A/Prof. Chandan Karmakar

STAFF PROFILE

Position

Associate Professor

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Qualifications

Doctor of Philosophy, University of Melbourne, 2012

Contact

karmakar@deakin.edu.au
+61 3 522 73079

Research interests

Applied Artificial Intelligence, Internet of Medical Things, Wearable Devices, Signal Quality Analysis, Time Series Analysis, Nonlinear Signal Processing, Irregularity & Complexity, Health Informatics, Modeling of physiological systems

Publications

Filter by

2024

Analysing Performances of DL-Based ECG Noise Classification Models Deployed in Memory-Constraint IoT-Enabled Devices

Saifur Rahman, Shantanu Pal, John Yearwood, Chandan Karmakar

(2024), pp. 1-11, IEEE Transactions on Consumer Electronics, Piscataway, N.J., C1

journal article

Continuous monitoring of body temperature for objective detection of health and safety risks in construction sites: An analysis of the accuracy and comfort of off-the-shelf wearable sensors

Farnad Nasirzadeh, Chandan Karmakar, Ahsan Habib, Kevin Benny Neelangal, Mostafa Mir, SangHyun Lee, Tony Arnel

(2024), Vol. 10, pp. 1-14, Heliyon, Amsterdam, The Netherlands, C1

journal article

The Impact of Simultaneous Adversarial Attacks on Robustness of Medical Image Analysis

Shantanu Pal, Saifur Rahman, Maedeh Beheshti, Ahsan Habib, Zahra Jadidi, Chandan Karmakar

(2024), pp. 1-17, IEEE Access, Piscataway, N.J., C1-1

journal article

SYN-GAN: A robust intrusion detection system using GAN-based synthetic data for IoT security

S Rahman, S Pal, S Mittal, T Chawla, C Karmakar

(2024), Vol. 26, Internet of Things (Netherlands), C1

journal article

A Robust Feature Integration for Multiclass Metamorphic Malware Detection in IoT Network

Tisha Chawla, Saifur Rahman, Shantanu Pal, Chandan Karmakar

(2024), pp. 412-414, COMSNETS 2024 : Proceedings of the 2024 16th International Conference on COMmunication Systems & NETworkS, Bengaluru, India, E1

conference

A Prognostic Framework for Post-Operative Patient Survival Prediction in IoMT

Shubh Mittal, Saifur Rahman, Shantanu Pal, Chandan Karmakar

(2024), pp. 415-417, COMSNETS 2024 : Proceedings of the 16th International Conference on COMmunication Systems & NETworkS, Bengaluru, India, E1

conference
2023

Interpretability and Optimisation of Convolutional Neural Networks Based on Sinc-Convolution

A Habib, C Karmakar, J Yearwood

(2023), Vol. 27, pp. 1758-1769, IEEE Journal of Biomedical and Health Informatics, Piscataway, N.J., C1

journal article

Performance of a Convolutional Neural Network Derived from PPG Signal in Classifying Sleep Stages

A Habib, M Motin, T Penzel, M Palaniswami, J Yearwood, C Karmakar

(2023), Vol. 70, pp. 1717-1727, IEEE Transactions on Biomedical Engineering, Piscataway, N.J., C1

journal article

Domain Agnostic Post-Processing for QRS Detection Using Recurrent Neural Network

Ahsan Habib, Chandan Karmakar, John Yearwood

(2023), Vol. 27, pp. 3748-3759, IEEE Journal of Biomedical and Health Informatics, Piscataway, N.J., C1

journal article

Design and development of a smartphone app for hypertension management: An intervention mapping approach

Elton Lobo, Chandan Karmakar, Mohamed Abdelrazek, Jemal Abawajy, Clara Chow, Yuxin Zhang, Muhammad Kabir, Reza Daryabeygi, Ralph Maddison, Sheikh Islam

(2023), Vol. 11, pp. 01-15, Frontiers in Public Health, Lausanne, Switzerland, C1

journal article

Multi-stage sleep classification using photoplethysmographic sensor

Mohammod Motin, Chandan Karmakar, Marimuthu Palaniswami, Thomas Penzel, Dinesh Kumar

(2023), Vol. 10, pp. 1-17, Royal Society Open Science, London, Eng., C1

journal article

Individual and Conjoint Factors Associated With Beliefs About the Harmfulness of Nicotine Replacement Therapies Relative to Combustible Cigarettes Among People Who Smoke: Findings From the 2020 ITC Four Country Smoking and Vaping Survey

Hua-Hie Yong, Chandan Karmakar, Mohammod Motin, Ron Borland, K Cummings, Shannon Gravely, Geoffrey Fong

(2023), Vol. 25, pp. 1594-1602, Nicotine and Tobacco Research, Oxford, Eng., C1

journal article

Use of Ensemble Learning to Detect Buffer Overflow Exploitation

A Youssef, M Abdelrazek, C Karmakar

(2023), Vol. 11, pp. 52009-52025, IEEE Access, Piscataway, N.J., C1

journal article

Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG

Radhagayathri Udhayakumar, Saifur Rahman, Dilpreet Buxi, Vaughan Macefield, Tye Dawood, Nicholas Mellor, Chandan Karmakar

(2023), Vol. 10, pp. 1-17, Royal Society Open Science, London, Eng., C1

journal article

Program Characterization for Software Exploitation Detection

Ayman Youssef, Mohamed Abdelrazek, Chandan Karmakar

(2023), pp. 1-8, ARES 2023 : Proceedings of the 18th International Conference on Availability, Reliability and Security, Benevento Italy, E1

conference

Impact of synthetic noise signature and physiologic ECG signal on designing ML-based ECG noise detection framework

Saifur Rahman, Ahsan Habib, Chandan Karmakar, John Yearwood

(2023), pp. 1-4, EMBC 2023 : Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Sydney, Australia, E1

conference

Nonlinear Features from Multi-Modal Signals for Continuous Stress Monitoring

Radhagayathri Udhayakumar, Saifur Rahman, Shivapratap Gopakumar, Chandan Karmakar

(2023), pp. 1-4, EMBC 2023 : Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Sydney, Australia, E1

conference
2022

Context-Aware and User Adaptive Smart Home Ecosystems Using Wearable and Semantic Technologies During and Post COVID-19 Pandemic

Elton Lobo, Mohamad Abdelrazek, Abbas Khosravi, Chandan Karmakar, Sheikh Islam

(2022), Vol. 15, pp. 215-233, The Science behind the COVID Pandemic and Healthcare Technology Solutions, Cham, Switzerland, B1

book chapter

Detection of fetal arrhythmias in non-invasive fetal ECG recordings using data-driven entropy profiling

E Keenan, C Karmakar, R Udhayakumar, F Brownfoot, I Lakhno, V Shulgin, J Behar, M Palaniswami

(2022), Vol. 43, pp. 1-13, Physiological Measurement, Bristol, Eng., C1

journal article

Robustness of electrocardiogram signal quality indices

S Rahman, C Karmakar, I Natgunanathan, J Yearwood, M Palaniswami

(2022), Vol. 19, pp. 1-15, Journal of the Royal Society Interface, London, Eng., C1

journal article

Wearable cuffless blood pressure monitoring devices: a systematic review and meta-analysis

Sheikh Islam, Clara Chow, Reza Daryabeygikhotbehsara, Narayan Subedi, Jonathan Rawstorn, Teketo Tegegne, Chandan Karmakar, Muhammad Siddiqui, Gavin Lambert, Ralph Maddison

(2022), Vol. 3, pp. 323-337, European Heart Journal - Digital Health, Oxford, England, C1

journal article

Scalable Cluster Tendency Assessment for Streaming Activity Data using Recurring Shapelets

S Datta, C Karmakar, P Rathore, M Palaniswami

(2022), Vol. 2022-July, pp. 1036-1040, Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, Piscataway, N.J., C1-1

journal article

A Real-Time Tunable ECG Noise-Aware System for IoT-Enabled Devices

S Rahman, C Karmakar, J Yearwood, M Palaniswami

(2022), Vol. 22, pp. 23277-23285, IEEE Sensors Journal, C1

journal article

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

S Rani, S Shelyag, C Karmakar, Ye Zhu, R Fossion, J Ellis, S Drummond, M Angelova

(2022), Vol. 2, pp. 1-15, Frontiers in Network Physiology, Lausanne, Switzerland, C1

journal article

Machine Learning Aided Minimal Sensor based Hand Gesture Character Recognition

N Zaidi, P Kumari, S Rajasegarar, C Karmakar

(2022), DSAA 2022 : Proceedings of the IEEE 9th International Conference on Data Science and Advanced Analytics 2022, Shenzhen, China, E1

conference
2021

Novel Measures of Similarity and Asymmetry in Upper Limb Activities for Identifying Hemiparetic Severity in Stroke Survivors

S Datta, C Karmakar, B Yan, M Palaniswami

(2021), Vol. 25, pp. 1964-1974, IEEE Journal of Biomedical and Health Informatics, United States, C1

journal article

Identifying factors that conjointly influence nicotine vaping product relative harm perception among smokers and recent ex-smokers: Findings from the 2016 ITC Four Country Smoking and Vaping Survey

H Yong, C Karmakar, M Motin, R Borland, T Elton-Marshall, K Cummings, G Fong, M Thompson

(2021), Vol. 218, Drug and Alcohol Dependence, Ireland, C1

journal article

Upper limb movement profiles during spontaneous motion in acute stroke

S Datta, C Karmakar, A Rao, B Yan, M Palaniswami

(2021), Vol. 42, Physiological Measurement, England, C1

journal article

Personalized Anatomic Modeling for Noninvasive Fetal ECG: Methodology and Applications

E Keenan, C Karmakar, F Brownfoot, M Palaniswami

(2021), Vol. 70, IEEE Transactions on Instrumentation and Measurement, C1

journal article

Lempel-Ziv complexity of the pNNx statistics - an application to neonatal stress

M Šapina, C Karmakar, K Kramarić, M Kośmider, M Garcin, D Brdarić, K Milas, J Yearwood

(2021), Vol. 146, Chaos, Solitons and Fractals, C1

journal article

Detection of coronary artery disease using multi-domain feature fusion of multi-channel heart sound signals

T Liu, P Li, Y Liu, H Zhang, Y Li, Y Jiao, C Liu, C Karmakar, X Liang, M Ren, X Wang

(2021), Vol. 23, Entropy, Switzerland, C1

journal article

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

S Kusmakar, C Karmakar, Y Zhu, S Shelyag, S Drummond, J Ellis, M Angelova

(2021), Vol. 8, Royal Society Open Science, England, C1

journal article

Deep learning algorithms for cyber security applications: A survey

G Li, P Sharma, L Pan, S Rajasegarar, C Karmakar, N Patterson

(2021), Vol. 29, pp. 447-471, Journal of Computer Security, C1

journal article

Shapelet Based Visual Assessment of Cluster Tendency in Analyzing Complex Upper Limb Motion

Shreyasi Datta, Chandan Karmakar, Punit Rathore, Marimuthu Palaniswami

(2021), pp. 1315-1319, ICASSP 2021 :Proceedings of the 2021 IEEE International Conference on Acoustics, Speech and Signal Processing, Toronto, Ontario, E1

conference

ECG-Adv-GAN: Detecting ECG Adversarial Examples with Conditional Generative Adversarial Networks

K Hossain, S Kamran, A Tavakoli, Lei Pan, Daniel Ma, S Rajasegarar, Chandan Karmakar

(2021), pp. 50-56, ICMLA 2021 : Proceedings of the 2021 20th IEEE International Conference on Machine Learning and Applications, Pasadena, Calif., E1

conference

Evaluation of Mesh and Sensor Resolution for Finite Element Modeling of Non-Invasive Fetal ECG Signals

Emerson Keenan, Chandan Karmakar, Fiona Brownfoot, Marimuthu Palaniswami

(2021), pp. 4134-4138, EMBC 2021 : Proceedings of the 43rd Annual Conference of the IEEE Engineering in Medicine & Biology Society, Mexico, E1

conference

Measures of Bipedal Toe-Ground Clearance Asymmetry to Characterize Gait in Stroke Survivors

Shreyasi Datta, Rezaul Begg, Aravinda Rao, Chandan Karmakar, Soheil Bajelan, Catherine Said, Marimuthu Palaniswami

(2021), pp. 6015-6018, EMBC 2021 : Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Mexico, E1

conference

Performance Analysis of Entropy Methods in Detecting Epileptic Seizure from Surface Electroencephalograms

Emran Ali, Radhagayathri Udhayakumar, Maia Angelova, Chandan Karmakar

(2021), pp. 1083-1085, EMBC 2021 : Proceedings of the 43rd Annual Conference of the IEEE Engineering in Medicine & Biology Society, Mexico, E1

conference

Tracing Software Exploitation

A Youssef, M Abdelrazek, C Karmakar, Z Baig

(2021), Vol. 13041, pp. 340-352, NSS 2021 : Proceedings of the 15th Network and System Security International Conference, Tianjin, China, E1

conference

Compact Pulse Oximeter Designed for Blood Oxygen Saturation and Heart Rate Monitoring

M Motin, P Das, C Karmakar, M Palaniswami

(2021), pp. 125-128, ICEEE 2021 : Proceedings of the 3rd International Conference on Electrical and Electronic Engineering, Rajshahi, Bangladesh, E1-1

conference
2020

A Survey on Anomalous Behavior Detection for Elderly Care Using Dense-Sensing Networks

S Deep, X Zheng, C Karmakar, D Yu, L Hamey, J Jin

(2020), Vol. 22, pp. 352-370, IEEE Communications Surveys and Tutorials, C1

journal article

Identifying smoker subgroups with high versus low smoking cessation attempt probability: A decision tree analysis approach

H Yong, C Karmakar, R Borland, S Kusmakar, M Fuller-Tyszkiewicz, J Yearwood

(2020), Vol. 103, Addictive Behaviors, England, C1

journal article

Automated scoring of hemiparesis in acute stroke from measures of upper limb co-ordination using wearable accelerometry

Shreyasi Datta, Chandan Karmakar, Aravinda Rao, Bernard Yan, Marimuthu Palaniswami

(2020), Vol. 28, pp. 805-816, IEEE Transactions on Neural Systems and Rehabilitation Engineering, Piscataway, N.J., C1

journal article

A fusion framework based on multi-domain features and deep learning features of phonocardiogram for coronary artery disease detection

H Li, X Wang, C Liu, Q Zeng, Y Zheng, X Chu, L Yao, J Wang, Y Jiao, C Karmakar

(2020), Vol. 120, Computers in Biology and Medicine, United States, C1

journal article

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

M Angelova, C Karmakar, Y Zhu, S Drummond, J Ellis

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

journal article

Precision psychiatry with immunological and cognitive biomarkers: a multi-domain prediction for the diagnosis of bipolar disorder or schizophrenia using machine learning

B Fernandes, C Karmakar, R Tamouza, T Tran, J Yearwood, N Hamdani, H Laouamri, J Richard, R Yolken, M Berk, S Venkatesh, M Leboyer

(2020), Vol. 10, Translational Psychiatry, United States, C1

journal article

Photoplethysmographic-based automated sleep-wake classification using a support vector machine

M Abdul Motin, C Kamakar, P Marimuthu, T Penzel

(2020), Vol. 41, Physiological Measurement, England, C1

journal article

Remote health diagnosis and monitoring in the time of COVID-19

J Behar, C Liu, K Kotzen, K Tsutsui, V Corino, J Singh, M Pimentel, P Warrick, S Zaunseder, F Andreotti, D Sebag, G Kopanitsa, P McSharry, W Karlen, C Karmakar, G Clifford

(2020), Vol. 41, Physiological Measurement, England, C1

journal article

Modified distribution entropy as a complexity measure of heart rate variability (HRV) signal

R Udhayakumar, C Karmakar, P Li, X Wang, M Palaniswami

(2020), Vol. 22, Entropy, Switzerland, C1

journal article

Robust patient information embedding and retrieval mechanism for ECG signals

I Natgunanathan, C Karmakar, S Rajasegarar, T Zong, A Habib

(2020), Vol. 8, pp. 181233-181245, IEEE Access, C1

journal article

Entropy profiling: A reduced-parametric measure of kolmogorov-sinai entropy from short-term hrv signal

C Karmakar, R Udhayakumar, M Palaniswami

(2020), Vol. 22, pp. 1-28, Entropy, Switzerland, C1

journal article

Bivariate entropy analysis of electrocardiographic rr-qt time series

B Shi, M Motin, X Wang, C Karmakar, P Li

(2020), Vol. 22, pp. 1-9, Entropy, Switzerland, C1

journal article

Entropy profiling for detection of fetal arrhythmias in short length fetal heart rate recordings

E Keenan, R Udhayakumar, C Karmakar, F Brownfoot, M Palaniswami

(2020), pp. 621-624, EMBC 2020 : Enabling innovative technologies for global healthcare : Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Online from Montreal, Canada, E1

conference

PPG derived respiratory rate estimation in daily living conditions

M Motin, Chandan Karmakar, D Kumar, M Palaniswami

(2020), Vol. 2020-Aug, pp. 2736-2739, EMBC 2020 : Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Online : Montreal, Quebec, E1

conference

Analyzing distance measures for upper limb activity measurement in hemiparetic stroke patients

S Datta, C Karmakar, B Yan, M Palaniswami

(2020), pp. 3735-3738, EMBS 2020 : Enabling innovative technologies for global healthcare : Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Online from Montreal, Canada, E1

conference

Poincaré descriptors for identifying hemiparesis in acute stroke using wearable accelerometry

Shreyasi Datta, Chandan Karmakar, Bernard Yan, Marimuthu Palaniswami

(2020), pp. 588-591, EMBC 2020 : Enabling innovative technologies for global healthcare : Proceedings of the 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Online from Montreal, Canada, E1

conference

Averaging methods using dynamic time warping for time series classification

S Datta, C Karmakar, M Palaniswami

(2020), pp. 2794-2798, SSCI 2020 : Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, Online from Canberra, Australia, E1

conference
2019

Automated detection of convulsive seizures using a wearable accelerometer device

S Kusmakar, C Karmakar, B Yan, T O'Brien, R Muthuganapathy, M Palaniswami

(2019), Vol. 66, pp. 421-432, IEEE Transactions on Biomedical Engineering, United States, C1

journal article

Novel features for capturing temporal variations of rhythmic limb movement to distinguish convulsive epileptic and psychogenic nonepileptic seizures

S Kusmakar, C Karmakar, B Yan, R Muthuganapathy, P Kwan, T O'Brien, M Palaniswami

(2019), Vol. 60, pp. 165-174, Epilepsia, United States, C1

journal article

Impacts of reference points and reference lines on the slope- and area-based heart rate asymmetry analysis

C Yan, P Li, L Yao, C Karmakar, C Liu

(2019), Vol. 137, pp. 515-526, Measurement, Amsterdam, The Netherlands, C1

journal article

Selection of empirical mode decomposition techniques for extracting breathing rate from PPG

M Motin, C Karmakar, M Palaniswami

(2019), Vol. 26, pp. 592-596, IEEE signal processing letters, Piscataway, N.J., C1

journal article

PPG derived heart rate estimation during intensive physical exercise

Mohammod Motin, Chandan Karmakar, Marimuthu Palaniswami

(2019), Vol. 7, pp. 56062-56069, IEEE access, Piscataway, N.J., C1

journal article

Multiscale entropy profiling to estimate complexity of heart rate dynamics

R Udhayakumar, C Karmakar, M Palaniswami

(2019), Vol. 100, Physical Review E, United States, C1

journal article

Impact of ECG dataset diversity on generalization of CNN model for detecting QRS complex

Ahsan Habib, Chandan Karmakar, John Yearwood

(2019), Vol. 7, pp. 93275-93285, IEEE access, Piscataway, N.J., C1

journal article

A self-compassion group intervention for patients living with chronic medical illness: treatment development and feasibility study

L Brown, C Karmakar, M Flynn, M Motin, M Palaniswami, C Celano, J Huffman, C Bryant

(2019), Vol. 21, The primary care companion for CNS disorders, Memphis, Tenn., C1

journal article

Validation and acceptability of a cuffless wrist-worn wearable blood pressure monitoring device among users and health care professionals: Mixed methods study

S Islam, S Cartledge, C Karmakar, J Rawstorn, S Fraser, C Chow, R Maddison

(2019), Vol. 7, JMIR mHealth and uHealth, Canada, C1

journal article

Short-term QT interval variability in patients with coronary artery disease and congestive heart failure: a comparison with healthy control subjects

Y Li, P Li, X Wang, C Karmakar, C Liu, C Liu

(2019), Vol. 57, pp. 389-400, Medical and Biological Engineering and Computing, United States, C1

journal article

Detection of smoking events from confounding activities of daily living

J Lu, J Wang, X Zheng, C Karmakar, S Rajasegarar

(2019), pp. 1-9, ACSW 2019 : Proceedings of the Australasian Computer Science Week Multiconference, Sydney, N.S.W., E1

conference

Cross entropy profiling to test pattern synchrony in short-term signals

Radhagayathri Udhayakumar, Chandan Karmakar, Marimuthu Palaniswami

(2019), pp. 737-740, EMBS 2019 : Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Berlin, Germany, E1

conference

Entropy profiling to detect ST change in heart rate variability signals

Radhagayathri Udhayakumar, Chandan Karmakar, Marimuthu Palaniswami

(2019), pp. 4588-4591, EMBC 2019 : Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Berlin, Germany, E1

conference

Sleep-wake classification using statistical features extracted from Photoplethysmographic signals

Mohammod Motin, Chandan Karmakar, Thomas Penzel, Marimuthu Palaniswami

(2019), pp. 5564-5567, EMBC 2019: Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Berlin, Germany, E1

conference

The influence of vectorcardiogram orientation on the T/QRS ratio obtained via non-invasive fetal ECG

Emerson Keenan, Chandan Karmakar, Marimuthu Palaniswami

(2019), pp. 1883-1886, EMBC 2019 : Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Berlin, Germany, E1

conference
2018

Tone-entropy analysis of heart rate variability in cardiac autonomic neuropathy

C Karmakar, A Khandoker, H Jelinek, M Palaniswami

(2018), pp. 227-248, ECG time series variability analysis : engineering and medicine, Boca Raton, Fla, B1

book chapter

Monitoring patients during neurorehabilitation following central or peripheral nervous system injury: dynamic difficulty adaptation

H Jelinek, D Cornforth, A Koenig, R Riener, C Karmakar, M Imam, A Khandoker, M Palaniswami, M Minichiello

(2018), pp. 281-296, ECG time series variability analysis : engineering and medicine, Boca Raton, Fla, B1

book chapter

Ensemble empirical mode decomposition with principal component analysis: a novel approach for extracting respiratory rate and heart rate from photoplethysmographic signal

M Motin, C Karmakar, M Palaniswami

(2018), Vol. 22, pp. 766-774, IEEE Journal of Biomedical and Health Informatics, United States, C1

journal article

Blockade of the angiotensin system improves mental health domain of quality of life: A meta-analysis of randomized clinical trials

D Brownstein, E Salagre, C Köhler, B Stubbs, J Vian, C Pereira, V Chavarria, C Karmakar, A Turner, J Quevedo, A Carvalho, M Berk, B Fernandes

(2018), Vol. 52, pp. 24-38, Australian and New Zealand Journal of Psychiatry, England, C1

journal article

Understanding irregularity characteristics of short-term HRV signals using sample entropy profile

R Udhayakumar, C Karmakar, M Palaniswami

(2018), Vol. 65, pp. 2569-2579, IEEE Transactions on Biomedical Engineering, United States, C1

journal article

Detection of epileptic seizure based on entropy analysis of short-term EEG

P Li, C Karmakar, J Yearwood, S Venkatesh, M Palaniswami, C Liu

(2018), Vol. 13, PLoS ONE, United States, C1

journal article

Heart rate variability alterations in late life depression: A meta-analysis

L Brown, C Karmakar, R Gray, R Jindal, T Lim, C Bryant

(2018), Vol. 235, pp. 456-466, Journal of Affective Disorders, Netherlands, C1

journal article

Does the Temporal Asymmetry of Short-Term Heart Rate Variability Change during Regular Walking? A Pilot Study of Healthy Young Subjects

X Wang, C Yan, B Shi, C Liu, C Karmakar, P Li

(2018), Vol. 2018, Computational and Mathematical Methods in Medicine, United States, C1

journal article

Multi-lag tone-entropy in neonatal stress

M Šapina, C Karmakar, K Kramarić, M Garcin, P Adelson, K Milas, M Pirić, D Brdarić, J Yearwood

(2018), Vol. 15, Journal of the Royal Society Interface, England, C1

journal article

The effects of asymmetric volume conductor modeling on non-invasive fetal ECG extraction

E Keenan, C Karmakar, M Palaniswami

(2018), Vol. 39, Physiological Measurement, England, C1

journal article

Onset detection of epileptic seizures from accelerometry signal

Shitanshu Kusmakar, Chandan Karmakar, Bernard Yan, Terence O'Brien, Ramanathan Muthuganapathy, Marimuthu Palaniswami

(2018), pp. 6104-6107, EMBC 2018 : Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Honolulu, Hi, E1

conference

Robust heart rate estimation during physical exercise using photoplethysmographic signals

Mohammod Motin, Chandan Karmakar, Marimuthu Palaniswami

(2018), Vol. 2018, pp. 494-497, Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Honolulu, Hawaii, E1

conference

Improved detection and classification of convulsive epileptic and psychogenic non-epileptic seizures using FLDA and Bayesian inference

Shitanshu Kusmakar, Chandan Karmakar, Bernard Yan, Terence OrBrien, Marimuthu Palaniswami, Ramanathan Muthuganapathy

(2018), Vol. 2018, pp. 3402-3405, Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Honolulu, Hawaii, E1

conference
2017

Approximate entropy profile: a novel approach to comprehend irregularity of short-term HRV signal

R Udhayakumar, C Karmakar, M Palaniswami

(2017), Vol. 88, pp. 823-837, Nonlinear dynamics, Dordrecht, The Netherlands, C1

journal article

Area asymmetry of heart rate variability signal

C Yan, P Li, L Ji, L Yao, C Karmakar, C Liu

(2017), Vol. 16, BioMedical Engineering Online, England, C1

journal article

Stability, consistency and performance of distribution entropy in analysing short length heart rate variability (HRV) signal

C Karmakar, R Udhayakumar, P Li, S Venkatesh, M Palaniswami

(2017), Vol. 8, Frontiers in Physiology, Switzerland, C1

journal article

The influence of pharmacological autonomic blockades on multi-scale measures of heart rate variability

F Marzbanrad, C Karmakar, A Khandoker, M Palaniswami, T Moritani, H Jelinek

(2017), Vol. 65, pp. 462-465, EMBEC 2017 & NBC 2017 : Proceedings of the 2017 Joint conference of the European Medical and Biological and Nordic-Baltic Conference on Biomedical Engineering and Medical Physics, Tampere, Finland, E1

conference

Secondary measures of regularity from an entropy profile in detecting Arrhythmia

Radhagayathri Udhayakumar, Chandan Karmakar, Marimuthu Palaniswami

(2017), Vol. 2017, pp. 3485-3488, EMBC 2017 : Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Jeju Island, Korea, E1

conference

Detection of generalized tonic-clonic seizures using short length accelerometry signal

S Kusmakar, C Karmakar, B Yan, T O'Brien, R Muthuganapathy, M Palaniswami

(2017), Vol. 2017, pp. 4566-4569, EMBC 2017 : Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Jeju Island, Korea, E1

conference

Increased beat-to-beat variation in diastolic phase percentages in patients with congestive heart failure

Peng Li, Lei Yu, Yang Li, C Karmakar, Changchun Liu

(2017), pp. 1328-1331, EMBC 2017 : Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society Conference, Jeju Island, Korea, E1

conference

Modified thresholding technique of MMSPCA for extracting respiratory activity from short length PPG signal

Mohammod Motin, Chandan Karmakar, Marimuthu Palaniswami

(2017), Vol. 2017, pp. 1804-1807, EMBC '17 Jeju, Korea : 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society : Smarter Technology for a Healthier World : July 11-15, 2017, International Convention Center (ICC), Jeju Island, Korea, Cheju Island, Korea, E1

conference

Non-invasive sensor based automated smoking activity detection

B Bhandari, JianChao Lu, Xi Zheng, S Rajasegarar, C Karmakar

(2017), pp. 845-848, EMBC 2017 : Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Seogwipo, South Korea, E1

conference
2016

Detecting subclinical diabetic cardiac autonomic neuropathy by analyzing ventricular repolarization dynamics

M Imam, C Karmakar, H Jelinek, M Palaniswami, A Khandoker

(2016), Vol. 20, pp. 64-72, IEEE Journal of Biomedical and Health Informatics, United States, C1

journal article

Methodological comparisons of heart rate variability analysis in patients with type 2 diabetes and angiotensin converting enzyme polymorphism

F Marzbanrad, A Khandoker, B Hambly, E Ng, M Tamayo, Y Lu, S Matthews, C Karmakar, M Palaniswami, H Jelinek, C McLachlan

(2016), Vol. 20, pp. 55-63, IEEE journal of biomedical and health informatics, Piscataway, N.J., C1-1

journal article

Classification of 5-S epileptic EEG recordings using distribution entropy and sample entropy

P Li, C Karmakar, C Yan, M Palaniswami, C Liu

(2016), Vol. 7, Frontiers in Physiology, Switzerland, C1

journal article

Predicting Risk of Suicide Attempt Using History of Physical Illnesses From Electronic Medical Records

C Karmakar, W Luo, T Tran, M Berk, S Venkatesh

(2016), Vol. 3, JMIR Mental Health, Canada, C1

journal article

C-reactive protein concentrations across the mood spectrum in bipolar disorder: a systematic review and meta-analysis

B Fernandes, J Steiner, M Molendijk, S Dodd, P Nardin, C Gonçalves, F Jacka, C Köhler, C Karmakar, A Carvalho, M Berk

(2016), Vol. 3, pp. 1147-1156, The Lancet Psychiatry, England, C1

journal article

Guidelines for developing and reporting machine learning predictive models in biomedical research: A multidisciplinary view

W Luo, D Phung, T Tran, S Gupta, S Rana, C Karmakar, A Shilton, J Yearwood, N Dimitrova, T Ho, S Venkatesh, M Berk

(2016), Vol. 18, Journal of Medical Internet Research, Canada, C1

journal article

Multi-task transfer learning for in hospital-death prediction of ICU patients

C Karmakar, B Saha, M Palaniswami, S Venkatesh

(2016), pp. 3321-3324, EMBC 2016: Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Orlando, Florida, E1

conference

Effect of embedding dimension on complexity measures in identifying Arrhythmia

R Udhayakumar, C Karmakar, P Li, M Palaniswami

(2016), Vol. October 2016, pp. 6230-6233, IEEE EMBC 2016 : Proceedings of the 38th Annual International Conference in Medicine and Biology Society, Orlando, Florida, E1

conference

An EEMD-PCA approach to extract heart rate, respiratory rate and respiratory activity from PPG signal.

Mohammod Motin, Marimuthu Palaniswami, C Karmakar

(2016), pp. 3817-3820, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, FL, USA, E1-1

conference

Heart rate independent QT variability component can detect subclinical cardiac autonomic neuropathy in diabetes

M Imam, A Khandoker, H Jelinek, M Palaniswami, C Karmakar

(2016), pp. 928-931, EMBC 2016 : Proceedings of the 38th IEEE Annual Internation Conference of the Engineering in Medicine and Biology Society, Orlando, Florida, E1

conference

Influence of embedding dimension on distribution entropy in analyzing heart rate variability

R Udhayakumar, P Li, M Palaniswami, C Karmakar

(2016), pp. 6222-6225, EMBC 2016 : Proceedings of the 38th IEEE Annual International Conference of the Engineering in medicine and Biology Society, Orlando, Florida, E1

conference
2015

The role of serious games in robot exoskeleton-assisted rehabilitation of stroke patients

D Cornforth, A Koenig, R Riener, K August, A Khandoker, C Karmakar, M Palaniswami, H Jelinek

(2015), pp. 233-254, Serious games analytics: methodologies for performance measurement, assessment, and improvement, Cham, Switzerland, B1-1

book chapter

Phase asymmetry of heart rate variability signal

C Karmakar, A Khandoker, M Palaniswami

(2015), Vol. 36, pp. 303-314, Physiological measurement, Bristol, Eng., C1-1

journal article

Tone entropy analysis of foetal heart rate variability

A Khandoker, C Karmakar, Y Kimura, M Endo, S Oshio, M Palaniswami

(2015), Vol. 17, pp. 1042-1053, Entropy, Basel, Switzerland, C1

journal article

Analysis of fetal heart rate asymmetry before and after 35 weeks of gestation

C Karmakar, Y Kimura, M Palaniswami, A Khandoker

(2015), Vol. 21, pp. 43-48, Biomedical signal processing and control, Amsterdam, The Netherlands, C1

journal article

Analyzing systolic-diastolic interval interaction characteristics in diabetic cardiac autonomic neuropathy progression

M Imam, C Karmakar, H Jelinek, M Palaniswami, A Khandoker

(2015), Vol. 3, pp. 1-10, IEEE journal of translational engineering in health and medicine, Piscataway, N.J., C1-1

journal article

Temporal dynamics of the circadian heart rate following low and high volume exercise training in sedentary male subjects

H Jelinek, C Karmakar, A Kiviniemi, A Hautala, M Tulppo, T Mäkikallio, H Huikuri, A Khandoker, M Palaniswami

(2015), Vol. 115, pp. 2069-2080, European journal of applied physiology, Berlin, Germany, C1-1

journal article

Distribution Entropy (DistEn) : a complexity measure to detect arrhythmia from short length RR interval time series

C Karmakar, R Udhayakumar, M Palaniswami

(2015), pp. 5207-5210, EMBC 2015 : Proceedings of the IEEE Engineering in Medicine and Biology Society Annual International Conference, Milan, Italy, E1

conference

Effect of data length and bin numbers on distribution entropy (DistEn) measurement in analyzing healthy aging

R Udhayakumar, C Karmakar, P Li, M Palaniswami

(2015), pp. 7877-7880, EMBC 2015: Proceedings of the 37th IEEE Engineering in Medicine and Biology Society 2015 conference, Milan, Italy, E1

conference

Multi-lag HRV analysis discriminates disease progression of post-infarct people with no diabetes versus diabetes

C Karmakar, H Jelinek, A Khandoker, M Tulppo, T Makikallio, A Kiviniemi, H Huikuri, M Palaniswami

(2015), Vol. 2015, pp. 2367-2370, EMBC 2015: Proceedings of the IEEE Engineering in Medicine and Biology Society 2015 Annual International Conference, Milan, Italy, E1

conference

Influence of psychological stress on Systolic-Diastolic Interval (SDI) interaction characteristics measured from the electrocardiogram (ECG) signal

Chandan Karmakar, Mohammad Imam, Peng Li, Marimuthu Palaniswami

(2015), pp. 377-380, 2015 Computing in Cardiology Conference (CinC), Nice, France, E1

conference
2014

Retinal artery and venular caliber grading: a semi-automated evaluation tool

A Bhuiyan, C Karmakar, R Kawasaki, E Lamoureux, K Ramamohanarao, Y Kanagasingam, T Wong

(2014), Vol. 44, pp. 1-9, Computers in biology and medicine, Amsterdam, The Netherlands, C1-1

journal article

Effect of ECG-derived respiration (EDR) on modeling ventricular repolarization dynamics in different physiological and psychological conditions

M Imam, C Karmakar, A Khandoker, M Palaniswami

(2014), Vol. 52, pp. 851-860, Medical and biological engineering and computing, Berlin, Germany, C1-1

journal article

Relationship between heart rate variability and angiotensinogen gene polymorphism in diabetic and control individuals

F Marzbanrad, B Hambly, E Ng, M Tamayo, S Matthews, C Karmakar, A Khandoker, M Palaniswami, H Jelinek

(2014), Vol. 2014, pp. 6683-6686, EMBC 2014 : Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Chicago, Illinois, E1-1

conference

Investigating foetal heart rate asymmetry

C Karmakar, A Khandoker, Y Kimura, M Palaniswami

(2014), Vol. 2014, pp. 2261-2264, EMBC 2014 : Proceedings of the 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Chocago, Illinois, E1-1

conference

Effect of gender and diabetes on major depressive disorder using heart rate asymmetry

C Karmakar, H Jelinek, P Warner, A Khandoker, M Palaniswami

(2014), Vol. 2014, pp. 6679-6682, EMBC 2014 : Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Chicago, Illinois, E1-1

conference
2013

Poincaré plot methods for heart rate variability analysis

A Khandoker, C Karmakar, M Brennan, A Voss, M Palaniswami

(2013), New York, N.Y., A1-1

book

Understanding ageing effects using complexity analysis of foot-ground clearance during walking

C Karmakar, A Khandoker, R Begg, M Palaniswami

(2013), Vol. 16, pp. 554-564, Computer methods in biomechanics and biomedical engineering, Abingdon, Eng., C1-1

journal article

Investigating relative respiratory effort signals during mixed sleep apnea using photoplethysmogram

A Khandoker, C Karmakar, T Penzel, M Glos, M Palaniswami

(2013), Vol. 41, pp. 2229-2236, Annals of biomedical engineering, New York, N.Y., C1-1

journal article

Risk stratification of cardiac autonomic neuropathy based on multi-lag tone-entropy

C Karmakar, A Khandoker, H Jelinek, M Palaniswami

(2013), Vol. 51, pp. 537-546, Medical & biological engineering & computing, Berlin, Germany, C1-1

journal article

Drusen quantification for early identification of age related macular degeneration (AMD) using color fundus imaging

A Bhuiyan, C Karmakar, D Xiao, K Ramamohanarao, Y Kanagasingam

(2013), Vol. 2013, pp. 7392-7395, EMB 2013 : Proceedings of the Engineering in Medicine and Biology Society conference, Osaka, Japan, E1-1

conference

Effect of using ECG derived respiration (EDR) signal in linear parametric QT-RR modeling

M Imam, C Karmakar, A Khandoker, M Palaniswami

(2013), pp. 1968-1971, Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE, Osaka, Japan, E1-1

conference

Multi-scale tone entropy in differentiating physiologic and synthetic RR time series

C Karmakar, A Khandoker, M Palaniswami

(2013), Vol. 2013, pp. 6135-6138, Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE, Osaka, Japan, E1-1

conference

Effect of premature activation in analyzing QT dynamics instability using QT-RR model for ventricular fibrillation and healthy subjects

M Imam, C Karmakar, A Khandoker, M Palaniswami

(2013), Vol. 2013, pp. 2559-2562, Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE, Osaka, Japan, E1-1

conference

Estimating relative respiratory effort from features of Photo-Plethysmography signal

A Khandoker, C Karmakar, T Penzel, M Glos, C Schoebel, M Palaniswami

(2013), pp. 6575-6578, Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE, Osaka, Japan, E1-1

conference
2012

Investigating the changes in heart rate asymmetry (HRA) with perturbation of parasympathetic nervous system

C Karmakar, A Khandoker, M Palaniswami

(2012), Vol. 35, pp. 465-474, Australasian physical and engineering sciences in medicine, Amsterdam, The Netherlands, C1-1

journal article

Identifying increased risk of post-infarct people with diabetes using multi-lag Tone-Entropy analysis

C Karmakar, H Jelinek, A Khandoker, M Tulppo, T Makikallio, A Kiviniemi, H Huikuri, M Palaniswami

(2012), pp. 25-28, EMBC 2012 : Proceedings of the Engineering and Biology Society 2012 Conference, San Diego, California, E1-1

conference
2011

Sensitivity of temporal heart rate variability in Poincaré plot to changes in parasympathetic nervous system activity

C Karmakar, A Khandoker, A Voss, M Palaniswami

(2011), Vol. 10, pp. 1-14, Biomedical engineering online, London, Eng., C1-1

journal article

Comparison of pulse rate variability with heart rate variability during obstructive sleep apnea

A Khandoker, C Karmakar, M Palaniswami

(2011), Vol. 33, pp. 204-209, Medical engineering & physics, Amsterdam, The Netherlands, C1-1

journal article
2010

Toe clearance and velocity profiles of young and elderly during walking on sloped surfaces

A Khandoker, K Lynch, C Karmakar, R Begg, M Palaniswami

(2010), Vol. 7, pp. 1-10, Journal of neuroengineering and rehabilitation, London, Eng., C1-1

journal article

How information technology can support family law and mediation

E Bellucci, D Macfarlane, J Zeleznikow

(2010), pp. 243-255, BIS 2010 : Proceedings of the 13th International Conference on Business Information Systems Workshop, Berlin, Germany, E1-1

conference
2009

Complex correlation measure: a novel descriptor for Poincaré plot

C Karmakar, A Khandoker, J Gubbi, M Palaniswami

(2009), Vol. 8, pp. 1-12, Biomedical engineering online, London, Eng., C1-1

journal article

Defining asymmetry in heart rate variability signals using a Poincaré plot

C Karmakar, A Khandoker, J Gubbi, M Palaniswami

(2009), Vol. 30, pp. 1227-1240, Physiological measurement, Bristol, Eng., C1-1

journal article

Automated recognition of patients with obstructive sleep apnoea using wavelet-based features of electrocardiogram recordings

A Khandoker, C Karmakar, M Palaniswami

(2009), Vol. 39, pp. 88-96, Computers in biology and medicine, Amsterdam, The Netherlands, C1-1

journal article
2008

Investigating scale invariant dynamics in minimum toe clearance variability of the young and elderly during treadmill walking

A Khandoker, S Taylor, C Karmakar, R Begg, M Palaniswami

(2008), Vol. 16, pp. 380-389, IEEE Transactions on Neural Systems and Rehabilitation Engineering, Piscataway, N.J., C1-1

journal article

Analysis of coherence between sleep EEG and ECG signals during and after obstructive sleep apnea events

A Khandoker, C Karmakar, M Palaniswami

(2008), pp. 3876-3879, Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology", Vancouver, BC, Canada, E1-1

conference

Funded Projects at Deakin

Australian Competitive Grants

New Entropy Measures of Short Term Signals for Smart Wearable Devices

A/Prof Chandan Karmakar, Prof Marimuthu Palaniswami, Prof Thomas Penzel

ARC - Discovery Projects

  • 2021: $35,000
  • 2020: $65,000
  • 2019: $35,000

Machine learning approaches and wearable blood pressure device for individualised management of blood pressure (WinBP): a three-phase, mixed methods, pilot randomised controlled trial

A/Prof Shariful Islam, Prof Ralph Maddison, A/Prof Chandan Karmakar, Prof Clara Chow

NHF Vanguard Grant - National Heart Foundation of Australia

  • 2023: $74,966

Other Public Sector Funding

Australia-China Young Scientists Exchange Program 2017

A/Prof Chandan Karmakar

AATSE Grant - Research - Australian Academy of Technological Sciences and Engineering

  • 2017: $499

Intelligent Power Management for eShepherd Collar

A/Prof Tim Wilkin, A/Prof Chandan Karmakar, Prof Seng Loke

Department of Industry, Innovation and Science

  • 2018: $38,959

Industry and Other Funding

Intelligent Power Management for eShepherd Collar

A/Prof Tim Wilkin, A/Prof Chandan Karmakar, Prof Seng Loke

Agersens Pty Ltd

  • 2018: $38,959

Identifying smoker subgroups misinformed about nicotine product relative harms

A/Prof Hua Yong, A/Prof Chandan Karmakar, Prof Ron Borland

NIH Grant - Research - National Institutes of Health

  • 2019: $29,404

Wearable Sensor Devices for Monitoring Chronic Diseases

A/Prof Chandan Karmakar

Australian Academy of Science Australia-India Early Career Fellowships

  • 2019: $9,327

Research support services for Philia Labs.

A/Prof Chandan Karmakar

Philia Labs Pty Ltd

  • 2020: $2,000
  • 2019: $1,291

Research support services - Phase 2 for Philia Labs.

A/Prof Chandan Karmakar

Philia Labs Pty Ltd

  • 2021: $70,333
  • 2020: $10,000

Research into the use of wearable technology in the construction industry with a specific focus on screening workers body temperature.

A/Prof Farnad Nasirzadeh, Prof Tony Arnel, A/Prof Chandan Karmakar

Redundancy Payment Central Fund Ltd t/as Incolink

  • 2020: $150,000

Estimation of Skin and Muscle Sympathetic nervous system activity from PPG signal.

A/Prof Chandan Karmakar

Philia Labs Pty Ltd

  • 2022: $35,000

Risk of Attempt of Suicide Model

A/Prof Chandan Karmakar, Prof Maia Angelova Turkedjieva, Dr Md Ahsan Habib

Leidos, Inc

  • 2024: $50,067
  • 2023: $34,043

Other Funding Sources

Analysing beat-to-beat fetal heart rate for monitoring fetus growth and abnormalities

A/Prof Chandan Karmakar

Australian Academy of Science Australia-India Senior Visiting Fellowships

  • 2016: $5,000

Supervisions

Principal Supervisor
2024

Ayman Mohamed Elsaid Youssef Abdallah

Thesis entitled: The Use of Machine Learning in Software Exploitation Detection

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

2023

Md Saifur Rahman

Thesis entitled: Machine Learning Framework for Noise Detection and Classification of Electrocardiogram (ECG)

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

2022

Emran Ali

Thesis entitled: Minimising Electroencephalogram Channels for Epileptic Seizure Detection

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

Associate Supervisor
2023

Md Ahsan Habib

Thesis entitled: Physiological Time Series Analysis Using Deep Learning Techniques

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