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 Information Processing and Computational Intelligence Research Lab, 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 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)
     
  • Associate Editor of TOP (the official journal of the Spanish Society of Statistics and Operations Research)
  • Senior Member of IEEE

Publications

Filter by

2017

Idempotent weighted aggregation based on binary aggregation trees

Jozo Dujmovic, Prof Gleb Beliakov

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

journal
2016

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

A. Pradera, Prof Gleb Beliakov, H. Bustince, B. De Baets

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

journal

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

Prof Gleb Beliakov, Yuri Matiyasevich

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

journal

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

Prof Gleb Beliakov, Jozo Dujmovic

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

journal

A practical guide to averaging functions

Prof Gleb Beliakov, Prof Humberto Bustince, Prof Tomasa Sanchez

(2016), Cham, Switzerland, A1

book

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

Dr Shaun Bangay, Prof Gleb Beliakov

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

journal

Fitting aggregation functions to data: Part II - idempotization

Maciej Bartoszuk, Prof Gleb Beliakov, Marek Gagolewski, Dr Simon James

(2016), pp. 780-789, Information processing and management of uncertainty in knowledge-based systems, Berlin, Germany, B1

chapter

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

Maciej Bartoszuk, Prof Gleb Beliakov, Marek Gagolewski, Dr Simon James

(2016), pp. 767-779, Information processing and management of uncertainty in knowledge-based systems, Berlin, Germany, B1

chapter

Linear optimization for ecological indices based on aggregation functions

Prof Gleb Beliakov, Mr Andrew Geschke, Dr Simon James, Dr Dale Nimmo

(2016), pp. 411-422, Information processing and management of uncertainty in knowledge-based systems, Cham, Switzerland, B1

chapter

Protection of privacy in biometric data

Dr Iynkaran Natgunanathan, Mr Abid Mehmood, Prof Yong Xiang, Prof Gleb Beliakov, Prof John Yearwood

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

journal

Weak monotonicity of Lehmer and Gini means

Prof Gleb Beliakov, Jana Spirkova

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

journal

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

Mr Tianrui Zong, Prof Yong Xiang, Peng Chen, Prof Saeid Nahavandi, Prof Gleb Beliakov

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

conference

Penalty-based and other representations of economic inequality

Prof Gleb Beliakov, Marek Gagolewski, Dr Simon James

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

journal
2015

Weakly monotonic averaging functions

Dr Tim Wilkin, Prof Gleb Beliakov

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

journal

Parallel bucket sorting on graphics processing units based on convex optimization

Prof Gleb Beliakov, A/Prof Gang Li, Mr Shaowu Liu

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

journal

Solving DC programs using the cutting angle method

Albert Ferrer, Dr Adil Bagirov, Prof Gleb Beliakov

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

journal

Robust histogram shape-based method for image watermarking

Mr Tianrui Zong, Prof Yong Xiang, Dr Iynkaran Natgunanathan, Song Guo, Prof Wanlei Zhou, Prof Gleb Beliakov

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

journal

Unifying approaches to consensus across different preference representations

Prof Gleb Beliakov, Dr Simon James

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

journal

Characterizing compactness of geometrical clusters using fuzzy measures

Prof Gleb Beliakov, A/Prof Gang Li, Mr Huy Quan Vu, Dr Tim Wilkin

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

journal

Biased experts and similarity based weights in preferences aggregation

Prof Gleb Beliakov, Dr Simon James, Miss Laura Smith, Dr Tim Wilkin

(2015), 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, Amsterdam, The Netherlands, E1

conference

Construction and aggregation of preference relations based on fuzzy partial orders

Prof Gleb Beliakov, Dr Simon James, Dr Tim Wilkin

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

conference

On the weak monotonicity of Gini means and other mixture functions

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Tim Wilkin

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

journal

Using aggregation functions to model human judgements of species diversity

Prof Gleb Beliakov, Dr Simon James, Dr Dale Nimmo

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

journal

Aggregation functions for recommender systems

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Simon James

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

chapter

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

Prof Gleb Beliakov, Yuri Matiyasevich

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

journal

Learning stable weights for data of varying dimension

Prof Gleb Beliakov, Dr Simon James, D Gomez, J T Rodriguez, J Montero

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

conference
2014

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

Prof Humberto Bustince, Edurne Barrenechea, Prof Tomasa Calvo, Dr Simon James, Prof Gleb Beliakov

(2014), Vol. 17, pp. 56-64, Information fusion, Amsterdam, Netherlands, C1

journal

Parallel monotone spline interpolation and approximation on GPUs

Prof Gleb Beliakov, Mr Shaowu Liu

(2014), pp. 295-310, Designing scientific applications on GPUs, Boca Raton, Flo., B1

chapter

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

Doris Gomez, K Rojas, Javier Montero, Javier Rodriguez, Prof Gleb Beliakov

(2014), Vol. 7, pp. 595-604, International journal of computational intelligence systems, Paris, France, C1

journal

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

Prof Gleb Beliakov, B De Baets, H De Meyer, RB Nelsen, M Ubeda-Flores

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

journal

A choquet integral toolbox and its application in customer preference analysis

Mr Huy Quan Vu, Prof Gleb Beliakov, A/Prof Gang Li

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

chapter

Vector valued similarity measures for Atanassov's intuitionistic fuzzy sets

Prof Gleb Beliakov, Miguel Pagola, Dr Tim Wilkin

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

journal

A penalty-based aggregation operator for non-convex intervals

Prof Gleb Beliakov, Dr Simon James

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

journal

On some properties of weighted averaging with variable weights

Prof Gleb Beliakov, Dr Tim Wilkin

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

journal

Weakly monotone averaging functions

Dr Tim Wilkin, Prof Gleb Beliakov, Prof Tomasa Calvo

(2014), pp. 364-373, Information processing and management of uncertainty in knowledge-based systems : 15th International Conference, IPMU 2014, Montpellier, France, July 15-19, 2014, Switzerland, B1

chapter

Consensus measures constructed from aggregation functions and fuzzy implications

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Simon James

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

journal

Three types of monotonicity of averaging functions

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Tim Wilkin

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

journal

Iterative construction of hierarchical classifiers for phishing website detection

Prof Jemal Abawajy, Prof Gleb Beliakov, Dr Andrei Kelarev, Dr Morshed Chowdhury

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

journal

Fuzzy measures of pixel cluster compactness

Prof Gleb Beliakov, A/Prof Gang Li, Mr Huy Quan Vu, Dr Tim Wilkin

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

conference

Strong fuzzy subsethood measures and strong equalities via implication functions

Daniel Paternain, Prof Humberto Bustince, Javier Fernandez, Jose Sanz, Michal Baczynski, Prof Gleb Beliakov, Radko Mesiar

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

journal

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

Prof Gleb Beliakov, Dr Simon James

(2014), pp. 298-305, IEEE International Conference on Fuzzy Systems, Piscataway, N.J., E1

conference

Can indices of ecological evenness be used to measure consensus?

Prof Gleb Beliakov, Dr Simon James, Dr Dale Nimmo

(2014), pp. 25-32, IEEE International Conference on Fuzzy Systems, Piscataway, N.J., E1

conference

On weak monotonicity of some mixture functions

Prof Tomasa Calvo, Prof Gleb Beliakov, Dr Tim Wilkin

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

conference

Single-preference consensus measures based on models of ecological evenness

Prof Gleb Beliakov, Dr Simon James, Miss Laura Smith

(2014), pp. 50-59, LNAI 8825 Modelling decisions for artificial intelligence, Heidelberg , Germany, B1

chapter

Construction of image reduction operators using averaging aggregation functions

Daniel Paternain, J Fernandez, Prof Humberto Bustince, Prof Gleb Beliakov

(2014), Vol. 261, pp. 87-111, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal
2013

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

Prof Gleb Beliakov, Dr Simon James

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

journal

Uncertainties with Atanassov’s intuitionistic fuzzy sets : fuzziness and lack of knowledge

N.R. Pal, Prof Humberto Bustince, Miguel Pagola, U.K. Mukherjee, D.P. Goswami, Prof Gleb Beliakov

(2013), Vol. 228, pp. 61-74, Information sciences, New York, N.Y., C1

journal

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

Prof Humberto Bustince, Aranzazu Jurio, Ana Pradera, Radko Mesiar, Prof Gleb Beliakov

(2013), Vol. 225, pp. 472-478, European journal of operational research, Amsterdam, The Netherlands, C1

journal

Global non-smooth optimization in robust multivariate regression

Prof Gleb Beliakov, Dr Andrei Kelarev

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

journal

Stability of weighted penalty-based aggregation functions

Prof Gleb Beliakov, Dr Simon James

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

journal

(S,N)-implications on bounded lattices

Benjamin Bedregal, Prof Gleb Beliakov, Prof Humberto Bustince, Javier Fernandez, Ana Pradera, Renata Hax Sander Reiser

(2013), pp. 101-124, Advances in fuzzy implication functions, Heidelberg, Germany, B1

chapter

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

Prof Gleb Beliakov, Prof Douglas Creighton, Dr Michael Johnstone, Dr Tim Wilkin

(2013), Vol. 184, pp. 1999-2004, Computer physics communications, Amsterdam, The Netherlands, C1

journal

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

Prof Gleb Beliakov, Prof Humberto Bustince, Javier Fernandez, Radko Mesiar, Ana Pradera

(2013), pp. 1-6, EUSFLAT 2013 : Proceedings of the 8th Conference of the European Society for Fuzzy Logic and Technology 2013, Amsterdam, The Netherlands, E1

conference

Learning aggregation weights from 3-tuple comparison sets

Prof Gleb Beliakov, Dr Simon James, Dr Dale Nimmo

(2013), pp. 1388-1393, IFSA/NAFIPS 2013 : Proceedings of the 9th Joint IFSA World Congress and NAFIPS Annual Meeting, Piscataway, N.J., E1

conference

Aggregating fuzzy implications to measure group consensus

Prof Gleb Beliakov, Dr Simon James, Prof Tomasa Calvo

(2013), pp. 1016-1021, IFSA/NAFIPS 2013 : Proceedings of the 9th Joint IFSA World Congress and NAFIPS Annual Meeting, Piscataway, N.J., E1

conference

A generalization of the Bonferroni mean based on partitions

Prof Gleb Beliakov, Dr Simon James, Radko Mesiar

(2013), pp. -, FUZZ-IEEE 2013 : Proceedings of the IEEE International Conference on Fuzzy Systems, Piscataway, N.J., E1

conference
2012

A class of fuzzy multisets with a fixed number of memberships

Benjamin Bedregal, Prof Gleb Beliakov, Prof Humberto Bustince, Prof Tomasa Calvo, Radko Mesiar, Daniel Paternain

(2012), Vol. 189, pp. 1-17, Information sciences, Philadelphia, Pa., C1

journal

Image reduction using means on discrete product lattices

Prof Gleb Beliakov, Prof Humberto Bustince, Daniel Paternain

(2012), Vol. 21, pp. 1070-1083, IEEE transactions on image processing, Piscataway, N. J., C1

journal

Application of rank correlation, clustering and classification in information security

Prof Gleb Beliakov, J. L. Yearwood, Dr Andrei Kelarev

(2012), Vol. 7, pp. 935-945, Journal of networks, Oulu, Finland, C1

journal

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

Prof Gleb Beliakov, Prof Humberto Bustince, Dr Simon James, Prof Tomasa Calvo, Javier Fernandez

(2012), Vol. 20, pp. 487-498, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal

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

Prof Gleb Beliakov, Dr Michael Johnstone, Prof Saeid Nahavandi

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

journal

K-Complex Detection Using a Hybrid-Synergic Machine Learning Method

Mr Huy Quan Vu, A/Prof Gang Li, Nadezda K Sukhorukova, Prof Gleb Beliakov, Mr Shaowu Liu, Carole Philippe, Helene Amiel, Adrien Ugon

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

journal

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

Prof Gleb Beliakov, A/Prof Gang Li

(2012), Vol. 33, pp. 1296-1301, Pattern recognition letters, Amsterdam, Netherlands, C1

journal

Aggregation functions and contradictory information

Ana Pradera, Prof Gleb Beliakov, Prof Humberto Bustince

(2012), Vol. 191, pp. 41-61, Fuzzy sets and systems, Amsterdam, Netherlands, C1

journal

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

Mr Huy Quan Vu, A/Prof Gang Li, Prof Gleb Beliakov

(2012), pp. 75-82, FUZZ-IEEE 2012 : Proceedings of the IEEE 2012 International Conference on Fuzzy Systems, Los Alamitos, Calif., E1

conference

Defining Bonferroni means over lattices

Prof Gleb Beliakov, Dr Simon James

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

conference

Derivative-free optimization and neural networks for robust regression

Prof Gleb Beliakov, Dr Andrei Kelarev, J. L. Yearwood

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

journal

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

Prof Gleb Beliakov, Dr Michael Johnstone, Prof Douglas Creighton, Dr Tim Wilkin

(2012), pp. 1-18, Computing, Wein, Austria, C1

journal

Construction of strong equality index from implication operators

Prof Humberto Bustince, Javier Fernandez, J. Sanz, Daniel Paternain, M. Baczyski, Prof Gleb Beliakov, R. Mesiar

(2012), pp. 769-774, FLINS 2012 : Proceedings of the 10th International Conference on Uncertainty Modeling in Knowledge Engineering and Decision Making, Singapore, Singapore, E1

conference

Negations generated by bounded lattices t-norms

Benjamin Bedregal, Prof Gleb Beliakov, Prof Humberto Bustince, Javier Fernandez, Ana Pradera, Renata Hax Sander Reiser

(2012), pp. 326-335, Advances in computational intelligence, Berlin, Germany, B1

chapter

Performance evaluation of multi-tier ensemble classifiers for phishing websites

Prof Jemal Abawajy, Prof Gleb Beliakov, Dr Andrei Kelarev, J. L. 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

Daniel Paternain, Aranzazu Jurio, Prof Gleb Beliakov

(2012), pp. 205-211, WCCI 2012 : Proceedings of the IEEE World Congress on Computational Intelligence, Piscataway, N.J., E1

conference

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

Prof Gleb Beliakov, Dr Simon James

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

conference
2011

Penalty functions over a cartesian product of lattices

Prof Humberto Bustince, Javier Fernandez, Radko Mesiar, Prof Gleb Beliakov, Prof Tomasa 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

Mikel Galar, Edurne Barrenechea, Javier Fernandez, Prof Humberto Bustince, Prof Gleb Beliakov

(2011), pp. 134-141, T2FUZZ 2011 : IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems, Paris, France, E1

conference

Non-monotone averaging aggregation

Prof Gleb Beliakov, Dr Shui Yu, Daniel Paternain

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

conference

On (TS,N)-fuzzy implications

Ana Pradera, Prof Gleb Beliakov, Prof Humberto Bustince, Javier Fernandez

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

conference

Restricted dissimilarity functions and penalty functions

Prof Humberto Bustince, Javier Fernandez, Radko Mesiar, Ana Pradera, Prof Gleb Beliakov

(2011), pp. 79-85, EUSFLAT-2011 : Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology, Amsterdam, Netherlands, E1

conference

Discriminating DDoS attack traffic from flash crowd through packet arrival patterns

Mr Theerasak Thapngam, Dr Shui Yu, Prof Wanlei Zhou, Prof Gleb Beliakov

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

conference

One image reduction algorithm for RGB color images

Daniel Paternain, Aranzazu Jurio, Miguel Pagola, Prof Humberto Bustince, Prof Gleb Beliakov

(2011), pp. 366-371, EUSFLAT-2011 : Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology, Amsterdam, Netherlands, E1

conference

Fast computation of trimmed means

Prof Gleb Beliakov

(2011), Vol. 39, pp. 1-6, Journal of statistical software, Alexandria, Va., C1

journal

Citation-based journal ranks : The use of fuzzy measures

Prof Gleb Beliakov, Dr Simon James

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

journal

On averaging operators for Atanassov's intuitionistic fuzzy sets

Prof Gleb Beliakov, Prof Humberto Bustince, D.P. Goswami, U.K. Mukherjee, N.R. Pal

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

journal

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

Mikel Galar, Javier Fernandez, Prof Gleb Beliakov, Prof Humberto Bustince

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

journal

Learning choquet-integral-based metrics for semisupervised clustering

Prof Gleb Beliakov, Dr Simon James, A/Prof Gang Li

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

journal

Image magnification using interval information

Aranzazu Jurio, Miguel Pagola, Radko Mesiar, Prof Gleb Beliakov, Prof Humberto Bustince

(2011), Vol. 20, pp. 3112-3123, IEEE transactions on image processing, Piscataway, N. J., C1

journal

Brain MRI thresholding using incomparability and overlap functions

Daniel Paternain, Miguel Pagola, Javier Fernandez, Radko Mesiar, Prof Gleb Beliakov, Prof Humberto Bustince

(2011), pp. 808-812, ISDA 2011 : Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, Cordoba, Spain, E1

conference

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

Aranzazu Jurio, Daniel Paternain, C. Lopez-Molina, Prof Humberto Bustince, R. Mesiar, Prof Gleb Beliakov

(2011), pp. 16-22, T2FUZZ 2011 : IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems, Paris, France, E1

conference

On penalty-based aggregation functions and consensus

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Simon James

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

chapter

Image reduction using fuzzy quantifiers

Daniel Paternain, C. Lopez-Molina, Prof Humberto Bustince, Radko Mesiar, Prof Gleb Beliakov

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

chapter

Induced ordered weighted averaging operators

Prof Gleb Beliakov, Dr Simon James

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

chapter

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

Benjamin Bedregal, Prof Gleb Beliakov, Prof Humberto Bustince, Prof Tomasa Calvo, Javier Fernandez, Radko Mesiar

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

chapter

Color image magnification with interval-valued fuzzy sets

Aranzazu Jurio, Miguel Pagola, Prof Humberto Bustince, Prof Gleb Beliakov

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

chapter

The median and its extensions

Prof Gleb Beliakov, Prof Humberto Bustince, Javier Fernandez

(2011), Vol. 175, pp. 36-47, Fuzzy sets and systems, Amsterdam, Netherlands, C1

journal

An application of novel clustering technique for information security

Prof Gleb Beliakov, J. L. Yearwood, Dr Andrei Kelarev

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

conference

Detecting K-complexes for sleep stage identification using nonsmooth optimisation

D. Moloney, Nadezda K Sukhorukova, Peter Vamplew, Julien Ugon, A/Prof Gang Li, Prof Gleb Beliakov, Carole Philippe, Helene Amiel, Adrien Ugon

(2011), Vol. 52, pp. 319-332, ANZIAM Journal, Cambridge, England, C1

journal

Aggregation of preferences in recommender systems

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Simon James

(2011), pp. 705-734, Recommender systems handbook, New York, B1

chapter
2010

Optimization and aggregation functions

Prof Gleb Beliakov

(2010), pp. 77-108, Fuzzy optimization : recent advances and applications, Berlin, Germany, B1

chapter

Image reduction with local reduction operators

Daniel Paternain, Prof Humberto Bustince, Javier Fernandez, Prof Gleb Beliakov, Radko Mesiar

(2010), pp. 1-8, WCCI 2010 : IEEE World Congress on Computational Intelligence, Piscataway, N.J., E1

conference

Fuzzy entropy from weak fuzzy subsethood measures

Mikel Galar, Prof Humberto Bustince, Javier Fernandez, J. Sanz, Prof Gleb Beliakov

(2010), Vol. 20, pp. 139-158, Neural network world : international journal on non-standard computing and artificial intelligence, Prague, Czech Republic, C1

journal

Bounded lower subdifferentiability optimization techniques : applications

Prof Gleb Beliakov, Albert Ferrer

(2010), Vol. 47, pp. 211-231, Journal of global optimization, New York, N.Y., C1

journal

Generalized Bonferroni mean operators in multi-criteria aggregation

Prof Gleb Beliakov, Dr Simon James, Juliana Mordelova, Tatiana Ruckschlossova, Prof Ronald Yager

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

journal

Means on discrete product lattices

Prof Gleb Beliakov, Prof Humberto Bustince, Javier Fernandez, Daniel Paternain

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

conference

Some averaging functions in image reduction

Daniel Paternain, Prof Humberto Bustince, Javier Fernandez, Prof Gleb Beliakov, R. Mesiar

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

chapter

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

Aranzazu Jurio, Daniel Paternain, Prof Humberto Bustince, C. Guerra, Prof Gleb Beliakov

(2010), pp. 337-342, IS 2010 : Proceedings of the 5th IEEE International Conference of Intelligent Systems, United States, E1

conference

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

A. Juan, Albert Ferrer, C. Serrat, J. Faulin, Prof Gleb Beliakov, J. Hester

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

chapter

On Lipschitz properties of generated aggregation functions

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Simon James

(2010), Vol. 161, pp. 1437-1447, Fuzzy sets and systems, Amsterdam, Netherlands, C1

journal

OWA operators in regression problems

Prof Ronald Yager, Prof Gleb Beliakov

(2010), Vol. 18, pp. 106-113, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal

Aggregation functions based on penalties

Prof Tomasa Calvo, Prof Gleb Beliakov

(2010), Vol. 161, pp. 1420-1436, Fuzzy sets and systems, Amsterdam, Netherlands, C1

journal
2009

On generalized bonferroni means

Prof Ronald Yager, Prof Gleb Beliakov, Dr Simon 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

Prof Gleb Beliakov, Dr Simon James

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

conference

On migrative means and copulas

Prof Tomasa Calvo, Prof Gleb Beliakov

(2009), pp. 107-109, 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

Prof Gleb Beliakov, Prof Ronald Yager

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

conference

Some results on Lipschitz quasi-arithmetic means

Prof Gleb Beliakov, Prof Tomasa Calvo, Dr Simon James

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

conference

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

Prof Gleb Beliakov, Prof Tomasa Calvo

(2009), Vol. 17, pp. 1217-1220, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal

Citation based journal rankings : an application of fuzzy measures

Prof Gleb Beliakov, Dr Simon James

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

conference

Construction of aggregation functions from data using linear programming

Prof Gleb Beliakov

(2009), Vol. 160, pp. 65-75, Fuzzy sets and systems, Amsterdam, Netherlands, C1

journal
2008

Using Choquet integrals for kNN approximation and classification

Prof Gleb Beliakov, Dr Simon James

(2008), pp. 1311-1317, 2008 IEEE International Conference on Fuzzy Systems : proceedings : FUZZ-IEEE 2008, Piscataway, N.J., E1

conference

Fitting fuzzy measures by linear programming. Programming library fmtools

Prof Gleb Beliakov

(2008), pp. 862-867, 2008 IEEE International Conference on Fuzzy Systems : proceedings : FUZZ-IEEE 2008, Piscataway, N.J., E1

conference

Texture recognition by using GLCM and various aggregation functions

Prof Gleb Beliakov, Dr Simon James, Luigo Troiano

(2008), pp. 1472-1476, 2008 IEEE International Conference on Fuzzy Systems : proceedings : FUZZ-IEEE 2008, Piscataway, N.J., E1

conference

Extended cutting angle method of global optimization

Prof Gleb Beliakov

(2008), Vol. 4, pp. 153-176, Pacific journal of optimization, Yokohama, Japan, C1

journal

Identification of weights in aggregation operators

Prof Tomasa Calvo, Prof Gleb 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

chapter

Interpolatory type construction of general aggregation operators

Prof Gleb Beliakov, Prof Tomasa 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

chapter
2007

Aggregation functions : a guide for practitioners

Prof Gleb Beliakov, Ana Pradera, Prof Tomasa Calvo

(2007), Berlin, Germany, A1

book

Handling of neutral information by aggregation operators

Prof Gleb Beliakov, Prof Tomasa Calvo, Ana Pradera

(2007), Vol. 158, pp. 861-880, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal

Challenges of continuous global optimization in molecular structure prediction

Prof Gleb Beliakov, A/Prof Kieran Lim

(2007), Vol. 181, pp. 1198-1213, European journal of operational research, Amsterdam, The Netherlands, C1

journal

Construction of aggregation operators with noble reinforcement

Prof Gleb Beliakov, Prof Tomasa Calvo

(2007), Vol. 15, pp. 1209-1218, IEEE transactions on fuzzy systems, New York, N.Y., C1

journal

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

Prof Gleb Beliakov, Julien Ugon

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

journal

Fitting ST-OWA operators to empirical data

Prof Gleb Beliakov, Luigo Troiano

(2007), pp. 67-73, New Dimensions in Fuzzy Logic and Related Technologies : proceedings of the 5th EUSFLAT conference, Ostrava, Czech Republic, September 11-14, 2007, Ostrava, Czech Republic, E1

conference

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

Prof Gleb Beliakov

(2007), Vol. 3, pp. 193-208, Journal of industrial and management optimization, Springfield, Mo., C1

journal

Smoothing Lipschitz functions

Prof Gleb Beliakov

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

journal

Constructions of aggregation operators that preserve ordering of the data

Prof Gleb Beliakov, Prof Tomasa Calvo

(2007), pp. 61-66, New Dimensions in Fuzzy Logic and Related Technologies : proceedings of the 5th EUSFLAT conference, Ostrava, Czech Republic, September 11-14, 2007, Ostrava, Czech Republic, E1

conference

Handling neutral and absorbent information in aggregation processes

Prof Gleb Beliakov, Prof Tomasa Calvo, Ana Pradera

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

conference

Absorbent tuples of aggregation operators

Prof Gleb Beliakov, Prof Tomasa Calvo, Ana Pradera

(2007), Vol. 158, pp. 1675-1691, Fuzzy sets and systems, Amsterdam, The Netherlands, C1

journal

Pointwise construction of Lippschitz aggregation operators with specific properties

Prof Gleb Beliakov, Prof Tomasa Calvo, Jesus Lazaro

(2007), Vol. 15, pp. 193-223, International journal of uncertainty, fuzziness, and knowledge-based systems., Singapore, C1-1

journal
2006

Pointwise construction of Lipschitz aggregation operators

Prof Gleb Beliakov, Prof Tomasa Calvo, Jesus 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

Handling of neutral information by aggregation operators

Prof Gleb Beliakov, Prof Tomasa Calvo, Ana 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

Handling of absorbent information by aggregation operators

Prof Gleb Beliakov, Prof Tomasa Calvo, Ana Pradera

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

conference

Interpolation of Lipschitz functions

Prof Gleb Beliakov

(2006), Vol. 196, pp. 20-44, Journal of computational and applied mathematics, Amsterdam, The Netherlands, C1

journal

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

Prof Gleb Beliakov, Matthew King

(2006), Vol. 173, pp. 717-728, European journal of operational research, Amsterdam, Netherlands, C1

journal

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

Prof Gleb Beliakov, Dr Adil Bagirov

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

journal
2005

Mathematical modelling of the refractive index reconstruction through global optimization

Prof Gleb Beliakov, Mr Stephen Buckley

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

journal

Class library ranlip for multivariate nonuniform random variate generation

Prof Gleb Beliakov

(2005), Vol. 170, pp. 93-108, Computer physics communications, Amsterdam, Netherlands, C1

journal

Learning weights in the generalized OWA operators

Prof Gleb Beliakov

(2005), Vol. 4, pp. 119-130, Fuzzy optimization and decision making, Dordrecht, Netherlands, C1

journal

Identification of general and double aggregation operators using monotone smoothing

Prof Gleb Beliakov, Prof Tomasa Calvo

(2005), pp. 937-942, EUSFLAT 2005 : Proceedings of the Fourth Conference of the European Society for Fuzzy Logic and Technology and 11 Rencontres Francophones sur la Logique Floue et ses Applications, Barcelona, Spain, E1

conference

Identification of general aggregation operators by Lipschitz approximation

Prof Gleb Beliakov

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

conference

Fuzzy c-means density based clustering using data induced metric

Prof Gleb Beliakov, Matthew King

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

conference

Universal nonuniform random vector generator based on acceptance-rejection

Prof Gleb Beliakov

(2005), Vol. 15, pp. 205-232, ACM transactions on modeling and computer simulation, New York, N.Y., C1

journal

Monotonicity preserving approximation of multivariate scattered data

Prof Gleb Beliakov

(2005), Vol. 45, pp. 653-677, BIT numerical mathematics, Dordrecht, The Netherlands, C1

journal

Review of applications of the Cutting Angle methods

Prof Gleb Beliakov

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

chapter

Fitting triangular norms to empirical data

Prof Gleb Beliakov

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

chapter
2004

Fitting generated aggregation operators to empirical data

Prof Gleb Beliakov, Radko Mesiar, Lubka Valaskova

(2004), Vol. 12, pp. 219-236, International journal of uncertainty, fuzziness, and knowledge-based systems, Singapore, C1

journal

Nonlinear time series forecasting using Lipschitz approximation

Prof Gleb Beliakov, Juan Gonzalez

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

conference

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

Prof Gleb Beliakov, Prof Tomasa Calvo, Elena Barriocanal, Miguel-Angel Sicilia

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

conference

New data induced metric for density based clustering

Matthew King, Prof Gleb Beliakov

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

conference

Least squares splines with free knots: global optimization approach

Prof Gleb Beliakov

(2004), Vol. 149, pp. 783-798, Applied mathematics and computation, New York, NY, C1

journal

Cutting angle method - a tool for constrained global optimization

Prof Gleb Beliakov

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

journal
2003

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

Prof Gleb Beliakov, Mr Stephen Buckley

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

conference

How to build aggregation operators from data

Prof Gleb Beliakov

(2003), Vol. 18, pp. 903-923, International journal of intelligent systems, New York, NY, C1

journal

Geometry and combinatorics of the cutting angle method

Prof Gleb Beliakov

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

journal

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

Prof Gleb Beliakov, Juan Esteban Monsalve, Dr Adil Bagirov

(2003), pp. 592-601, Computational science - ICCS 2003 : international conference, Melbourne, Australia and St. Petersburg, Russia, June 2-4, 2003 : proceedings, Berlin, Germany, E1

conference

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

A/Prof Kieran Lim, Prof Gleb Beliakov, Prof Lynn Batten

(2003), pp. 1040-1049, Computational science - ICCS 2003 : international conference, Melbourne, Australia and St. Petersburg, Russia, June 2-4, 2003 : proceedings, Berlin, Germany, E1

conference

Predicting molecular structures: an application of the cutting angle method

A/Prof Kieran Lim, Prof Gleb Beliakov, Prof Lynn Batten

(2003), Vol. 5, pp. 3884-3890, Physical chemistry chemical physics : PCCP, Cambridge, England, C1

journal

Efficient serial and parallel implementations of the cutting angle method

Prof Gleb Beliakov, Kai Ming Ting, Manzur Murshed, Alex Rubinov, Marcello Bertoli

(2003), pp. 57-74, High performance algorithms and software for nonlinear optimization, United States, B1

chapter
2002

Global optimization of neural networks

Prof Gleb Beliakov

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

conference

Monotone approximation of aggregation operators using least squares splines

Prof Gleb Beliakov

(2002), Vol. 10, pp. 659-676, International journal of uncertainty, fuzziness, and knowledge-based systems, Singapore, C1

journal

Fast algorithm for the cutting angle method of global optimization

Prof Lynn Batten, Prof Gleb Beliakov

(2002), Vol. 24, pp. 149-161, Journal of global optimization, Dordrecht, The Netherlands, C1

journal

Three new techniques of approximating aggregation operators from empirical data

Prof Gleb Beliakov

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

conference

Approximation of membership functions and aggregation operators using splines

Prof Gleb Beliakov

(2002), pp. 159-172, Technologies for constructing intelligent systems, Heidelberg, Germany, B1

chapter
2001

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

Prof Gleb Beliakov, James R. Warren, Joseph Noone

(2001), Vol. 10, pp. 429-448, Journal of decision systems, Paris, France, C1

journal

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

Prof Gleb Beliakov, Kai Ming Ting, Manzur 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

Prof Gleb Beliakov

(2001), pp. 220-223, Meeting the grand challenge : machines that serve people : [proceedings of] the 10th IEEE International Conference on Fuzzy Systems, December 2001, 2-5 December, the University of Melbourne, Australia, Melbourne, Vic, E1

conference

Fuzzy logic for decision support in chronic care

Prof Gleb Beliakov, Jim Warren

(2001), Vol. 21, pp. 209-213, Artificial intelligence in medicine, Tecklenburg, Germany, C1

journal

Fuzzy clustering using global optimisation

Prof Gleb Beliakov

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

conference

Methods of construction of OWA operators from data

Prof Gleb Beliakov

(2001), pp. 184-187, Meeting the grand challenge : machines that serve people : [proceedings of] the 10th IEEE International Conference on Fuzzy Systems, December 2001, 2-5 December, the University of Melbourne, Australia, Melbourne, Vic, E1

conference

Global optimisation of neural networks using a deterministic hybrid approach

Prof Gleb Beliakov, Ajith Abraham

(2001), pp. 79-92, Hybrid information systems, Heidelburg, Germany, E1

conference

Curve and surface design using constrained splines

Prof Gleb Beliakov, Juan Esteban Monsalve

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

conference

Automated attention flags in chronic disease care planning

James R. Warren, Joseph Noone, Brian J Smith, Richard Ruffin, Peter Frith, Berend van der Zwaag, Prof Gleb Beliakov, Heath K Frankel, Heather J. McElroy

(2001), Vol. 175, pp. 308-312, Medical journal of Australia, Sydney, N.S.W., C1

journal

Appropriate choice of aggregation operators in fuzzy decision support systems

Prof Gleb Beliakov, Jim Warren

(2001), Vol. 9, pp. 773-784, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal
2000

Fuzzy logic in clinical practice decision support systems

Jim Warren, Prof Gleb Beliakov, Berend van der Zwaag

(2000), pp. 1-10, Proceedings of the 33rd Hawaii International Conference on System Sciences, Los Alamitos, Calif., E1-1

conference

Shape preserving approximation using least squares splines

Prof Gleb Beliakov

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

journal

Grants

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

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