beliakov, T Wilkin

(2014), pp. 297-302, ESTYLF 2014 : Proceedings of the 17th Spanish Congress on Fuzzy Logic and Technology, Zaragoza, Spain, E1

conference

Can indices of ecological evenness be used to measure consensus?

G Beliakov, S James, D Nimmo

(2014), pp. 25-32, FUZZ-IEEE 2014 : Proceedings of the 2014 IEEE International Conference on Fuzzy Systems, Beijing, China, E1

conference

Fuzzy measures of pixel cluster compactness

G Beliakov, G Li, H Vu, T Wilkin

(2014), pp. 1104-1111, FUZZ-IEEE 2014 : Proceedings of the 2014 IEEE International Conference on Fuzzy Systems, Beijing, China, E1

conference

Averaging aggregation functions for preferences expressed as Pythagorean membership grades and fuzzy orthopairs

G Beliakov, S James

(2014), pp. 298-305, FUZZ-IEEE 2014 : Proceedings of the 2014 IEEE International Conference on Fuzzy Systems, Beijing; China, E1

conference
2013

(S,N)-implications on bounded lattices

B Bedregal, G Beliakov, H Bustince, J Fernndez, A Pradera, R Reiser

(2013), Vol. 300, pp. 101-124, Studies in Fuzziness and Soft Computing, B1

book chapter

Parallel monotone spline interpolation and approximation on GPUs

G Beliakov, S Liu

(2013), pp. 295-310, Designing Scientific Applications on GPUs, B1

book chapter

Image reduction operators as aggregation functions: Fuzzy transform and undersampling

D Paternain, A Jurio, R Mesiar, G Beliakov, H Bustince

(2013), Vol. 228, pp. 405-414, Advances in Soft Computing, Berlin, Germany, B1-1

book chapter

On extending generalized Bonferroni means to Atanassov orthopairs in decision making contexts

G Beliakov, S James

(2013), Vol. 211, pp. 84-98, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal article

Global non-smooth optimization in robust multivariate regression

G Beliakov, A Kelarev

(2013), Vol. 28, pp. 124-138, Optimization methods and software, Essex, Eng., C1

journal article

Generalization of the weighted voting method using penalty functions constructed via faithful restricted dissimilarity functions

H Bustince, A Jurio, A Pradera, R Mesiar, G Beliakov

(2013), Vol. 225, pp. 472-478, European Journal of Operational Research, C1

journal article

Uncertainties with Atanassov's intuitionistic fuzzy sets: Fuzziness and lack of knowledge

N Pal, H Bustince, M Pagola, U Mukherjee, D Goswami, G Beliakov

(2013), Vol. 228, pp. 61-74, Information Sciences, C1

journal article

An efficient implementation of Bailey and Borwein's algorithm for parallel random number generation on graphics processing units

G Beliakov, M Johnstone, D Creighton, T Wilkin

(2013), Vol. 95, pp. 309-326, Computing, C1

journal article

Efficient implementation of Bailey and Borwein pseudo-random number generator based on normal numbers

G Beliakov, D Creighton, M Johnstone, T Wilkin

(2013), Vol. 184, pp. 1999-2004, Computer Physics Communications, C1

journal article

Stability of weighted penalty-based aggregation functions

G Beliakov, S James

(2013), Vol. 226, pp. 1-18, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal article

On the use of restricted dissimilarity and dissimilarity-like functions for defining penalty functions

G Beliakov, H Bustince, J Fernandez, R Mesiar, A Pradera

(2013), Vol. 32, pp. 620-625, 8th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2013 - Advances in Intelligent Systems Research, E1

conference

Aggregating fuzzy implications to measure group consensus

G Beliakov, S James, T Calvo

(2013), pp. 1016-1021, Proceedings of the 2013 Joint IFSA World Congress and NAFIPS Annual Meeting, IFSA/NAFIPS 2013, E1

conference

Learning aggregation weights from 3-tuple comparison sets

G Beliakov, S James, D Nimmo

(2013), pp. 1388-1393, Proceedings of the 2013 Joint IFSA World Congress and NAFIPS Annual Meeting, IFSA/NAFIPS 2013, E1

conference

A generalization of the Bonferroni mean based on partitions

G Beliakov, S James, R Mesiar

(2013), IEEE International Conference on Fuzzy Systems, E1

conference
2012

Negations generated by bounded lattices t-norms

B Bedregal, G Beliakov, H Bustince, J Fernandez, A Pradera, R Reiser

(2012), Vol. 299 CCIS, pp. 326-335, Communications in Computer and Information Science, B1

book chapter

Image reduction using means on discrete product lattices

G Beliakov, H Bustince, D Paternain

(2012), Vol. 21, pp. 1070-1083, IEEE Transactions on Image Processing, C1

journal article

A class of fuzzy multisets with a fixed number of memberships

B Bedregal, G Beliakov, H Bustince, T Calvo, R Mesiar, D Paternain

(2012), Vol. 189, pp. 1-17, Information Sciences, C1

journal article

Aggregation functions and contradictory information

A Pradera, G Beliakov, H Bustince

(2012), Vol. 191, pp. 41-61, Fuzzy Sets and Systems, C1

journal article

Detecting K-complexes for sleep stage identification using nonsmooth optimization

D Moloney, N Sukhorukova, P Vamplew, J Ugon, G Li, G Beliakov, C Philippe, H Amiel, A Ugon

(2012), Vol. 52, pp. 319-332, ANZIAM Journal, C1

journal article

Improving the speed and stability of the k-nearest neighbors method

G Beliakov, G Li

(2012), Vol. 33, pp. 1296-1301, Pattern Recognition Letters, C1

journal article

Aggregation for Atanassov's intuitionistic and interval valued fuzzy sets: The median operator

G Beliakov, H Bustince, S James, T Calvo, J Fernandez

(2012), Vol. 20, pp. 487-498, IEEE Transactions on Fuzzy Systems, C1

journal article

Application of rank correlation, clustering and classification in information security

G Beliakov, J Yearwood, A Kelarev

(2012), Vol. 7, pp. 935-945, Journal of Networks, C1

journal article

Computing of high breakdown regression estimators without sorting on graphics processing units

G Beliakov, M Johnstone, S Nahavandi

(2012), Vol. 94, pp. 433-447, Computing, C1

journal article

K-complex detection using a hybrid-synergic machine learning method

H Vu, G Li, N Sukhorukova, G Beliakov, S Liu, C Philippe, H Amiel, A Ugon

(2012), Vol. 42, pp. 1478-1490, IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews, C1

journal article

Derivative-free optimization and neural networks for robust regression

G Beliakov, A Kelarev, J Yearwood

(2012), Vol. 61, pp. 1467-1490, Optimization, Abingdon, England, C1

journal article

A fuzzy decision support method for customer preferences analysis based on Choquet Integral

H Vu, G Li, G Beliakov

(2012), IEEE International Conference on Fuzzy Systems, E1

conference

Defining Bonferroni means over lattices

G Beliakov, S James

(2012), pp. 67-74, FUZZ-IEEE 2012 : Proceedings of the IEEE 2012 International Conference on Fuzzy Systems, Brisbane, Qld., E1

conference

Construction of strong equality index from implication operators

H Bustince, J Fernandez, J Sanz, D Paternain, M Baczyski, G Beliakov, R Mesiar

(2012), Vol. 7, pp. 769-774, World Scientific Proc. Series on Computer Engineering and Information Science 7; Uncertainty Modeling in Knowledge Engineering and Decision Making - Proceedings of the 10th International FLINS Conf., E1

conference

Using linear programming for weights identification of generalized bonferroni means in R

G Beliakov, S James

(2012), pp. 35-44, MDAI 2012 : Modeling decisions for artificial intelligence : 9th International Conference, Girona, Catalonia, Spain, November 2012 : proceedings, Catalonia, Spain, E1

conference

Performance evaluation of multi-tier ensemble classifiers for phishing websites

J Abawajy, G Beliakov, A Kelarev, J Yearwood

(2012), pp. 11-16, ATIS 2012 : Proceedings of the 3rd Applications and Technologies in Information Security Workshop, Melbourne, Vic., E1

conference

Color image reduction by minimizing penalty functions

D Paternain, A Jurio, G Beliakov

(2012), IEEE International Conference on Fuzzy Systems, E1

conference
2011

A characterization theorem for t-representable n-dimensional triangular norms

B Bedregal, G Beliakov, H Bustince, T Calvo, J Fernandez, R Mesiar

(2011), pp. 103-112, Eurofuse 2011 : workshop on fuzzy methods for knowlege-based systems, Berlin, Germany, B1

book chapter

Color image magnification with interval-valued fuzzy sets

A Jurio, M Pagola, H Bustince, G Beliakov

(2011), pp. 313-324, Eurofuse 2011 : workshop on fuzzy methods for knowledge-based systems, Berlin, Germany, B1

book chapter

Image reduction using fuzzy quantifiers

D Paternain, C Lopez-Molina, H Bustince, R Mesiar, G Beliakov

(2011), pp. 351-362, Eurofuse 2011 : workshop on fuzzy methods for knowledge-based systems, Berlin, Germany, B1

book chapter

Induced ordered weighted averaging operators

G Beliakov, S James

(2011), pp. 29-47, Recent developments in the ordered weighted averaging operators : theory and practice, Berlin, Germany, B1

book chapter

On penalty-based aggregation functions and consensus

G Beliakov, T Calvo, S James

(2011), pp. 23-40, Consensual processes, Berlin, Germany, B1

book chapter

Aggregation of Preferences in Recommender Systems

Gleb Beliakov, Tomasa Calvo, Simon James

(2011), pp. 705-734, RECOMMENDER SYSTEMS HANDBOOK, B1

book chapter

The median and its extensions

G Beliakov, H Bustince, J Fernandez

(2011), Vol. 175, pp. 36-47, Fuzzy Sets and Systems, C1

journal article

Fast computation of trimmed means

G Beliakov

(2011), Vol. 39, Journal of Statistical Software, C1

journal article

Citation-based journal ranks: The use of fuzzy measures

G Beliakov, S James

(2011), Vol. 167, pp. 101-119, Fuzzy Sets and Systems, C1

journal article

Image magnification using interval information

A Jurio, M Pagola, R Mesiar, G Beliakov, H Bustince

(2011), Vol. 20, pp. 3112-3123, IEEE Transactions on Image Processing, C1

journal article

Interval-valued fuzzy sets applied to stereo matching of color images

M Galar, J Fernandez, G Beliakov, H Bustince

(2011), Vol. 20, pp. 1949-1961, IEEE Transactions on Image Processing, C1

journal article

Learning choquet-integral-based metrics for semisupervised clustering

G Beliakov, S James, G Li

(2011), Vol. 19, pp. 562-574, IEEE Transactions on Fuzzy Systems, C1

journal article

On averaging operators for Atanassov's intuitionistic fuzzy sets

G Beliakov, H Bustince, D Goswami, U Mukherjee, N Pal

(2011), Vol. 181, pp. 1116-1124, Information Sciences, C1

journal article

Studies in Fuzziness and Soft Computing: Preface

R Yager, R Yager, J Kacprzyk, J Kacprzyk, G Beliakov, G Beliakov

(2011), Vol. 265, Studies in Fuzziness and Soft Computing, A7

edited book

Discriminating DDoS attack traffic from flash crowd through packet arrival patterns

T Thapngam, S Yu, W Zhou, G Beliakov

(2011), pp. 952-957, 2011 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2011, E1

conference

Non-monotone averaging aggregation

G Beliakov, S Yu, D Paternain

(2011), pp. 2905-2908, IEEE International Conference on Fuzzy Systems, E1

conference

On (TS,N)-fuzzy implications

A Pradera, G Beliakov, H Bustince, J Fernandez

(2011), pp. 93-98, AGOP 2011 : Proceedings of 6th International Summer School on Aggregation Operators, Benevento, Italy, E1

conference

One image reduction algorithm for RGB color images

D Paternain, A Jurio, M Pagola, H Bustince, G Beliakov

(2011), Vol. 1, pp. 366-371, Proceedings of the 7th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2011 and French Days on Fuzzy Logic and Applications, LFA 2011, E1

conference

Penalty functions over a cartesian product of lattices

H Bustince, J Fernandez, R Mesiar, G Beliakov, T Calvo

(2011), pp. 59-64, AGOP 2011 : Proceedings of 6th International Summer School on Aggregation Operators, Benevento, Italy, E1

conference

Representing images by means of interval-valued fuzzy sets. Application to stereo matching

M Galar, E Barrenechea, J Fernandez, H Bustince, G Beliakov

(2011), pp. 134-141, IEEE SSCI 2011: Symposium Series on Computational Intelligence - T2FUZZ 2011: 2011 IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems, E1

conference

Restricted dissimilarity functions and penalty functions

H Bustince, J Fernandez, R Mesiar, A Pradera, G Beliakov

(2011), Vol. 1, pp. 79-85, Proceedings of the 7th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2011 and French Days on Fuzzy Logic and Applications, LFA 2011, E1

conference

A construction method of interval-valued fuzzy sets for image processing

A Jurio, D Paternain, C Lopez-Molina, H Bustince, R Mesiar, G Beliakov

(2011), pp. 16-22, IEEE SSCI 2011: Symposium Series on Computational Intelligence - T2FUZZ 2011: 2011 IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems, E1

conference

Brain MRI thresholding using incomparability and overlap functions

D Paternain, M Pagola, J Fernandez, R Mesiar, G Beliakov, H Bustince

(2011), pp. 808-812, International Conference on Intelligent Systems Design and Applications, ISDA, E1

conference

An application of novel clustering technique for information security

G Beliakov, J Yearwood, A Kelarev

(2011), pp. 6-11, ATIS 2011 : Workshop proceedingof ATIS 2011. Melbourne, November 9th, 2011. Second Applications and Techniques in Information Security Workshop, Melbourne, Vic., E1

conference
2010

Optimization and aggregation functions

G Beliakov

(2010), Vol. 254, pp. 77-108, Studies in Fuzziness and Soft Computing, B1

book chapter

Some averaging functions in image reduction

D Paternain, H Bustince, J Fernandez, G Beliakov, R Mesiar

(2010), pp. 399-408, Trends in applied intelligent systems, Berlin, Germany, B1

book chapter

Potential applications of discrete-event simulation and fuzzy rule-based systems to structural reliability and availability

A Juan, A Ferrer, C Serrat, J Faulin, G Beliakov, J Hester

(2010), pp. 199-214, Simulation methods for reliability and availability of complex systems, London, England, B1

book chapter

Aggregation functions based on penalties

T Calvo, G Beliakov

(2010), Vol. 161, pp. 1420-1436, Fuzzy Sets and Systems, C1

journal article

On Lipschitz properties of generated aggregation functions

G Beliakov, T Calvo, S James

(2010), Vol. 161, pp. 1437-1447, Fuzzy Sets and Systems, C1

journal article

OWA operators in regression problems

R Yager, G Beliakov

(2010), Vol. 18, pp. 106-113, IEEE Transactions on Fuzzy Systems, C1

journal article

Bounded lower subdifferentiability optimization techniques: Applications

G Beliakov, A Ferrer

(2010), Vol. 47, pp. 211-231, Journal of Global Optimization, C1

journal article

Fuzzy entropy from weak fuzzy subsethood measures

M Galar, H Bustince, J Fernandez, J Sanz, G Beliakov

(2010), Vol. 20, pp. 139-158, Neural Network World, C1

journal article

Generalized Bonferroni mean operators in multi-criteria aggregation

G Beliakov, S James, J Mordelova, T Ruckschlossov, R Yager

(2010), Vol. 161, pp. 2227-2242, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal article

Image reduction with local reduction operators

D Paternain, H Bustince, J Fernandez, G Beliakov, R Mesiar

(2010), 2010 IEEE World Congress on Computational Intelligence, WCCI 2010, E1

conference

Means on discrete product lattices

G Beliakov, H Bustince, J Fernandez, D Paternain

(2010), pp. 315-319, ESTYLF 2010 : Proceedings of the XIII Spanish Conference on Technologies and Fuzzy Logic, Huelva, Spain, E1

conference

A construction method of Atanassov's intuitionistic fuzzy sets for image processing

A Jurio, D Paternain, H Bustince, C Guerra, G Beliakov

(2010), pp. 337-342, 2010 IEEE International Conference on Intelligent Systems, IS 2010 - Proceedings, E1

conference
2009

Construction of k-Lipschitz triangular norms and conorms from empirical data

G Beliakov, T Calvo

(2009), Vol. 17, pp. 1217-1220, IEEE Transactions on Fuzzy Systems, C1

journal article

Construction of aggregation functions from data using linear programming

G Beliakov

(2009), Vol. 160, pp. 65-75, Fuzzy Sets and Systems, C1

journal article

Citation based journal rankings : an application of fuzzy measures

G Beliakov, S James

(2009), pp. 59-64, AGOP 2009 : Proceedings of the Fifth International Summer School on Aggregation Operators, Palma, Spain, E1

conference

OWA operators in linear regression and detection of outliers

G Beliakov, R Yager

(2009), pp. 71-76, AGOP 2009 : Proceedings of the Fifth International Summer School on Aggregation Operators, Palma, Spain, E1

conference

On migrative means and copulas

T Calvo, G Beliakov

(2009), pp. 107-109, AGOP 2009 : Proceedings of the Fifth International Summer School on Aggregation Operators, Palma, Spain, E1

conference

Some results on Lipschitz quasi-arithmetic means

G Beliakov, T Calvo, S James

(2009), pp. 1370-1375, 2009 International Fuzzy Systems Association World Congress and 2009 European Society for Fuzzy Logic and Technology Conference, IFSA-EUSFLAT 2009 - Proceedings, E1

conference

On generalized bonferroni means

R Yager, G Beliakov, S James

(2009), pp. 1-6, EUROFUSE 2009 : Proceedings of the Eurofuse Workshop Preference Modelling and Decision Analysis, Pamplona, Spain, E1

conference

Using choquet integrals for evaluating citation indices in journal ranking

G Beliakov, S James

(2009), pp. 1-6, EUROFUSE 2009 : Proceedings of the Eurofuse Workshop Preference Modelling and Decision Analysis, Pamplona, Spain, E1

conference
2008

Identification of weights in aggregation operators

T Calvo, G Beliakov

(2008), pp. 145-162, Fuzzy sets and their extensions: representation, aggregation and models : intelligent systems from decision making to data mining, web intelligence and computer vision, Berlin, Germany, B1

book chapter

Interpolatory type construction of general aggregation operators

G Beliakov, T Calvo

(2008), pp. 99-120, Fuzzy sets and their extensions: representation, aggregation and models : intelligent systems from decision making to data mining, web intelligence and computer vision, Berlin, Germany, B1

book chapter

Extended cutting angle method of global optimization

G Beliakov

(2008), Vol. 4, pp. 153-176, Pacific Journal of Optimization, C1

journal article

Fitting fuzzy measures by linear programming. Programming library fmtools

G Beliakov

(2008), pp. 862-867, IEEE International Conference on Fuzzy Systems, E1

conference

Using Choquet integrals for kNN approximation and classification

G Beliakov, S James

(2008), pp. 1311-1317, IEEE International Conference on Fuzzy Systems, E1

conference

Texture recognition by using GLCM and various aggregation functions

G Beliakov, S James, L Troiano

(2008), pp. 1472-1476, IEEE International Conference on Fuzzy Systems, E1

conference
2007

Aggregation Functions: A Guide for Practitioners Introduction

Gleb Beliakov, Ana Pradera, Tomasa Calvo

(2007), Vol. 221, pp. 1-+, AGGREGATION FUNCTIONS: A GUIDE FOR PRACTITIONERS, A1

book

Materialflusssysteme

M TenHompel, T Schmidt, L Nagel

(2007), pp. 1-388, MATERIALFLUSSSYSTEME, A1-1

book

Introduction

G Beliakov, A Pradera, T Calvo

(2007), Vol. 221, pp. 1-37, Studies in Fuzziness and Soft Computing, C1

journal article

Handling of neutral information by aggregation operators

G Beliakov, T Calvo, A Pradera

(2007), Vol. 158, pp. 861-880, Fuzzy Sets and Systems, C1

journal article

Construction of aggregation operators for automated decision making via optimal interpolation and global optimization

G Beliakov

(2007), Vol. 3, pp. 193-208, Journal of Industrial and Management Optimization, C1

journal article

Challenges of continuous global optimization in molecular structure prediction

G Beliakov, K Lim

(2007), Vol. 181, pp. 1198-1213, European Journal of Operational Research, C1

journal article

Absorbent tuples of aggregation operators

G Beliakov, T Calvo, A Pradera

(2007), Vol. 158, pp. 1675-1691, Fuzzy Sets and Systems, C1

journal article

Construction of aggregation operators with noble reinforcement

G Beliakov, T Calvo

(2007), Vol. 15, pp. 1209-1218, IEEE Transactions on Fuzzy Systems, C1

journal article

Implementation of novel methods of global and nonsmooth optimization: GANSO programming library

G Beliakov, J Ugon

(2007), Vol. 56, pp. 543-546, Optimization, C1

journal article

Smoothing Lipschitz functions

G Beliakov

(2007), Vol. 22, pp. 901-916, Optimization methods and software, Abingdon, England, C1

journal article

Pointwise construction of lipschitz aggregation operators with specific properties

G Beliakov, T Calvo, J Lazard

(2007), Vol. 15, pp. 193-223, International Journal of Uncertainty, Fuzziness and Knowlege-Based Systems, C1-1

journal article

Fitting ST-OWA operators to empirical data

G Beliakov, L Troiano

(2007), Vol. 1, pp. 67-73, New Dimensions in Fuzzy Logic and Related Technologies - Proceedings of the 5th EUSFLAT 2005 Conference, E1

conference

Constructions of aggregation operators that preserve ordering of the data

G Beliakov, T Calvo

(2007), Vol. 1, pp. 61-66, New Dimensions in Fuzzy Logic and Related Technologies - Proceedings of the 5th EUSFLAT 2005 Conference, E1

conference

Handling neutral and absorbent information in aggregation processes

G Beliakov, T Calvo, A Pradera

(2007), pp. 31-36, AGOP 2007 : Proceedings of the Fourth International Summer School on Aggregation Operators, Ghent, Belgium, E1

conference
2006

Interpolation of Lipschitz functions

G Beliakov

(2006), Vol. 196, pp. 20-44, Journal of Computational and Applied Mathematics, C1

journal article

Density based fuzzy c-means clustering of non-convex patterns

G Beliakov, M King

(2006), Vol. 173, pp. 717-728, European Journal of Operational Research, C1

journal article

Non-smooth optimization methods for computation of the conditional value-at-risk and portfolio optimization

G Beliakov, A Bagirov

(2006), Vol. 55, pp. 459-479, Optimization, C1-1

journal article

Handling of absorbent information by aggregation operators

G Beliakov, T Calvo, A Pradera

(2006), pp. 307-312, ESTYLF 2006 : XIII Spanish Conference on Technologies and Fuzzy Logic,, Ciudad Real, Spain, E1

conference

Handling of neutral information by aggregation operators

G Beliakov, T Calvo, A Pradera

(2006), pp. 587-594, IPMU 2006 : Proceedings of the 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, Paris, France, E1

conference

Pointwise construction of Lipschitz aggregation operators

G Beliakov, T Calvo, J Lazaro

(2006), pp. 595-602, Proceedings of the 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, Paris, France, E1

conference
2005

Review of applications of the Cutting Angle methods

G Beliakov

(2005), pp. 209-248, Continuous optimization, New York, N.Y., B1-1

book chapter

Fitting triangular norms to empirical data

G Beliakov

(2005), pp. 262-272, Logical, algebraic, analytic, and probabilistic aspects of triangular norms, Boston, Mass., B1-1

book chapter

Mathematical modelling of the refractive index reconstruction through global optimization

G Beliakov, S Buckley

(2005), Vol. 18, pp. 389-403, International journal of pure and applied mathematics : IJPAM, Sofia, Bulgaria, C1

journal article

Learning weights in the generalized OWA operators

G Beliakov

(2005), Vol. 4, pp. 119-130, Fuzzy Optimization and Decision Making, C1

journal article

Class library ranlip for multivariate nonuniform random variate generation

G Beliakov

(2005), Vol. 170, pp. 93-108, Computer Physics Communications, C1

journal article

Universal nonuniform random vector generator based on acceptance-rejection

G Beliakov

(2005), Vol. 15, pp. 205-232, ACM Transactions on Modeling and Computer Simulation, C1

journal article

Monotonicity preserving approximation of multivariate scattered data

G Beliakov

(2005), Vol. 45, pp. 653-677, BIT Numerical Mathematics, C1

journal article

Identification of general and double aggregation operators using monotone smoothing

G Beliakov, T Calvo

(2005), pp. 937-942, Proceedings - 4th Conference of the European Society for Fuzzy Logic and Technology and 11th French Days on Fuzzy Logic and Applications, EUSFLAT-LFA 2005 Joint Conference, E1

conference

Identification of general aggregation operators by Lipschitz approximation

G Beliakov

(2005), pp. 230-233, Proceedings of the IASTED International Conference on Artficial Intelligence and Applications : February 14-16, 2005, Innsbruck, Austria, Innsbruck, Austria, E1

conference

Fuzzy c-means density based clustering using data induced metric

G Beliakov, M King

(2005), pp. 234-239, Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, Innsbruck, Austria, E1

conference
2004

Least squares splines with free knots: Global optimization approach

G Beliakov

(2004), Vol. 149, pp. 783-798, Applied Mathematics and Computation, C1

journal article

Fitting generated aggregation operators to empirical data

G Beliakov, R Mesiar, L Valaskova

(2004), Vol. 12, pp. 219-236, International Journal of Uncertainty, Fuzziness and Knowlege-Based Systems, C1

journal article

Cutting angle method - a tool for constrained global optimization

G Beliakov

(2004), Vol. 19, pp. 137-151, Optimization methods and software, London, England, C1

journal article

Nonlinear time series forecasting using Lipschitz approximation

G Beliakov, J Gonzalez

(2004), Proceedings of the 6th International Conference on Optimization Techniques and Applications, Ballarat, Australia, E1

conference

New data induced metric for density based clustering

M King, G Beliakov

(2004), pp. 1-12, Proceedings of the 6th International Conference on Optimization Techniques and Applications, Ballarat, Australia, E1

conference

Choquet integral-based aggregation of interface usability parameters: identification of fuzzy measure

G Beliakov, T Calvo, E Barriocanal, M Sicilia

(2004), ICOTA 2004 : Proceedings of the 6th International Conference on Optimization Techniques and Applications, Ballarat, Australia, E1

conference
2003

Efficient serial and parallel implementations of the cutting angle method

G Beliakov, K Ting, M Murshed, A Rubinov, M Bertoli

(2003), Vol. 82, pp. 57-74, HIGH PERFORMANCE ALGORITHMS AND SOFTWARE FOR NONLINEAR OPTIMIZATION, G Stampacchia Sch Math, Erice, ITALY, B1

book chapter

Predicting molecular structures: An application of the cutting angle method

K Lim, G Beliakov, L Batten

(2003), Vol. 5, pp. 3884-3890, Physical Chemistry Chemical Physics, C1

journal article

How to build aggregation operators from data

G Beliakov

(2003), Vol. 18, pp. 903-923, International Journal of Intelligent Systems, C1

journal article

Geometry and combinatorics of the cutting angle method

G Beliakov

(2003), Vol. 52, pp. 379-394, Optimization, London, England, C1

journal article

Reconstruction of the refractive index profile of planar waveguides using ray tracing analysis

G Beliakov, S Buckley

(2003), pp. 384-387, Optical networking : technologies, traffic engineering and management : conference proceedings, Melbourne, Australia, E1

conference

Parallelization of the discrete gradient method of non-smooth optimization and its applications

G Beliakov, J Monsalve Tobon, A Bagirov

(2003), Vol. 2659, pp. 592-601, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1

conference

A new method for locating the global optimum: Application of the cutting angle method to molecular structure prediction

K Lim, G Beliakov, L Batten

(2003), Vol. 2660, pp. 1040-1049, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1

conference
2002

Approximation of membership functions and aggregation operators using splines

G Beliakov

(2002), Vol. 90, pp. 159-172, TECHNOLOGIES FOR CONSTRUCTING INTELLIGENT SYSTEMS 2: TOOLS, MADRID, SPAIN, B1

book chapter

Monotone approximation of aggregation operators using least squares splines

G Beliakov

(2002), Vol. 10, pp. 659-676, International Journal of Uncertainty, Fuzziness and Knowlege-Based Systems, C1

journal article

Fast algorithm for the cutting angle method of global optimization

L Batten, G Beliakov

(2002), Vol. 24, pp. 149-161, JOURNAL OF GLOBAL OPTIMIZATION, C1

journal article

Global optimization of neural networks

G Beliakov

(2002), pp. 719-725, Intelligent systems for information processing : from representation to applications, France, E1

conference

Three new techniques of approximating aggregation operators from empirical data

G Beliakov

(2002), pp. 945-952, Intelligent systems for information processing : from representation to applications, Annecy, France, E1

conference

Global optimisation of neural networks using a deterministic hybrid approach

G Beliakov, A Abraham

(2002), pp. 79-92, HYBRID INFORMATION SYSTEMS, ADELAIDE, AUSTRALIA, E1

conference
2001

Fuzzy logic for decision support in chronic care

G Beliakov, J Warren

(2001), Vol. 21, pp. 209-213, Artificial Intelligence in Medicine, C1

journal article

Appropriate choice of aggregation operators in fuzzy decision support systems

G Beliakov, J Warren

(2001), Vol. 9, pp. 773-784, IEEE Transactions on Fuzzy Systems, C1

journal article

Mixed-initiative decision support for care planning based on clinical practice guidelines

G Beliakov, J Warren, J Noone

(2001), Vol. 10, pp. 429-448, Journal of Decision Systems, C1

journal article

Automated attention flags in chronic disease care planning

J Warren, J Noone, B Smith, R Ruffin, P Frith, B Van Der Zwaag, G Beliakov, H Frankel, H McElroy

(2001), Vol. 175, pp. 308-312, Medical Journal of Australia, C1

journal article

Fuzzy clustering using global optimisation

G Beliakov

(2001), pp. 72-79, ICOTA 2001 : Proceedings of the 5th International Conference on Optimization: Techniques and Applications, Hong Kong, E1

conference

Efficient serial and parallel implementations of the cutting angle global optimisation technique

G Beliakov, K Ting, M Murshed

(2001), pp. 80-87, ICOTA 2001 : Proceedings of the 5th International Conference on Optimization: Techniques and Applications, Hong Kong, E1

conference

Fuzzy clustering of non-convex patterns using global optimization

G Beliakov

(2001), Vol. 1, pp. 220-223, IEEE International Conference on Fuzzy Systems, E1

conference

Methods of construction of OWA operators from data

G Beliakov

(2001), Vol. 1, pp. 184-187, IEEE International Conference on Fuzzy Systems, E1

conference

Curve and surface design using constrained splines

G Beliakov, J Monsalve

(2001), pp. 8-16, proceedings of mathematics & design 2001 : the third international conference, July 3-5, 2001, Deakin University, Geelong, Australia, Deakin University, Geelong, E1

conference
2000

Shape preserving approximation using least squares splines

G Beliakov

(2000), Vol. 16, pp. 80-98, Analysis in theory and applications, Dordrecht, The Netherlands, C1-1

journal article

Definition of general aggregation operators through similarity relations

G Beliakov

(2000), Vol. 114, pp. 437-453, Fuzzy sets and systems, Amsterdam, The Netherlands, C1-1

journal article

Fuzzy logic in clinical practice decision support systems

J Warren, G Beliakov, B van der Zwaag

(2000), pp. 113-, Proceedings of the Hawaii International Conference on System Sciences, E1-1

conference
1998

Analysis of inhomogeneous optical systems by the use of ray tracing. II. Three-dimensional systems with symmetry

G Beliakov, D Chan

(1998), Vol. 37, pp. 5106-5111, Applied optics, [New York, N.Y.], C1-1

journal article
1997

Analysis of inhomogeneous optical systems by the use of ray tracing. I. Planar systems

G Beliakov, D Chan

(1997), Vol. 36, pp. 5303-5309, Applied optics, [Washington, D.C.], C1-1

journal article
1994

Reconstruction of optical characteristics of waveguide lenses by the use of ray tracing

G Beliakov

(1994), Vol. 33, pp. 3401-3404, Applied optics, Washington, D. C., C1-1

journal article

Funded Projects at Deakin

Australian Competitive Grants

Detection of suspicious activities and decision support

Prof Gleb Beliakov

Dept. of Prime Minister and Cabinet - NSST

  • 2011: $19,736
  • 2010: $21,954

Novel Audio Watermarking Techniques for Tracing Multimedia Piracy

Prof Yong Xiang, Prof Gleb Beliakov, Dr Longxiang Gao, Prof Wanlei Zhou

ARC Linkage - Projects

  • 2020: $84,258
  • 2019: $94,979
  • 2018: $51,511

Other Public Sector Funding

Scaling Force Effectiveness Modelling and Assessment Methods.

A/Prof Vicky Mak, Prof John Yearwood, Prof Gleb Beliakov, A/Prof Richard Dazeley, A/Prof Tim Wilkin

  • 2020: $65,646
  • 2019: $131,293

Valuing Dependencies in Portfolio Allocation Through Choquet Integral based Knapsack Problem.

Prof Gleb Beliakov

  • 2020: $70,000

Industry and Other Funding

Novel Audio Watermarking Techniques for Tracing Multimedia Piracy

Prof Yong Xiang, Prof Gleb Beliakov, Dr Longxiang Gao, Prof Wanlei Zhou

  • 2020: $30,000
  • 2019: $30,000
  • 2018: $30,000

Supervisions

Principal Supervisor
2014

Timothy Alan Wilkin

Thesis entitled: Weakly Monotonic Averaging with Application to Image Processing

Doctor of Philosophy (Information Technology), School of Information Technology

2011

Simon James

Thesis entitled: The Use of Aggregation in Decision Making

Doctor of Philosophy (Information Technology), School of Information Technology

2006

Stephen Robert Buckley

Thesis entitled: Planar Waveguide Refractive Index Profile Reconstruction using Global Optimization

Master of Science (Information Technology), School of Information Technology

Associate Supervisor
2017

Shigang Liu

Thesis entitled: Deficient Data Classification with Fuzzy Learning

Doctor of Philosophy (Information Technology), School of Information Technology

2016

Derek Wang

Thesis entitled: Protein Function Prediction based on Protein : Protein Interaction Networks

Master of Science (Information Technology), School of Information Technology

Shaowu Liu

Thesis entitled: Relative Preference-Based Recommender Systems

Doctor of Philosophy (Information Technology), School of Information Technology

2014

Huy Vu

Thesis entitled: Preference Mining Techniques for Consumer Behavior Analysis

Doctor of Philosophy (Information Technology), School of Information Technology