Prof Maia Angelova Turkedjieva

STAFF PROFILE

Position

Professor Of Data Analytics And Machine Learning

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Contact

maia.a@deakin.edu.au
+61 3 924 68756

Biography

I joined Deakin University in January 2017  as a Professor of Data Analytics and Machine Learning. From January 1997 to December 2016 I worked at Northumbria University, UK, where I was a Professor of Mathematical Physics from 2004. I was a College Lecturer in Physics in Somerville and Worcester Colleges and a member of the Theoretical Physics Sub-Department at Oxford University  for 6 years from 1991 to 1996, and Assistant Professor in Physics at Sofia University from 1988 to 1991. I am a Visiting professor at the National University of Mexico from 2015 and an Honorary Professor at Amity University. I was a Visiting Researcgh Fellow at the Department of Chemistry at University of Kent at Canterbury from 1988 to 1991.

Read more on Maia's profile

Biography summary

I am a Professor of Data Analytics and Machine Learning at the School of Information Technology at Deakin University from January 2017. I was a Professor of Mathematical Physics at the Department of Mathematics, Physics and Electrical Engineering at Northumbria University at Newcastle upon Tyne from 2004 to 1996. Before that I was a reder in Applied Mathematics from 2001 to 2004 and Senior and Prinvipal Lecturer in Mathematics at Northumbria University from 1996 to 2001. I worked in Oxford University from 1991 to 1996 as a College Lecturer in Physics at Somerville College and a member of Theoretical Physics Sub-Department. 

Affiliations

Professor of Data Analytics and Machine Learning - School of IT, Deakin University 2017 - to date

Visiting Professor - National University of Mexico, 2015 - to date

Honorary Professor - Amity School of Engineering and Technology - 2018 to date 

Professor of Mathematical Physics - Department of Mathematics, Physics and Electrical Engineering, Northumbria University 1997-2016

Lecturer in Physics - Somerville College, Oxford University 1991-1996

Assistant Professor in Physics - Faculty of Physics, Sofia University 1988-1991

Visiting Research Fellow, Departmnent of Chemistry, University of Kent at Canterbury  1988 -1991

Knowledge areas

Data analytics, machine learning and data mining, biomathematics, bioinformatics, mathematical physics, group theory, financial mathematics, condensed matter physics, mathematical crystallography.

Professional activities

Fellow of The Institute of Physics
Member of The London Mathematical Society

Member of The Australian Mathematical Society

Member of The International Union of Crystallography

member of The European Women in Mathematics

Projects

2015-2019: Loss of Complexity of human physiological signals with ageing and degenerative disease, funded by The Academy of Medical Sciences. 


2011-2014: Models for Ageing and Technological Solutions for Improving and Enhancing the Quality of Life (MATSIQEL), I was the Coordinator and principal investigator of the European research project funded by FP7-People-IRSES programme;

Publications

Filter by

2020

Amplitude and frequency variation in nonlinear glucose dynamics with multiple delays via periodic perturbation

Adam Bridgewater, Benoit Huard, Maia Angelova

(2020), pp. 1-30, Journal of Nonlinear Science, Berlin, Germany, C1

journal

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

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

(2020), pp. 1-19, International Journal of Intelligent Systems, London, Eng., C1

journal

Flexible Shapelets Discovery for Time Series Classification

B Cai, G Huang, M Angelova Turkedjieva, Y Xiang, C Chi

(2020), Vol. 1179, pp. 211-220, ICDS 2019 : Data science : 6th International Conference, ICDS 2019, Ningbo, China, May 15-20, 2019, revised selected papers, Ningbo, China, E1

conference

Detecting Sensor Faults, Anomalies and Outliers in the Internet of Things: A Survey on the Challenges and Solutions

Anuroop Gaddam, Tim Wilkin, Maia Angelova, Jyotheesh Gaddam

(2020), Vol. 9, pp. 511-511, Electronics, Basel, Switzerland, C1

journal

Machine learning enabled team performance analysis in the dynamical environment of soccer

S Kusmakar, S Shelyag, Y Zhu, D Dwyer, P Gastin, M Angelova Turkedjieva

(2020), pp. 1-15, IEEE Access, Piscataway, N.J., C1

journal

Automated Method for Detecting Acute Insomnia Using Multi-Night Actigraphy Data

M Angelova Turkedjieva, Chandan Karmakar, Ye Zhu, Sean Drummond, Jason Ellis

(2020), Vol. 8, pp. 74413-74422, IEEE Access, Piscataway, N.J., C1

journal
2019

Deterministic and stochastic models of Arabidopsis thaliana flowering

E Haspolat, B Huard, M Angelova

(2019), Vol. 81, pp. 277-311, Bulletin of mathematical biology, New York, N.Y., C1

journal

Ultradian rhythms in glucose regulation: a mathematical assessment

A Bridgewater, B Stringer, B Huard, M Angelova Turkedjieva

(2019), Vol. 2090, pp. 050010-1-050010-9, Proceedings of the XV Mexican Symposium on Medical Physics 2018, Mexico City, Mexico, E1

conference

Time-series based evaluation of physiological alterations in age-associated frailty during walking at self-selected velocity

L lvarez-Milln, D Castillo-Castillo, A Prez-Pacheco, R Quispe-Siccha, M Angelova, J Rivera-Snchez, R Fossion

(2019), Vol. 2090, pp. 050002-1-050002-6, Proceedings of the XV Mexican Symposium on Medical Physics, Mexico City, Mexico, E1

conference

Investigation of complexity and regulatory role of physiological activities during a pacing exercise

Maia Angelova Turkedjieva, Sergiy Shelyag, Sutharshan Rajasegarar, Dinishen Chuckravanen, Sujan Rajbhandari, Paul Gastin, Alan St Clair Gibson

(2019), Vol. 7, pp. 152334-152346, IEEE Access, Piscataway, N.J., C1

journal

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

Anomaly detection models for detecting sensor faults and outliers in the iot-a survey

A Gaddam, T Wilkin, M Angelova

(2019), pp. 1-6, ICST 2019 : Proceedings of the 13th International Conference on Sensing Technology, Sydney, New South Wales, E1

conference

Design and development of IoT based rehabilitation outdoor landscape for gait phase recognition

A Gaddam, T Wilkin, M Angelova, A Valera, J McIntosh, B Marques

(2019), pp. 1-7, ICST 2019 : Proceedings of the 13th International Conference on Sensing Technology, Sydney, New South Wales, E1

conference
2018

User activity pattern analysis in telecare data

M Angelova, J Ellman, H Gibson, P Oman, S Rajasegarar, Y Zhu

(2018), Vol. 6, pp. 33306-33317, IEEE access, Piscataway, N.J., C1

journal

A distance scaling method to improve density-based clustering

Y Zhu, K Ting, M Angelova

(2018), Vol. 10939, pp. 389-400, PAKDD 2018 : Advances in Knowledge Discovery and Data Mining : Proceedings of 22nd Pacific-Asia Conference, Melbourne, Victoria, E1

conference

Quanti?cation of irregular rhythms in chronobiology: a time-series perspective

Ruben Fossion, Ana Rivera, Juan Toledo-Roy, M Angelova Turkedjieva

(2018), pp. 33-58, Circadian rhythm: cellular and molecular mechanisms, London, Eng., B1

chapter
2017

Mathematical investigation of diabetically impaired ultradian oscillations in the glucose-insulin regulation

B Huard, A Bridgewater, M Angelova

(2017), Vol. 418, pp. 66-76, Journal of theoretical biology, Amsterdam, The Netherlands, C1

journal

Multiscale adaptive analysis of circadian rhythms and intradaily variability: Application to actigraphy time series in acute insomnia subjects

R Fossion, A Rivera, J Toledo-Roy, J Ellis, M Angelova

(2017), Vol. 12, pp. 1-21, PLoS one, San Francisco, Calif., C1

journal

Investigating the effect of cognitive stress on cardiorespiratory synchronization

M Angelova Turkedjieva, P Holloway, L Rauch

(2017), pp. 85-85, Physical and Mathematical Aspects of Symmetries : Proceedings of the 31st International Colloquium in Group Theoretical Methods in Physics, Rio De Janeiro, Brazil, E1

conference
2016

Modeling Telehealth Services with Generalized Nets

M Stefanova-Pavlova, V Andonov, T Stoyanov, M Angelova Turkedjieva, G Cook

(2016), Vol. 657, pp. 279-290, Recent Contributions in Intelligent Systems, B1-1

chapter
2015

Investigation of stability in a two-delay model of the ultradian oscillations in glucose-insulin regulation

B Huard, J Easton, M Angelova

(2015), Vol. 26, pp. 211-222, Communications in nonlinear science and numerical simulation, Amsterdam, The Netherlands, C1-1

journal

Complexity analysis of human physiological signals based on case studies

M Angelova, P Holloway, J Ellis

(2015), Vol. 597, pp. 1-9, Group30 2014 : Proceedings of the 30th Group Theoretical Methods in Physics International Colloquium, Ghent, Belgium, E1-1

conference
2014

Complexity analysis of sleep and alterations with insomnia based on non-invasive techniques

P Holloway, M Angelova, S Lombardo, A St Clair Gibson, D Lee, J Ellis

(2014), Vol. 11, pp. 1-8, Journal of the Royal Society: interface, London, Eng., C1-1

journal

Risk factors and prediction of very short term versus short/intermediate term post-stroke mortality: a data mining approach

J Easton, C Stephens, M Angelova

(2014), Vol. 54, pp. 199-210, Computers in biology and medicine, Amsterdam, The Netherlands, C1-1

journal
2013

Experimental wavelet based denoising for indoor infrared wireless communications

S Rajbhandari, Z Ghassemlooy, M Angelova

(2013), Vol. 21, pp. 13779-13784, Optics express, Washington D.C., C1-1

journal

HACDB: handwritten Arabic characters database for automatic character recognition

A Lawgali, M Angelova, A Bouridane

(2013), pp. 255-259, EUVIP 2013 : Proceedings of the 4th European Workshop on Visual Information Processing, Paris, France, E1-1

conference

Validation of artificial neural network model for share price UK banking sector short-term trading

E Turkedjiev, M Angelova, K Busawon

(2013), pp. 6-11, UKSim 2013 : Proceedings of the 15th International Conference on Computer Modelling and Simulation, Cambridge, U.K., E1-1

conference

Comparative study of classifiers to mitigate intersymbol interference in diffuse indoor optical wireless communication links

S Rajbhandari, J Faith, Z Ghassemlooy, M Angelova

(2013), Vol. 124, pp. 4192-4196, Optik - international journal for light and electron optics, Amsterdam, The Netherlands, C1-1

journal

A framework for density weighted kernel fuzzy c-means on gene expression data

Y Wang, M Angelova, Y Zhang

(2013), Vol. 212, pp. 453-461, BIC-TA 2013 : Proceedings of the Eighth International Conference on Bio-Inspired Computing: Theories and Applications, HuangShan, China, E1-1

conference
2012

adaptive 'soft' sliding block decoding of convolutional code using the artificial neural network

S Rajbhandari, Z Ghassemlooy, M Angelova

(2012), Vol. 23, pp. 672-677, Transactions on Emerging Telecommunications Technologies, Chichester, ENg., C1-1

journal

Generalized net model for telehealth services

V Andonov, M Stefanova-Pavlova, T Stoyanov, M Angelova, G Cook, B Klein, K Atanassov, P Vassilev

(2012), pp. 221-224, IS'2012 : Intelligent systems: methodology, systems, applications in emerging technologies : Proceedings of the 2012 6th IEEE International Conference Intelligent Systems, Sofia, Bulgaria, E1-1

conference

Weighted kernel fuzzy c-means method for gene expression analysis

Y Wang, M Angelova

(2012), pp. 1-4, S-CET 2012 : Sharing, cooperating and improving : Proceedings of the 2012 Spring Congress on Engineering and Technology, Xi'an, China, E1-1

conference

squeezed coherent states and the one-dimensional morse quantum system

M Angelova, A Hertz, V Hussin

(2012), Vol. 45, pp. 1-15, Journal of Physics A: Mathematical and Theoretical, Bristol, Eng., C1-1

journal

Modelling techniques for analysis of human activity patterns

P Holloway, A Gibson, D Lee, E Lambert, M Angelova, S Lombardo, J Ellis, L Rauch

(2012), pp. 275-280, IS'2012 : Intelligent systems: methodology, systems, applications in emerging technologies : Proceedings of the 2012 6th IEEE International Conference on Intelligent Systems, Sofia, Bulgaria, E1-1

conference
2011

Automatic segmentation for Arabic characters in handwriting documents

A Lawgali, A Bouridane, M Angelova, Z Ghassemlooy

(2011), pp. 3529-3532, ICIP 2011 : Proceedings of the 2011 18th IEEE International Conference on Image Processing, Brussels, Belgium, E1-1

conference

Dynamic model of gene regulation for the lac operon

M Angelova, A Ben-Halim

(2011), Vol. 286, pp. 1-5, CMMP10 : Proceedings of the Condensed Matter and Materials Physics Conference, Coventry, Eng., E1-1

conference

Wavelet-artificial neural network receiver for indoor optical wireless communications

S Rajbhandari, Z Ghassemlooy, M Angelova

(2011), Vol. 29, pp. 2651-2659, Journal of lightwave technology, Piscataway, N.J., C1-1

journal

Experimental investigation of wavelet-based denoising receiver for LOS indoor optical wireless communications links

S Rajbhandari, Z Ghassemlooy, M Angelova

(2011), Vol. 23, pp. 1502-1504, IEEE photonics technology letters, Piscataway, N.J., C1-1

journal

Optimising the performance of digital pulse interval modulation with guard slots for diffuse indoor optical wireless links

S Rajbhandari, Z Ghassemlooy, M Angelova

(2011), Vol. 5, pp. 1025-1030, IET microwaves, antennas and propagation, Stevenage, United Kingdom, C1-1

journal

The performance of a dual header pulse interval modulation in the presence of artificial light interferences in an indoor optical wireless communications channel with wavelet denoising

S Rajbhandari, Z Ghassemlooy, M Angelova Turkedjieva

(2011), Vol. 4, pp. 513-519, American journal of engineering and applied sciences, Ellicott City, Md., C1-1

journal
2009

Effective denoising and adaptive equalization of indoor optical wireless channel with artificial light using the discrete wavelet transform and artificial neural network

S Rajbhandari, Z Ghassemlooy, M Angelova

(2009), Vol. 27, pp. 4493-4500, Journal of lightwave technology, Piscataway, N.J., C1-1

journal
2008

Generalized and Gaussian coherent states for the Morse potential

M Angelova, V Hussin

(2008), Vol. 41, pp. 1-13, Journal of physics a: mathematical and theoretical, Bristol, United Kingdom, C1-1

journal
2006

Targeted projection pursuit for visualizing gene expression data classifications

J Faith, R Mintram, M Angelova

(2006), Vol. 22, pp. 2667-2673, Bioinformatics, Oxford, Eng., C1-1

journal
2002

Applications of classical and quantum algebras to molecular thermodynamics

M Angelova

(2002), Vol. 33, pp. 1-12, SYMPHYS9 : Proceedings of the 9th International Conference on Symmetry Methods in Physics, Yerevan, Armenia, E1-1

conference
1996

On the classification and enumeration of the irreducible co-representations of magnetic space groups

M Angelova, L Boyle

(1996), Vol. 29, pp. 993-1010, Journal of physics a: mathematical and general, Bristol, Eng., C1-1

journal
1995

The Jahn-Teller effect in icosahedral symmetry: extension of Ham factors in strongly coupled systems

J Cullerne, M Angelova, M O'Brien

(1995), Vol. 7, pp. 3247-3269, Journal of physics: condensed matter, Bristol, Eng., C1-1

journal
1988

Group-subgroup relations in the method of irreducible tensorial sets for systems with magnetic symmetry

M Angelova Turkedjieva, J Kotzev, M Aroyo

(1988), Vol. 185, pp. 282-285, Zeitschrift fr kristallographie - new crystal structures, Mu?nchen, Germany, C1-1

journal
1986

On the factorisation of matrix elements for systems with anti-unitary symmetry

M Angelova, M Aroyo, J Kotzev

(1986), Vol. 19, pp. 1279-1289, Journal of physics a: mathematical and general, Bristol, Eng., C1-1

journal
1985

On the Racah algebra for Shubnikov magnetic groups

J Kotzev, M Aroyo, M Angelova Turkedjieva

(1985), Vol. 201, pp. 416-419, Group theoretical methods in physics, Berlin, Germany, C1-1

journal
1982

Isoscalar factors for anti-unitary point groups

J Kotzev, M Aroyo, M Angelova

(1982), Vol. 114, pp. 533-537, Physica A: statistical mechanics and its applications, Amsterdam, The Netherlands, C1-1

journal

Funded Projects at Deakin

Other Public Sector Funding

Multiple networks in dynamical combat modelling and critical phenomena.

Prof Maia Angelova Turkedjieva, Dr Ye Zhu

  • 2018: $12,778

Intelligent Sensor processing for Enhancing Defence Decision Support.

Prof Maia Angelova Turkedjieva, Dr Ye Zhu, A/Prof Tim Wilkin, Dr Dan Dwyer, Dr Alex Kalloniatsis, Prof Paul Gastin

  • 2019: $30,000
  • 2018: $20,000

Adversarial decision making networks and directed fires with non-combatant populations.

Prof Maia Angelova Turkedjieva, Dr Ye Zhu, Dr Sergiy Shelyag

  • 2019: $30,000

Modelling networked combat, adversarial C2 and information operations.

Prof Maia Angelova Turkedjieva, Dr Sergiy Shelyag, Dr Ye Zhu

  • 2020: $30,000

Supervisions

No completed student supervisions to report