Aston Digital Futures Institute

2024

Epileptic seizure detection using CHB-MIT dataset: The overlooked perspectives

Ali, E., Angelova, M. & Karmakar, C., May 2024, In: Royal Society Open Science. 11, 5, 19 p., 230601.

Research output: Contribution to journal › Article › peer-review

Open Access

File

Time‐domain heart rate variability features for automatic congestive heart failure prediction

Moses, J. C., Adibi, S., Angelova, M. & Islam, S. M. S., Feb 2024, In: ESC Heart Failure. 11, 1, p. 378-389 12 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

Winning With Chaos in Association Football: Spatiotemporal Event Distribution Randomness Metric for Team Performance Evaluation

Bandara, I., Shelyag, S., Rajasegarar, S., Dwyer, D., Kim, E.-J. & Angelova, M., 12 Jun 2024, In: IEEE Access. 12, p. 83363-83376 14 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

2023

An integrated framework for the interaction and 3D visualization of cultural heritage

Belhi, A., Ahmed, H. O., Alfaqheri, T., Bouras, A., Sadka, A. H. & Foufou, S., 11 Jan 2023, (E-pub ahead of print) In: Multimedia Tools and Applications.

Research output: Contribution to journal › Article › peer-review

Clustering-enhanced stock price prediction using deep learning

Li, M., Zhu, Y., Shen, Y. & Angelova, M., Jan 2023, In: World Wide Web. 26, 1, p. 207-232 26 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Evidence- and data-driven classification of low back pain via artificial intelligence: Protocol of the PREDICT-LBP study

Belavy, D. L., Tagliaferri, S. D., Tegenthoff, M., Enax-Krumova, E., Schlaffke, L., Bühring, B., Schulte, T. L., Schmidt, S., Wilke, H. J., Angelova, M., Trudel, G., Ehrenbrusthoff, K., Fitzgibbon, B., Van Oosterwijck, J., Miller, C. T., Owen, P. J., Bowe, S., Döding, R. & Kaczorowski, S., Aug 2023, In: PLoS ONE. 18, 8, 19 p., e0282346.

Research output: Contribution to journal › Article › peer-review

Open Access

Frailty Syndrome as a Transition from Compensation to Decompensation: Application to the Biomechanical Regulation of Gait

Álvarez-Millán, L., Castillo-Castillo, D., Quispe-Siccha, R., Pérez-Pacheco, A., Angelova, M., Rivera-Sánchez, J. & Fossion, R., Jun 2023, In: International Journal of Environmental Research and Public Health. 20, 11, 18 p., 5995.

Research output: Contribution to journal › Article › peer-review

Open Access

'Friend or foe' and decision making initiative in complex conflict environments

Zuparic, M., Shelyag, S., Angelova, M., Zhu, Y. & Kalloniatis, A., 6 Feb 2023, In: PLoS ONE. 18, 2, 27 p., e0281169.

Research output: Contribution to journal › Article › peer-review

Open Access

Modelling host population support for combat adversaries

Zuparic, M., Shelyag, S., Angelova, M., Zhu, Y. & Kalloniatis, A., 2023, In: Journal of the Operational Research Society. 74, 3, p. 928-943 16 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Patterns of sedentary behaviour in adults with acute insomnia derived from actigraphy data

Rani, S., Shelyag, S. & Angelova, M., Sept 2023, In: PLoS ONE. 18, 9, 21 p., e0291095.

Research output: Contribution to journal › Article › peer-review

Open Access

The Impact of Gamifications and Serious Games on Driving under Unfamiliar Traffic Regulations

Alyamani, H., Alharbi, N., Roboey, A. & Kavakli, M., 3 Mar 2023, In: Applied Sciences (Switzerland). 13, 5, 14 p., 3262.

Research output: Contribution to journal › Article › peer-review

Open Access

Towards data-driven biopsychosocial classification of non-specific chronic low back pain: a pilot study

Tagliaferri, S. D., Owen, P. J., Miller, C. T., Angelova, M., Fitzgibbon, B. M., Wilkin, T., Masse-Alarie, H., Van Oosterwijck, J., Trudel, G., Connell, D., Taylor, A. & Belavy, D. L., Dec 2023, In: Scientific Reports. 13, 1, 17 p., 13112.

Research output: Contribution to journal › Article › peer-review

Open Access

2022

Chronic back pain sub-grouped via psychosocial, brain and physical factors using machine learning

Tagliaferri, S. D., Wilkin, T., Angelova, M., Fitzgibbon, B. M., Owen, P. J., Miller, C. T. & Belavy, D. L., Dec 2022, In: Scientific Reports. 12, 1, 15 p., 15194.

Research output: Contribution to journal › Article › peer-review

Open Access

Differentiating acute from chronic insomnia with machine learning from actigraphy time series data

Rani, S., Shelyag, S., Karmakar, C., Zhu, Y., Fossion, R., Ellis, J. G., Drummond, S. P. A. & Angelova, M., 28 Nov 2022, In: Frontiers in Network Physiology. 2, 15 p., 1036832.

Research output: Contribution to journal › Article › peer-review

Open Access

Hierarchical clustering that takes advantage of both density-peak and density-connectivity

Zhu, Y., Ting, K. M., Jin, Y. & Angelova, M., Jan 2022, In: Information Systems. 103, 16 p., 101871.

Research output: Contribution to journal › Article › peer-review

Open Access

Weighted dynamic time warping for traffic flow clustering

Li, M., Zhu, Y., Zhao, T. & Angelova, M., 1 Feb 2022, In: Neurocomputing. 472, p. 266-279 14 p.

Research output: Contribution to journal › Article › peer-review

2021

Adversarial decision strategies in multiple network phased oscillators: The Blue-Green-Red Kuramoto-Sakaguchi model

Zuparic, M., Angelova, M., Zhu, Y. & Kalloniatis, A., Apr 2021, In: Communications in Nonlinear Science and Numerical Simulation. 95, 15 p., 105642.

Research output: Contribution to journal › Article › peer-review

Open Access

A machine learning model for multi-night actigraphic detection of chronic insomnia: Development and validation of a pre-screening tool

Kusmakar, S., Karmakar, C., Zhu, Y., Shelyag, S., Drummond, S. P. A., Ellis, J. G. & Angelova, M., Jun 2021, In: Royal Society Open Science. 8, 6, 17 p., 202264.

Research output: Contribution to journal › Article › peer-review

Open Access

Applications of Generative Adversarial Networks (GANs): An Updated Review

Alqahtani, H., Kavakli-Thorne, M. & Kumar, G., 1 Mar 2021, In: Archives of Computational Methods in Engineering. 28, 2, p. 525-552 28 p.

Research output: Contribution to journal › Article › peer-review

CDF Transform-and-Shift: An effective way to deal with datasets of inhomogeneous cluster densities

Zhu, Y., Ting, K. M., Carman, M. J. & Angelova, M., Sept 2021, In: Pattern Recognition. 117, 18 p., 107977.

Research output: Contribution to journal › Article › peer-review

Open Access

Effect of Stress on Cardiorespiratory Synchronization of Ironman Athletes

Angelova, M., Holloway, P. M., Shelyag, S., Rajasegarar, S. & Rauch, H. G. L., 2 Mar 2021, In: Frontiers in Physiology. 12, 16 p., 612245.

Research output: Contribution to journal › Article › peer-review

Open Access

Global stability and periodicity in a glucose-insulin regulation model with a single delay

Angelova, M., Beliakov, G., Ivanov, A. & Shelyag, S., Apr 2021, In: Communications in Nonlinear Science and Numerical Simulation. 95, 18 p., 105659.

Research output: Contribution to journal › Article › peer-review

Open Access

Situation Awareness Levels to Evaluate the Usability of Augmented Feedback to Support Driving in an Unfamiliar Traffic Regulation

Alyamani, H. J., Alturki, R., Yunianta, A., Alromema, N. A., Sagga, H. & Kavakli, M., 1 May 2021, In: International Journal of Advanced Computer Science and Applications. 12, 5, p. 804-812 9 p.

Research output: Contribution to journal › Article › peer-review

Open Access

2020

Amplitude and Frequency Variation in Nonlinear Glucose Dynamics with Multiple Delays via Periodic Perturbation

Bridgewater, A., Huard, B. & Angelova, M., 1 Jun 2020, In: Journal of Nonlinear Science. 30, 3, p. 737-766 30 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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

Angelova, M., Karmakar, C., Zhu, Y., Drummond, S. P. A. & Ellis, J., 20 Apr 2020, In: IEEE Access. 8, p. 74413-74422 10 p., 9072096.

Research output: Contribution to journal › Article › peer-review

Open Access

Classification of user competency levels using EEG and convolutional neural network in 3D modelling application

Baig, M. Z. & Kavakli, M., 15 May 2020, In: Expert Systems with Applications. 146, 10 p., 113202.

Research output: Contribution to journal › Article › peer-review

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

Angelova, M., Beliakov, G., Shelyag, S. & Zhu, Y., 1 May 2020, In: International Journal of Intelligent Systems. 35, 5, p. 850-868 19 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Design and evaluation of an augmented reality game for cybersecurity awareness (CybAR)

Alqahtani, H. & Kavakli-Thorne, M., 21 Feb 2020, In: Information (Switzerland). 11, 2, 19 p., 121.

Research output: Contribution to journal › Article › peer-review

Open Access

Detecting sensor faults, anomalies and outliers in the internet of things: A survey on the challenges and solutions

Gaddam, A., Wilkin, T., Angelova, M. & Gaddam, J., 20 Mar 2020, In: Electronics (Switzerland). 9, 3, 15 p., 511.

Research output: Contribution to journal › Article › peer-review

Open Access

Machine Learning Enabled Team Performance Analysis in the Dynamical Environment of Soccer

Kusmakar, S., Shelyag, S., Zhu, Y., Dwyer, D., Gastin, P. & Angelova, M., 4 May 2020, In: IEEE Access. 8, p. 90266-90279 14 p., 9085411.

Research output: Contribution to journal › Article › peer-review

Open Access

Multi-Scale Shapelets Discovery for Time-Series Classification

Cai, B., Huang, G., Xiang, Y., Angelova, M., Guo, L. & Chi, C. H., 1 May 2020, In: International Journal of Information Technology and Decision Making. 19, 3, p. 721-739 19 p.

Research output: Contribution to journal › Article › peer-review

Technical determinants of success in professional women's soccer: A wider range of variables reveals new insights

De Jong, L. M. S., Gastin, P. B., Angelova, M., Bruce, L. & Dwyer, D. B., 22 Oct 2020, In: PLoS ONE. 15, 10 October, 12 p., e0240992.

Research output: Contribution to journal › Article › peer-review

Open Access

Vehand: An in-vehicle information system to improve driving performance in an unfamiliar traffic regulation

Alyamani, H. J., Kavakli, M. & Smith, S., 17 Feb 2020, In: International Journal of Human Factors and Ergonomics. 6, 4, p. 355-389 35 p.

Research output: Contribution to journal › Article › peer-review

2019

A data-aware confidential tunnel for wireless sensor media networks

Liu, C. Z. & Kavakli, M., 15 Oct 2019, In: Multimedia Tools and Applications. 78, 19, p. 26941-26963 23 p.

Research output: Contribution to journal › Article › peer-review

A survey on psycho-physiological analysis & measurement methods in multimodal systems

Zeeshan Baig, M. & Kavakli, M., 28 May 2019, In: Multimodal Technologies and Interaction. 3, 2, 20 p., 37.

Research output: Contribution to journal › Article › peer-review

Open Access

Connectivity analysis using functional brain networks to evaluate cognitive activity during 3D modelling

Baig, M. Z. & Kavakli, M., 24 Jan 2019, In: Brain Sciences. 9, 2, 20 p., 24.

Research output: Contribution to journal › Article › peer-review

Open Access

Density-based clustering using approximate natural neighbours

Angelova, M., Beliakov, G. & Zhu, Y., 4 Dec 2019, In: Applied Soft Computing. 85, 10 p., 105867.

Research output: Contribution to journal › Article › peer-review

Deterministic and Stochastic Models of Arabidopsis thaliana Flowering

Haspolat, E., Huard, B. & Angelova, M., 15 Jan 2019, In: Bulletin of Mathematical Biology. 81, 1, p. 277-311 35 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Investigation of Complexity and Regulatory Role of Physiological Activities during a Pacing Exercise

Angelova, M., Shelyag, S., Rajasegarar, S., Chuckravanen, D., Rajbhandari, S., Gastin, P. B. & St Clair Gibson, A., 30 Oct 2019, In: IEEE Access. 7, p. 152334-152346 13 p., 8873548.

Research output: Contribution to journal › Article › peer-review

Open Access

2018

Exploring a user-defined gesture vocabulary for descriptive mid-air interactions

Jahani, H. & Kavakli, M., 1 Feb 2018, In: Cognition, Technology and Work. 20, 1, p. 11-22 12 p.

Research output: Contribution to journal › Article › peer-review

MATRACK: block sparse Bayesian learning for a sketch recognition approach

Jahani-Fariman, H., Kavakli, M. & Boyali, A., 1 Jan 2018, In: Multimedia Tools and Applications. 77, 2, p. 1997-2012 16 p.

Research output: Contribution to journal › Article › peer-review

Sensor Applications and Physiological Features in Drivers' Drowsiness Detection: A Review

Chowdhury, A., Shankaran, R., Kavakli, M. & Haque, M. M., 15 Apr 2018, In: IEEE Sensors Journal. 18, 8, p. 3055-3067 13 p.

Research output: Contribution to journal › Article › peer-review

User Activity Pattern Analysis in Telecare Data

Angelova, M., Ellman, J., Gibson, H., Oman, P., Rajasegarar, S. & Zhu, Y., 13 Jun 2018, In: IEEE Access. 6, p. 33306-33317 12 p.

Research output: Contribution to journal › Article › peer-review

Open Access

Validity and reliability of a virtual reality game in evaluating the projected frontal plane knee angle when landing from a drop vertical jump

Mills, K., Idris, A., Pham, T.-A., Porte, J., Wiggins, M. & Kavakli, M., 1 Jul 2018, In: Journal of Sport Rehabilitation. 27, 4, p. 1-5 5 p.

Research output: Contribution to journal › Article › peer-review

Open Access

2017

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

Huard, B., Bridgewater, A. & Angelova, M., 7 Apr 2017, In: Journal of Theoretical Biology. 418, p. 66-76 11 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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

Fossion, R., Rivera, A. L., Toledo-Roy, J. C., Ellis, J. & Angelova, M., 28 Jul 2017, In: PLoS ONE. 12, 7, 21 p., e0181762.

Research output: Contribution to journal › Article › peer-review

Open Access

2016

A Hands-Free Interface for Controlling Virtual Electric-Powered Wheelchairs

Gulrez, T., Tognetti, A., Yoon, W. J., Kavakli, M. & Cabibihan, J. J., 9 Mar 2016, In: International Journal of Advanced Robotic Systems. 13, 2, 62028.

Research output: Contribution to journal › Article › peer-review

Open Access