A new framework for automatic detection of patients with mild cognitive impairment using resting-state EEG signals
Article
Siuly, Siuly, Alcin, Omer Faruk, Kabir, Enamul, Sengur, Abdulkadir, Wang, Hua, Zhang, Yanchun and Whittaker, Frank. 2020. "A new framework for automatic detection of patients with mild cognitive impairment using resting-state EEG signals." IEEE Transactions on Neural Systems and Rehabilitation Engineering. 28 (9), pp. 1966-1976. https://doi.org/10.1109/TNSRE.2020.3013429
| Article Title | A new framework for automatic detection of patients with mild cognitive impairment using resting-state EEG signals |
|---|---|
| ERA Journal ID | 5044 |
| Article Category | Article |
| Authors | Siuly, Siuly (Author), Alcin, Omer Faruk (Author), Kabir, Enamul (Author), Sengur, Abdulkadir (Author), Wang, Hua (Author), Zhang, Yanchun (Author) and Whittaker, Frank (Author) |
| Journal Title | IEEE Transactions on Neural Systems and Rehabilitation Engineering |
| Journal Citation | 28 (9), pp. 1966-1976 |
| Number of Pages | 11 |
| Year | 2020 |
| Publisher | IEEE (Institute of Electrical and Electronics Engineers) |
| Place of Publication | United States |
| ISSN | 1534-4320 |
| 1558-0210 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1109/TNSRE.2020.3013429 |
| Web Address (URL) | https://ieeexplore.ieee.org/document/9153787 |
| Abstract | Mild cognitive impairment (MCI) can be an indicator representing the early stage of Alzheimier’s disease (AD). AD, which is the most common form of dementia, is a major public health problem worldwide. Efficient detection of MCI is essential to identify the risks of AD and dementia. Currently Electroencephalography (EEG) is the most popular tool to investigate the presenence of MCI biomarkers. This study aims to develop a new framework that can use EEG data to automatically distinguish MCI patients from healthy control subjects. The proposed framework consists of noise removal (baseline drift and power line interference noises), segmentation, data compression, feature extraction, classification, and performance evaluation. This study introduces Piecewise Aggregate Approximation (PAA) for compressing massive volumes of EEG data for reliable analysis. Permutation entropy (PE) and auto-regressive (AR) model features are investigated to explore whether the changes in EEG signals can effectively distinguish MCI from healthy control subjects. Finally, three models are developed based on three modern machine learning techniques: Extreme Learning Machine (ELM); Support Vector Machine (SVM) and K-Nearest Neighbours (KNN) for the obtained feature sets. Our developed models are tested on a publicly available MCI EEG database and the robustness of our models is evaluated by using a 10-fold cross validation method. The results show that the proposed ELM based method achieves the highest classification accuracy (98.78%) with lower execution time (0.281 seconds) and also outperforms the existing methods. The experimental results suggest that our proposed framework could provide a robust biomarker for efficient detection of MCI patients. |
| Keywords | mild cognitive impairment (MCI), Alzheimer’s disease (AD), electroencephalogram (EEG), piecewise aggregate proximation (PAA), auto-regressive (AR) model, permutation entropy (PE), extreme learning machine (ELM) |
| ANZSRC Field of Research 2020 | 469999. Other information and computing sciences not elsewhere classified |
| Public Notes | Files associated with this item cannot be displayed due to copyright restrictions. |
| Byline Affiliations | Victoria University |
| Malatya Turgut Ozal University, Turkiye | |
| School of Sciences | |
| Firat University, Turkey | |
| Institution of Origin | University of Southern Queensland |
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Venkatachalam, K., Bacanin, Nebojsa, Kabir, Enamul and Parbu, P.. 2021. "Effective Tensor Based PCA Machine Learning Techniques for Glaucoma Detection and ASPP – EffUnet Classification ." Siuly, Siuly, Wang, Hua, Chen, Lu, Guo, Yanhui and Xing, Chunxiao (ed.) 10th International Conference on Health Information Science (HIS 2021). Melbourne, Australia 25 - 28 Oct 2021 Switzerland. https://doi.org/10.1007/978-3-030-90885-0_17Machine learning algorithm for modelling infant mortality in Bangladesh
Rahman, Atikur, Hossain, Zakir, Kabir, Enamul and Rois, Rumana. 2021. "Machine learning algorithm for modelling infant mortality in Bangladesh." Siuly, Siuly, Wang, Hua, Chen, Lu, Guo, Yanhui and Xing, Chunxiao (ed.) 10th International Conference on Health Information Science (HIS 2021). Melbourne, Australia 25 - 28 Oct 2021 Switzerland. https://doi.org/10.1007/978-3-030-90885-0_19A hybrid approach for COVID-19 detection using biogeography-based optimization and deep learning
Venkatachalam, K., Siuly, Siuly, Kumar, M. Vinoth, Lalwani, Praveen, Mishra, Manas and Kabir, Enamul. 2021. "A hybrid approach for COVID-19 detection using biogeography-based optimization and deep learning." Computers, Materials and Continua. 70 (2), pp. 3717-3732. https://doi.org/10.32604/cmc.2022.018487Special issue on “Artificial Intelligence in Health Informatics”
Siuly, Siuly, Aickelin, Uwe, Kabir, Enamul, Huang, Zhisheng and Zhang, Yanchun. 2021. "Special issue on “Artificial Intelligence in Health Informatics”." Health Information Science and Systems. 9 (1), pp. 1-4. https://doi.org/10.1007/s13755-021-00155-7Estimating income-related and area-based inequalities in mental health among nationally representative adolescents in Australia: the concentration index approach
Islam, Md Irteja, Ormsby, Gail M., Kabir, Enamul and Khanam, Rasheda. 2021. "Estimating income-related and area-based inequalities in mental health among nationally representative adolescents in Australia: the concentration index approach." PLoS One. 16 (9), pp. 1-14. https://doi.org/10.1371/journal.pone.0257573Maternal health and health-related behaviours and their associations with child health: evidence from an Australian birth cohort
Ahmad, Kabir, Kabir, Enamul, Keramat, Sayed Afroz and Khanam, Rasheda. 2021. "Maternal health and health-related behaviours and their associations with child health: evidence from an Australian birth cohort." PLoS One. 16 (9), pp. 1-18. https://doi.org/10.1371/journal.pone.0257188Resampling methods for generating continuous multivariate synthetic data for disclosure control
Khan, Atikur R. and Kabir, Enamul. 2021. "Resampling methods for generating continuous multivariate synthetic data for disclosure control." Journal of Data, Information and Management. 3, pp. 225-235. https://doi.org/10.1007/s42488-021-00054-2A national assessment of elective cesarean sections in Bangladesh and the need for health literacy and accessibility
Afiaz, Awan, Arusha, Anowara Rayhan, Ananna, Nurjahan, Kabir, Enamul and Biswas, Raaj Kishore. 2021. "A national assessment of elective cesarean sections in Bangladesh and the need for health literacy and accessibility." Scientific Reports. 11 (1), pp. 1-12. https://doi.org/10.1038/s41598-021-96337-0Evaluating Risk and Protective Factors for Suicidality and Self-Harm in Australian Adolescents With Traditional Bullying and Cyberbullying Victimizations
Islam, Md Irteja, Yunus, Fakir Md, Kabir, Enamul and Khanam, Rasheda. 2022. "Evaluating Risk and Protective Factors for Suicidality and Self-Harm in Australian Adolescents With Traditional Bullying and Cyberbullying Victimizations." American Journal of Health Promotion. 36 (1), pp. 73-83. https://doi.org/10.1177/08901171211034105Smoker’s characteristics, general health and their perception of smoking in the social environment: a study of smokers in Rajshahi City, Bangladesh
Kamruzzaman, Md., Hossain, Ahammad and Kabir, Enamul. 2021. "Smoker’s characteristics, general health and their perception of smoking in the social environment: a study of smokers in Rajshahi City, Bangladesh." Journal of Public Health. 30 (6), pp. 1501-1512. https://doi.org/10.1007/s10389-020-01413-wA new framework for classification of multi-category hand grasps using EMG signals
Miften, Firas Sabar, Diykh, Mohammed, Abdulla, Shahab, Siuly, Siuly, Green, Jonathan H. and Deo, Ravinesh C.. 2021. "A new framework for classification of multi-category hand grasps using EMG signals." Artificial Intelligence in Medicine. 112, pp. 1-14. https://doi.org/10.1016/j.artmed.2020.102005Interaction between the place of residence and wealth on the risk of overweight and obesity in Bangladeshi women
Ahmad, Kabir, Khanam, Taslima, Keramat, Sayed Afroz, Islam, Md. Irteja, Kabir, Enamul and Khanam, Rasheda. 2020. "Interaction between the place of residence and wealth on the risk of overweight and obesity in Bangladeshi women." PLoS One. 15 (12), pp. 1-15. https://doi.org/10.1371/journal.pone.0243349Classification of alcoholic EEG signals using a deep learning method
Farsi, Leila, Siuly, Siuly, Kabir, Enamul and Wang, Hua. 2021. "Classification of alcoholic EEG signals using a deep learning method." IEEE Sensors Journal. 21 (3), pp. 3552 - 3560. https://doi.org/10.1109/JSEN.2020.3026830The modeling of human facial pain intensity based on Temporal Convolutional Networks trained with video frames in HSV color space
Bargshady, Ghazal, Zhou, Xujuan, Deo, Ravinesh C., Soar, Jeffrey, Whittaker, Frank and Wang, Hua. 2020. "The modeling of human facial pain intensity based on Temporal Convolutional Networks trained with video frames in HSV color space." Applied Soft Computing. 97 (Part A), pp. 1-14. https://doi.org/10.1016/j.asoc.2020.106805Finding an optimum set of roles in a CPAC model
Kabir, Enamul, Wang, Hua and Sun, Lili. 2019. "Finding an optimum set of roles in a CPAC model." 2019 International Conference on Networking and Network Applications (NaNA 2019). Daegu City, Korea 10 - 13 Oct 2019 Piscataway, United States. https://doi.org/10.1109/NaNA.2019.00014The 1st International Workshop on Context-Aware Recommendation Systems with Big Data Analytics (CARS-BDA)
Zhou, Xiangmin, Zhang, Ji and Zhang, Yanchun. 2019. "The 1st International Workshop on Context-Aware Recommendation Systems with Big Data Analytics (CARS-BDA)." 12th ACM International Conference on Web Search and Data Mining (WSDM 2019). Melbourne, Australia 11 - 15 Feb 2019 New York, United States. https://doi.org/10.1145/3289600.3291372Ensemble neural network approach detecting pain intensity from facial expressions
Bargshady, Ghazal, Zhou, Xujuan, Deo, Ravinesh C., Soar, Jeffrey, Whittaker, Frank and Wang, Hua. 2020. "Ensemble neural network approach detecting pain intensity from facial expressions." Artificial Intelligence in Medicine. 109, pp. 1-12. https://doi.org/10.1016/j.artmed.2020.101954Preserving Data Privacy and Security in Australian My Health Record System : A Quality Health Care Implication
Vimalachandran, Pasupathy, Zhang, Yanchun, Cao, Jinli, Sun, Lili and Yong, Jianming. 2018. "Preserving Data Privacy and Security in Australian My Health Record System : A Quality Health Care Implication." 19th International Conference on Web Information Systems Engineering (WISE 2018). Dubai, United Arab Emirates 12 - 15 Nov 2018 Germany. Springer. https://doi.org/10.1007/978-3-030-02925-8_8Bullying victimization, mental disorders, suicidality and self-harm among Australian high schoolchildren: Evidence from nationwide data
Islam, Md. Irteja, Khanam, Rasheda and Kabir, Enamul. 2020. "Bullying victimization, mental disorders, suicidality and self-harm among Australian high schoolchildren: Evidence from nationwide data." Psychiatry Research. 292. https://doi.org/10.1016/j.psychres.2020.113364The use of mental health services by Australian adolescents with mental disorders and suicidality: findings from a nationwide cross-sectional survey
Islam, Md. Irteja, Khanam, Rasheda and Kabir, Enamul. 2020. "The use of mental health services by Australian adolescents with mental disorders and suicidality: findings from a nationwide cross-sectional survey." PLoS One. 15 (4). https://doi.org/10.1371/journal.pone.0231180Suicidality, mental disorder and the utilization of mental health services among Australian adolescents
Islam, Md. Irteja, Kabir, Enamul and Khanam, Rasheda. 2020. "Suicidality, mental disorder and the utilization of mental health services among Australian adolescents." Children and Youth Services Review. 111. https://doi.org/10.1016/j.childyouth.2020.104821Modelling zero-truncated overdispersed antenatal health care count data of women in Bangladesh
Hossain, Zakir, Akter, Rozina, Sultana, Nasrin and Kabir, Enamul. 2020. "Modelling zero-truncated overdispersed antenatal health care count data of women in Bangladesh." PLoS One. 15 (1). https://doi.org/10.1371/journal.pone.0227824Enhanced deep learning algorithm development to detect pain intensity from facial expression images
Bargshady, Ghazal, Zhou, Xujuan, Deo, Ravinesh C., Soar, Jeffery, Whittaker, Frank and Wang, Hua. 2020. "Enhanced deep learning algorithm development to detect pain intensity from facial expression images." Expert Systems with Applications. 149, pp. 1-10. https://doi.org/10.1016/j.eswa.2020.113305A study on securing software defined networks
Ur Rasool, Raihan, Wang, Hua, Rafique, Wajid, Yong, Jianming and Cao, Jinli. 2017. "A study on securing software defined networks." 18th International Conference on Web Information Systems Engineering - WISE 2017. Puschino, Russia 07 - 11 Oct 2017 Switzerland. https://doi.org/10.1007/978-3-319-68786-5Analysis of overdispersed antenatal health care count data
Hossain, Zakir and Kabir, Enamul. 2019. "Analysis of overdispersed antenatal health care count data." Melbourne International Business and Social Science Research Conference 2019. Melbourne, Australia 28 - 30 Sep 2019 Australia.A pilot study to assess the effects of Tai Chi on health indicators in type 1 diabetes patients
Liu, Xin, Russell, Anthony, Kabir, Enamul and Brown, Wendy. 2019. "A pilot study to assess the effects of Tai Chi on health indicators in type 1 diabetes patients." Health. 11, pp. 341-350. https://doi.org/10.4236/health.2019.113030A quantitative approach to influential factors in One Day International cricket: analysis based on Bangladesh
Khan, Jahidur Rahmna, Biswas, Raaj Kishore and Kabir, Enamul. 2019. "A quantitative approach to influential factors in One Day International cricket: analysis based on Bangladesh." Journal of Sports Analytics. 5, pp. 57-63. https://doi.org/10.3233/JSA-170260Causes of urban migration in Bangladesh: evidence from the urban health survey
Biswas, Raaj Kishore, Kabir, Enamul and Khan, Hafiz T. A.. 2019. "Causes of urban migration in Bangladesh: evidence from the urban health survey." Population Research and Policy Review. 38 (4), pp. 593-614. https://doi.org/10.1007/s11113-019-09532-3A new design of mental state classification for subject independent BCI systems
Joadder, Md. A. M., Siuly, S., Kabir, E., Wang, H. and Zhang, Y.. 2019. "A new design of mental state classification for subject independent BCI systems." IRBM. 40 (5), pp. 297-305. https://doi.org/10.1016/j.irbm.2019.05.004Presence of books for children in the households of Bangladesh: a district-wise distribution
Biswas, Raaj Kishore, Sarker, Elizabeth Bianca, Kabir, Enamul and Senserrick, Teresa. 2020. "Presence of books for children in the households of Bangladesh: a district-wise distribution." Reading and Writing Quarterly: overcoming learning difficulties. 36 (1), pp. 65-79. https://doi.org/10.1080/10573569.2019.1624665Trend of child marriage in Bangladesh: a reflection on significant socioeconomic factors
Biswas, Raaj Kishore, Khan, Jahidur Rahman and Kabir, Enamul. 2019. "Trend of child marriage in Bangladesh: a reflection on significant socioeconomic factors." Children and Youth Services Review. 104, pp. 1-9. https://doi.org/10.1016/j.childyouth.2019.06.017Deep learning model for detection of pain intensity from facial expression
Soar, Jeffrey, Bargshady, Ghazal, Zhou, Xujuan and Whittaker, Frank. 2018. "Deep learning model for detection of pain intensity from facial expression." Mokhtari, Mounir, Abdulrazak, Bessam and Aloulou, Hamdi (ed.) 16th International Conference on Smart Homes and Health Telematics: Designing a Better Future: Urban Assisted Living (ICOST 2018). Singapore 10 - 12 Jul 2018 Cham, Switzerland. https://doi.org/10.1007/978-3-319-94523-1_22A feature extraction technique based on tunable Q-factor wavelet transform for brain signal classification
Al Ghayab, Hadi Ratham, Li, Yan, Siuly, S. and Abdulla, Shahab. 2019. "A feature extraction technique based on tunable Q-factor wavelet transform for brain signal classification." Journal of Neuroscience Methods. 312, pp. 43-52. https://doi.org/10.1016/j.jneumeth.2018.11.014A novel statistical technique for intrusion detection systems
Kabir, Enamul, Hu, Jiankun, Wang, Hua and Zhou, Guangping. 2018. "A novel statistical technique for intrusion detection systems." Future Generation Computer Systems: the international journal of grid computing: theory, methods and applications. 79, pp. 303-318. https://doi.org/10.1016/j.future.2017.01.029Cloud service description model: an extension of USDL for cloud services
Sun, Le, Ma, Jiangan, Wang, Hua, Zhang, Yanchun and Yong, Jianming. 2018. "Cloud service description model: an extension of USDL for cloud services." IEEE Transactions on Services Computing. 11 (2), pp. 354-368. https://doi.org/10.1109/TSC.2015.2474386Epileptic seizures detection in EEGs blending frequency domain with information gain technique
Al Ghayab, Hadi Ratham, Li, Yan, Siuly, Siuly and Abdulla, Shahab. 2019. "Epileptic seizures detection in EEGs blending frequency domain with information gain technique." Soft Computing. 23 (1), pp. 227-239. https://doi.org/10.1007/s00500-018-3487-0A joint deep neural network model for pain recognition from face
Bargshady, Ghazal, Soar, Jeffrey, Zhou, Xujuan, Deo, Ravinesh, Whittaker, Frank and Wang, Hua. 2019. "A joint deep neural network model for pain recognition from face." 4th IEEE International Conference on Computer and Communication Systems (ICCCS 2019). Singapore 23 - 25 Feb 2019 Singapore. pp. 52-56 https://doi.org/10.1109/CCOMS.2019.8821779A New Way of Channel Selection in the Motor Imagery Classification for BCI Applications
Joadder, Md. A. Mannan, Siuly, Siuly and Kabir, Enamul. 2018. "A New Way of Channel Selection in the Motor Imagery Classification for BCI Applications ." Siuly, Siuly, Lee, Ickjai, Huang, Zhisheng, Zhou, Rui, Wang, Hua and Xiang, Wei (ed.) 7th International Conference on Health Information Science (HIS 2018). Cairns, Australia 05 - 07 Oct 2018 Switzerland. https://doi.org/10.1007/978-3-030-01078-2_10Investment in research and development compared to military expenditure: is research worthwhile?
Biswas, Raaj Kishore, Kabir, Enamul and Rafi, Refat Bin Reza. 2019. "Investment in research and development compared to military expenditure: is research worthwhile?" Defence and Peace Economics. 30 (7), pp. 846-857. https://doi.org/10.1080/10242694.2018.1477235A macro-level approach to assess the early developmental vulnerabilities of children in Australia: a local government area-based analysis
Biswas, Raaj Kishore and Kabir, Enamul. 2018. "A macro-level approach to assess the early developmental vulnerabilities of children in Australia: a local government area-based analysis." Children and Youth Services Review. 93, pp. 161-169. https://doi.org/10.1016/j.childyouth.2018.07.005Socioeconomic transition and its influence on body mass index (BMI) pattern in Bangladesh
Biswas, Raaj Kishore, Kabir, Enamul and Khan, Hafiz T. A.. 2019. "Socioeconomic transition and its influence on body mass index (BMI) pattern in Bangladesh." Journal of Evaluation in Clinical Practice. 25 (1), pp. 130-141. https://doi.org/10.1111/jep.13028Does income inequality matters for accessing health facility? Evidence from Bangladesh
Kabir, Enamul and Biswas, Raaj Kishore. 2018. "Does income inequality matters for accessing health facility? Evidence from Bangladesh." Melbourne International Business and Social Science Research Conference (MIBSRC 2018). Melbourne, Australia 27 - 28 Oct 2018 Australia.Epileptic EEG signal classification using optimum allocation based power spectral density estimation
Al Ghayab, Hadi Ratham, Li, Yan, Siuly, Siuly and Abdulla, Shahab. 2018. "Epileptic EEG signal classification using optimum allocation based power spectral density estimation." IET Signal Processing. 12 (6), pp. 738-747. https://doi.org/10.1049/iet-spr.2017.0140Does national investment on R&D compared to military expenditure achieve greater development?
Kabir, Enamul, Biswas, Raaj and Rafi, Refat Bin Reza. 2017. "Does national investment on R&D compared to military expenditure achieve greater development?" Melbourne International Business and Social Science Research Conference 2017. Melbourne, Australia 28 - 30 Oct 2017 Australia.An analysis system detecting epileptic seizure from EEG
Kabir, Enamul and Wang, Hua. 2017. "An analysis system detecting epileptic seizure from EEG." 2017 Young Statisticians Conference: Modelling Our Future. Tweed Heads, Australia 26 - 27 Sep 2017 Australia.Developing a tunable Q-factor wavelet transform based algorithm for epileptic EEG feature extraction
Al Ghayab, Hadi Ratham, Li, Yan, Siuly, Siuly, Abdulla, Shahab and Wen, Paul. 2017. "Developing a tunable Q-factor wavelet transform based algorithm for epileptic EEG feature extraction." Siuly, Siuly, Huang, Zhisheng, Aickelin, Uwe, Zhou, Rui, Wang, Hua, Zhang, Yanchun and Klimenko, Stanislav (ed.) 6th International Conference on Health Information Science (HIS 2017). Moscow, Russian Federation 07 - 09 Oct 2017 Germany. https://doi.org/10.1007/978-3-319-69182-4_6A computer aided analysis scheme for detecting epileptic seizure from EEG data
Kabir, Enamul, Siuly, Siuly, Cao, Jinli and Wang, Hua. 2018. "A computer aided analysis scheme for detecting epileptic seizure from EEG data." International Journal of Computational Intelligence Systems. 11, pp. 663-671. https://doi.org/10.2991/ijcis.11.1.51Cluster-based scheduling algorithm for periodic XML data broadcast in wireless environments
Qin, Yongrui, Wang, Hua and Sun, Lili. 2011. "Cluster-based scheduling algorithm for periodic XML data broadcast in wireless environments ." Zhang, Yanchun (ed.) 25th IEEE International Conference on Advanced Information Networking and Applications (WAINA 2011). Biopolis, Singapore 22 - 25 Mar 2011 Los Alamitos, CA. United States. https://doi.org/10.1109/WAINA.2011.60On secure wireless communications for IoT under eavesdropper collusion
Zhang, Yuanyu, Shen, Yulong, Wang, Hua, Yong, Jianming and Jiang, Xiaohong. 2016. "On secure wireless communications for IoT under eavesdropper collusion." IEEE Transactions on Automation Science and Engineering. 13 (3), pp. 1281-1293. https://doi.org/10.1109/TASE.2015.2497663BMI transitions in Australian women: amount and causes of weight change associated with progression from healthy to unhealthy BMI over 16 years
Brown, Wendy J., Kabir, Enamul, Gomersall, Sjaan and Clark, Bronwyn. 2017. "BMI transitions in Australian women: amount and causes of weight change associated with progression from healthy to unhealthy BMI over 16 years." 24th European Congress on Obesity (ECO2017). Porto, Portugal 17 - 20 May 2017Women’s opinion on the justification of physical spousal violence: a quantitative approach to model the most vulnerable households in Bangladesh
Biswas, Raaj Kishore, Rahman, Nusma, Kabir, Enamul and Raihan, Farabi. 2017. "Women’s opinion on the justification of physical spousal violence: a quantitative approach to model the most vulnerable households in Bangladesh." PLoS One. 12 (11). https://doi.org/10.1371/journal.pone.0187884Effect of sex and age on traumatic brain injury: a geographical comparative study
Biswas, Raaj Kishore, Kabir, Enamul and King, Rachel. 2017. "Effect of sex and age on traumatic brain injury: a geographical comparative study." Archives of Public Health. 75 (1). https://doi.org/10.1186/s13690-017-0211-yEEG signal analysis and classification: techniques and applications
Siuly, Siuly, Li, Yan and Zhang, Yanchun. 2017. EEG signal analysis and classification: techniques and applications. Switzerland. Springer.Influence of distance between residence and health facilities on non-communicable diseases: an assessment over hypertension and diabetes in Bangladesh
Biswas, Raaj Kishore and Kabir, Enamul. 2017. "Influence of distance between residence and health facilities on non-communicable diseases: an assessment over hypertension and diabetes in Bangladesh." PLoS One. 12 (5). https://doi.org/10.1371/journal.pone.0177027What factors should we focus on to prevent progression from healthy to unhealthy BMI in Australian women?
Brown, Wendy, Kabir, Enamul, Clark, Bronwyn and Gomersall, Sjaan. 2016. "What factors should we focus on to prevent progression from healthy to unhealthy BMI in Australian women?" 6th International Congress on Physical Activity and Public Health (ISPAH 2016). Bangkok, Thailand 16 - 19 Nov 2016 Thailand.Editorial
Wang, Hua and Jia, Xiaohua. 2012. "Editorial." Journal of Software. 7 (11), pp. 2387-2388.Synthesis and photoluminescence of nano/ microstructured Y0.95Eu0.05PO4 via hydrothermal process
Bao, Jinrong, Lu, Yue, Li, Wenxian, Wang, Hua and Yu, Ranbo. 2014. "Synthesis and photoluminescence of nano/ microstructured Y0.95Eu0.05PO4 via hydrothermal process." Optoelectronics and Advanced Materials, Rapid Communications. 8 (1-2), pp. 18-22.Positive Influence Dominating Set Games
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui, Zhang, Ji, Yi, Xun and Yong, Jianming. 2014. "Positive Influence Dominating Set Games." Hou, Jiang-Liang, Trappey, Amy J. C., Wu, Chien-Wei, Chang, Kuo-Hao, Liao, Chuing-Shou, Shen, Wei-Ming, Barthes, Jean-Paul and Luo, Jun-Zhou (ed.) 18th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2014). Hsinchu, Taiwan 21 - 23 May 2014 United States. https://doi.org/10.1109/CSCWD.2014.6846890Access control management with provenance in healthcare environments
Ma, Taotao, Wang, Hua, Cao, Jinli, Yong, Jianming and Zhao, Yueai. 2016. "Access control management with provenance in healthcare environments." 20th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCDW 2016). Nanchang, China 04 - 06 May 2016 United States. https://doi.org/10.1109/CSCWD.2016.7566048Discriminating the brain activities for brain–computer interface applications through the optimal allocation-based approach
Siuly, Siuly and Li, Yan. 2015. "Discriminating the brain activities for brain–computer interface applications through the optimal allocation-based approach." Neural Computing and Applications. 26 (4), pp. 799-811. https://doi.org/10.1007/s00521-014-1753-3Microaggregation sorting framework for k-anonymity statistical disclosure control in cloud computing
Kabir, Md Enamul, Mahmood, Abdun Naser, Mustafa, Abdul K. and Wang, Hua. 2020. "Microaggregation sorting framework for k-anonymity statistical disclosure control in cloud computing." IEEE Transactions on Cloud Computing. 8 (2), pp. 408-417. https://doi.org/10.1109/TCC.2015.2469649Modeling of agricultural drought risk pattern using Markov chain and GIS in the western part of Bangladesh
Kamruzzaman, Md., Kabir, Md Enamul, Rahman, A. T. M. Sakiur, Jahan, Chowdhury Sarwar, Mazumder, Quamrul Hasan and Rahman, M. Sayedur. 2018. "Modeling of agricultural drought risk pattern using Markov chain and GIS in the western part of Bangladesh." Environment, Development and Sustainability: a multidisciplinary approach to the theory and practice of sustainable development. 20 (2), pp. 569-588. https://doi.org/10.1007/s10668-016-9898-0Trade-off between Type I error and power: a requirement of robust technique for analysing ordinal outcomes
Biswas, Raaj, King, Rachel and Kabir, Enamul. 2016. "Trade-off between Type I error and power: a requirement of robust technique for analysing ordinal outcomes." Australian Statistical Conference 2016. Canberra, Australia 05 - 09 Dec 2016 Australia.Maintaining a healthy BMI: data from a 16-year study of young Australian women
Brown, Wendy J., Kabir, Enamul, Clark, Bronwyn K. and Gomersall, Sjaan R.. 2016. "Maintaining a healthy BMI: data from a 16-year study of young Australian women." American Journal of Preventive Medicine. 51 (6), pp. e165-e178. https://doi.org/10.1016/j.amepre.2016.09.007Spatio-temporal analysis of climatic variables in the western part of Bangladesh
Kamruzzaman, Md., Rahman, A. T. M. Sakiur, Ahmed, Md. Shakil, Kabir, Md Enamul, Mazumder, Quamrul Hasan, Rahman, M. Sayedur and Jahan, Chowdhury Sarwar. 2018. "Spatio-temporal analysis of climatic variables in the western part of Bangladesh." Environment, Development and Sustainability: a multidisciplinary approach to the theory and practice of sustainable development. 20 (1), pp. 89-108. https://doi.org/10.1007/s10668-016-9872-xNew multi-dimensional sorting based k-anonymity microaggregation for statistical disclosure control
Mahmood, Abdun Naser, Kabir, Md Enamul and Mustofa, Abdul K.. 2013. "New multi-dimensional sorting based k-anonymity microaggregation for statistical disclosure control." 8th International ICST Conference, SecureComm 2012: Security and Privacy in Communication Networks. Padua, Italy 03 - 05 Sep 2012 https://doi.org/10.1007/978-3-642-36883-7_16Modelling corporate stakeholder orientation: does the relationship between stakeholder background characteristics and corporate social performance matter?
Erdiaw-Kwasie, Michael O., Alam, Khorshed and Kabir, Enamul. 2017. "Modelling corporate stakeholder orientation: does the relationship between stakeholder background characteristics and corporate social performance matter?" Business Strategy and the Environment. 26 (4), pp. 465-479. https://doi.org/10.1002/bse.1930Causal dependencies of provenance data in healthcare environment
Ma, Taotao, Yong, Jianming, Wang, Hua and Zhao, Yueai. 2015. "Causal dependencies of provenance data in healthcare environment." Fortino, Giancarlo, Shen, Weiming, Barthes, Jean-Paul, Luo, Junzhou, Li, Wenfeng, Ochoa, Sergio, Abel, Marie-Helene, Guerrieri, Antonio and Ramos, Milton (ed.) 19th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2015). Calabria, Italy 06 - 08 May 2015 https://doi.org/10.1109/CSCWD.2015.7231033Efficient Algorithms for Scheduling XML Data in a Mobile Wireless Broadcast Environment
Qin, Yongrui, Wang, Hua, Zhang, Ji, Tao, Xiaohui, Zhang, Wei Emma, Taylor, Kerry and Sheng, Quan Z.. 2015. "Efficient Algorithms for Scheduling XML Data in a Mobile Wireless Broadcast Environment." 21st IEEE International Conference on Parallel and Distributed Systems (ICPADS 2015). Melbourne, Australia 14 - 17 Dec 2015 Australia. https://doi.org/10.1109/ICPADS.2015.96Designing a robust feature extraction method based on optimum allocation and principal component analysis for epileptic EEG signal classification
Siuly, Siuly and Li, Yan. 2015. "Designing a robust feature extraction method based on optimum allocation and principal component analysis for epileptic EEG signal classification." Computer Methods and Programs in Biomedicine. 119 (1), pp. 29-42. https://doi.org/10.1016/j.cmpb.2015.01.002Shewhart control chart for individual measurement: an application in a weaving mill
Biswas, Raaj Kishore, Masud, Mohammad Shahed and Kabir, Enamul. 2015. "Shewhart control chart for individual measurement: an application in a weaving mill." Melbourne International Business and Social Science Research Conference 2015. Melbourne, Australia 02 - 04 Oct 2015 Australia.Epileptic seizure detection from EEG signals using logistic model trees
Kabir, Enamul, Siuly, . and Zhang, Yanchun. 2016. "Epileptic seizure detection from EEG signals using logistic model trees." Brain Informatics. 3 (2), pp. 93-100. https://doi.org/10.1007/s40708-015-0030-2Cluster analysis of behavioural weight management strategies and associations with weight change in young women: a longitudinal analysis
Madigan, C. D., Daley, A. J., Kabir, E., Aveyard, P. and Brown, W.. 2015. "Cluster analysis of behavioural weight management strategies and associations with weight change in young women: a longitudinal analysis." International Journal of Obesity. 39 (11), pp. 1601-1606. https://doi.org/10.1038/ijo.2015.116Exploring sampling in the detection of multicategory EEG signals
Siuly, Siuly, Kabir, Enamul, Wang, Hua and Zhang, Yanchun. 2015. "Exploring sampling in the detection of multicategory EEG signals." Computational and Mathematical Methods in Medicine. 2015. https://doi.org/10.1155/2015/576437K−means clustering microaggregation for statistical disclosure control
Kabir, Md Enamul, Mahmood, Abdur Naser and Mustafa, Abdul K.. 2012. "K−means clustering microaggregation for statistical disclosure control." 2012 International Conference on Advances in Computing (ICADC 2012). Bangalore 04 - 06 Jul 2012 https://doi.org/10.1007/978-81-322-0740-5_135On efficient and robust anonymization for privacy protection on massive streaming categorical information
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Wang, Guangyuan, Wang, Hua, Tao, Xiaohui, Zhang, Ji and Zhang, Jinhua. 2013. "Minimising k-dominating set in arbitrary network graphs." Motoda, Hiroshi, Wu, Zhaohui, Cao, Longbing, Zaiane, Osmar, Yao, Min and Wang, Wei (ed.) 9th International Conference on Advanced Data Mining and Applications (ADMA 2013). Hangzhou, China 14 - 16 Dec 2013 Heidelberg, Germany. Springer. https://doi.org/10.1007/978-3-642-53917-6_11SODIT: An innovative system for outlier detection using multiple localized thresholding and interactive feedback
Zhang, Ji, Wang, Hua, Tao, Xiaohui and Sun, Lili. 2013. "SODIT: An innovative system for outlier detection using multiple localized thresholding and interactive feedback." 29th IEEE International Conference on Data Engineering (ICDE 2013). Brisbane, Australia 08 - 11 Apr 2013 Piscataway, NJ. United States. https://doi.org/10.1109/ICDE.2013.6544945Finding a weighted positive influence dominating set in e-learning social networks
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Wang, Guangyuan, Wang, Hua, Tao, Xiaohui and Zhang, Ji. 2012. "A self-stabilizing algorithm for finding a minimal K-dominating set in general networks." Xiang, Yang, Pathan, Mukaddim, Tao, Xiaohui and Wan g, Hua (ed.) 3rd International Conference on Data and Knowledge Engineering (ICDKE 2012). Fujian, China 21 - 23 Nov 2012 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-34679-8_8Satisfying privacy requirements before data anonymization
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Li, Min, Sun, Xiaoxun, Wang, Hua and Zhang, Yanchun. 2012. "Multi-level delegations with trust management in access control systems." Journal of Intelligent Information Systems. 39 (3), pp. 611-626. https://doi.org/10.1007/s10844-012-0205-8Semantic access control for cloud computing based on e-healthcare
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Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2009. "Microdata protection through approximate microaggregation." Mans, Bernard (ed.) 32nd Australasian Computer Science Conference (ACSC 2009). Wellington, New Zealand 19 - 23 Jan 2009 Adelaide, Australia.Privacy-aware access control with generalization boundaries
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Kabir, Md Enamul and Wang, Hua. 2009. "Conditional purpose based access control model for privacy protection." Bouguettaya, Athman and Lin, Xuemin (ed.) ADC 2009: 20th Australasian Conference on Australasian Database. Wellington, New Zealand 20 - 23 Jan 2009 Sydney, Australia.Authorization algorithms for the mobility of user-role relationship
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