Siuly, Siuly

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Article

Alvi, Ashik Mostafa A ORCID: 0000-0001-7898-2030, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996, Wang, K ORCID: 0000-0001-5208-1090 and Whittaker, Frank ORCID: 0000-0002-3728-0291 (2022) A deep learning based framework for diagnosis of mild cognitive impairment. Knowledge-Based Systems, 248. ISSN 0950-7051 (In Press)

Demir, F ORCID: 0000-0003-3210-3664, Sobahi, N ORCID: 0000-0001-5788-5629, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Sengur, A ORCID: 0000-0003-1614-2639 (2021) Exploring Deep Learning Features for Automatic Classification of Human Emotion Using EEG Rhythms. IEEE Sensors Journal, 21 (13). pp. 14923-14930. ISSN 1530-437X

Tawhid, MNA, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996, Whittaker, Frank ORCID: 0000-0002-3728-0291, Wang, K and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2021) A spectrogram image based intelligent technique for automatic detection of autism spectrum disorder from EEG. PLoS ONE, 16 (6). ISSN 1932-6203

Hussain, Waqar, Sadiq, MT, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Rehman, A (2021) Epileptic seizure detection using 1 D-convolutional long short-term memory neural networks. Applied Acoustics, 177. ISSN 0003-682X

Supriya, Supriya ORCID: 0000-0002-3124-1187, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2021) New feature extraction for automated detection of epileptic seizure using complex network framework. Applied Acoustics, 180. ISSN 0003-682X

Alvi, Ashik Mostafa, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Wang, Hua ORCID: 0000-0002-8465-0996 (2021) Neurological abnormality detection from electroencephalography data: a review. Artificial Intelligence Review, 55 (3). pp. 2275-2312. ISSN 0269-2821 (print) 1573-7462 (online)

Farsi, Leila, Siuly, Siuly ORCID: 0000-0003-2491-0546, Kabir, Enamul ORCID: 0000-0002-6157-2753 and Wang, Hua ORCID: 0000-0002-8465-0996 (2021) Classification of Alcoholic EEG Signals Using a Deep Learning Method. IEEE Sensors Journal, 21 (3). pp. 3552-3560. ISSN 1530-437X

Miften, FS ORCID: 0000-0002-3557-2194, Diykh, M, Abdullah, S, Siuly, Siuly ORCID: 0000-0003-2491-0546, Green, JH and Deo, Ravinesh C (2021) A new framework for classification of multi-category hand grasps using EMG signals. Artificial Intelligence in Medicine, 112. ISSN 0933-3657

Supriya, Supriya ORCID: 0000-0002-3124-1187, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2021) Epilepsy Detection from EEG using Complex Network Techniques: A Review. IEEE Reviews in Biomedical Engineering. ISSN 1937-3333

Guo, Yanhui ORCID: 0000-0003-1814-9682, Du, Guo-Qing, Shen, Wen-Qian ORCID: 0000-0002-0114-9662, Du, Chunlai, He, Pei-Na and Siuly, Siuly ORCID: 0000-0003-2491-0546 (2021) Automatic myocardial infarction detection in contrast echocardiography based on polar residual network. Computer Methods and Programs in Biomedicine, 198. ISSN 0169-2607

Şengür, D and Siuly, Siuly ORCID: 0000-0003-2491-0546 (2020) Efficient approach for EEG-based emotion recognition. Electronics Letters, 56 (25). pp. 1361-1364. ISSN 0013-5194 (print) 1350-911X (online)

Tawhid, MNA, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Wang, Hua ORCID: 0000-0002-8465-0996 (2020) Diagnosis of autism spectrum disorder from EEG using a time-frequency spectrogram image-based approach. Electronics Letters, 56 (25). pp. 1372-1375. ISSN 0013-5194

Siuly, Siuly ORCID: 0000-0003-2491-0546, Khare, SK ORCID: 0000-0001-8365-1092, Bajaj, V ORCID: 0000-0002-8721-1219, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2020) A computerized method for automatic detection of schizophrenia using EEG signals. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28 (11). pp. 2390-2400. ISSN 1534-4320

Supriya, Supriya ORCID: 0000-0002-3124-1187, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2020) Automated epilepsy detection techniques from electroencephalogram signals: a review study. Health information science and systems, 8 (1). ISSN 2047-2501

Siuly, Siuly ORCID: 0000-0003-2491-0546, Alcin, OF, Kabir, E, Sengur, A, Wang, Hua ORCID: 0000-0002-8465-0996, Zhang, Yanchun ORCID: 0000-0002-5094-5980 and Whittaker, Frank ORCID: 0000-0002-3728-0291 (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. ISSN 1534-4320

Chaudhary, Shalu, Taran, Sachin, Bajaj, Varun and Siuly, Siuly ORCID: 0000-0003-2491-0546 (2020) A flexible analytic wavelet transform based approach for motor-imagery tasks classification in BCI applications. Computer Methods and Programs in Biomedicine, 187. ISSN 0169-2607

Sadiq, MT, Yu, X, Yuan, Z, Aziz, MZ, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Ding, W (2020) A Matrix Determinant Feature Extraction Approach for Decoding Motor and Mental Imagery EEG in Subject Specific Tasks. IEEE Transactions on Cognitive and Developmental Systems. ISSN 2379-8920

Yin, Jiao, Cao, Jinli, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Wang, Hua ORCID: 0000-0002-8465-0996 (2019) An Integrated MCI Detection Framework Based on Spectral-temporal Analysis. International Journal of Automation and Computing, 16 (6). pp. 786-799. ISSN 1476-8186

Zarei, R, He, J, Siuly, Siuly ORCID: 0000-0003-2491-0546, Huang, G and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2019) Exploring Douglas-Peucker Algorithm in the Detection of Epileptic Seizure from Multicategory EEG Signals. BioMed Research International, 2019. ISSN 2314-6133

Joadder, MAM, Siuly, Siuly ORCID: 0000-0003-2491-0546, Kabir, E, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2019) A New Design of Mental State Classification for Subject Independent BCI Systems. IRBM. ISSN 1959-0318

Siuly, Siuly ORCID: 0000-0003-2491-0546, Bajaj, V, Sengur, A and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2019) An Advanced Analysis System for Identifying Alcoholic Brain State Through EEG Signals. International Journal of Automation and Computing. ISSN 1476-8186

Al Ghayab, HR, Lin, Y, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Abdulla, S (2019) A feature extraction technique based on tunable Q-factor wavelet transform for brain signal classification. Journal of Neuroscience Methods, 312. pp. 43-52. ISSN 0165-0270

Siuly, Siuly ORCID: 0000-0003-2491-0546, Alcin, OF, Bajaj, V, Sengur, A and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2019) Exploring Hermite transformation in brain signal analysis for the detection of epileptic seizure. IET Science, Measurement and Technology, 13 (1). pp. 35-41. ISSN 1751-8822

Al Ghayab, HR, Lin, Y, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Abdulla, S (2019) Epileptic seizures detection in EEGs blending frequency domain with information gain technique. Soft Computing, 23 (1). pp. 227-239. ISSN 1432-7643

Supriya, Supriya ORCID: 0000-0002-3124-1187, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2018) EEG Sleep Stages Analysis and Classification Based on Weighed Complex Network Features. IEEE Transactions on Emerging Topics in Computational Intelligence. ISSN 2471-285X

Al Ghayab, HR, Lin, Y, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Abdulla, S (2018) Epileptic EEG signal classification using optimum allocation based power spectral density estimation. IET Signal Processing, 12 (6). pp. 738-747. ISSN 1751-9675

Taran, Sachin, Bajaj, Varun, Sharma, Dheeraj, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Sengur, A (2018) Features based on analytic IMF for classifying motor imagery EEG signals in BCI applications. Measurement, 116. pp. 68-76. ISSN 0263-2241

Kabir, E, Siuly, Siuly ORCID: 0000-0003-2491-0546, Cao, J and Wang, Hua ORCID: 0000-0002-8465-0996 (2018) A computer aided analysis scheme for detecting epileptic seizure from EEG data. International Journal of Computational Intelligence Systems, 11 (1). 663 - 671. ISSN 1875-6883

Taran, Sachin, Bajaj, Varun and Siuly, Siuly ORCID: 0000-0003-2491-0546 (2017) An optimum allocation sampling based feature extraction scheme for distinguishing seizure and seizure-free EEG signals. Health Information Science and Systems, 5 (1). ISSN 2047-2501

Guo, Yanhui ORCID: 0000-0003-1814-9682, Jiang, SQ, Sun, B, Siuly, Siuly ORCID: 0000-0003-2491-0546, Sengur, A and Tian, JW (2017) Using neutrosophic graph cut segmentation algorithm for qualified rendering image selection in thyroid elastography video. Health Information Science and Systems, 5 (1). ISSN 2047-2501

Zarei, Roozbeh, He, Jing, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2017) A PCA Aided Cross-Covariance Scheme for Discriminative Feature Extraction from EEG Signals. Computer Methods and Programs in Biomedicine, 146. 47 - 57. ISSN 0169-2607

Alçіn, Ö, Siuly, Siuly ORCID: 0000-0003-2491-0546, Bajaj, V, Guo, Y, Şengu r, A and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Multi-category EEG signal classification developing time-frequency texture features based Fisher Vector encoding method. Neurocomputing, 218. 251 - 258. ISSN 0925-2312

Hassan, AR, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Epileptic seizure detection in EEG signals using tunable-Q factor wavelet transform and bootstrap aggregating. Computer Methods and Programs in Biomedicine, 137. 247 - 259. ISSN 0169-2607

Supriya, Supriya, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996, Cao, J and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Weighted Visibility Graph with Complex Network Features in the Detection of Epilepsy. IEEE Access, 4. 6554 - 6566. ISSN 2169-3536

Supriya, Supriya, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Automatic epilepsy detection from EEG introducing a new edge weight method in the complex network. Electronics Letters, 52 (17). 1430 - 1432. ISSN 0013-5194

Siuly, Siuly ORCID: 0000-0003-2491-0546 and Zhang, Y (2016) Medical Big Data: Neurological Diseases Diagnosis Through Medical Data Analysis. Data Science and Engineering, 1 (2). 54 - 64. ISSN 2364-1185

Siuly, Siuly ORCID: 0000-0003-2491-0546, Yin, Xiaoxia, Hadjiloucas, S and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Classification of THz pulse signals using two-dimensional cross-correlation feature extraction and non-linear classifiers. Computer Methods and Programs in Biomedicine, 127. 64 - 82. ISSN 0169-2607

Bajaj, V, Guo, Y, Sengur, A, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Alcin, OF (2016) A hybrid method based on time–frequency images for classification of alcohol and control EEG signals. Neural Computing and Applications. ISSN 0941-0643

Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Detection of motor imagery EEG signals employing Naïve Bayes based learning process. Measurement, 86. 148 - 158. ISSN 1873-412X

Kabir, E, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Epileptic seizure detection from EEG signals using logistic model trees. Brain Informatics. 1 - 8. ISSN 2198-4018

Siuly, Siuly ORCID: 0000-0003-2491-0546 and Li, Y (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). 29 - 42. ISSN 0169-2607

Siuly, Siuly ORCID: 0000-0003-2491-0546, Kabir, E, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2015) Exploring Sampling in the Detection of Multicategory EEG Signals. Computational and Mathematical Methods in Medicine, 2015. 1 - 12. ISSN 1748-670X

Siuly, Siuly ORCID: 0000-0003-2491-0546 and Li, Y (2014) Discriminating the brain activities for brain–computer interface applications through the optimal allocation-based approach. Neural Computing and Applications, 26 (4). 799 - 811. ISSN 0941-0643

Siuly, Siuly ORCID: 0000-0003-2491-0546 and Li, Y (2014) A novel statistical algorithm for multiclass EEG signal classification. Engineering Applications of Artificial Intelligence, 34. 154 - 167. ISSN 0952-1976

Book

Siuly, Siuly ORCID: 0000-0003-2491-0546, Li, Y and Zhang, Y (2017) EEG Signal Analysis and Classification Techniques and Applications. Health Information Science . Springer, Cham, Switzerland.

Book Section

Sadiq, MT, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Rehman, A (2022) Evaluation of power spectral and machine learning techniques for the development of subject-specific BCI. In: Artificial Intelligence-Based Brain-Computer Interface. Bajaj, Varun and Sinha, GR, eds. Elsevier, Netherlands, pp. 99-120.

Supriya, Supriya ORCID: 0000-0002-3124-1187, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2020) Weighted complex network based framework for epilepsy detection from EEG signals. In: Modelling and Analysis of Active Biopotential Signals in Healthcare. Bajaj, Varun and Sinha, GR, eds. IPEM–IOP Series in Physics and Engineering in Medicine and Biology, 1 . IOP Publishing.

Khare, SK, Bajaj, Varun, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Sinha, GR (2020) Classification of schizophrenia patients through empirical wavelet transformation using electroencephalogram signals. In: Modelling and Analysis of Active Biopotential Signals in Healthcare. Bajaj, Varun and Sinha, GR, eds. IPEM–IOP Series in Physics and Engineering in Medicine and Biology, 1 . IOP Publishing, London.

Conference or Workshop Item

Kaywan, Payam, Ahmed, Khandakar ORCID: 0000-0003-1043-2029, Miao, Yuan ORCID: 0000-0002-6712-3465, Ibaida, Ayman ORCID: 0000-0003-1581-7219 and Gu, Bruce ORCID: 0000-0002-3008-6285 (2021) DEPRA: an early depression detection analysis chatbot. In: 10th International Conference on Health Information Science (HIS), 25 Oct - 28 Oct 2021, Melbourne, Australia.

Alvi, Ashik Mostafa A ORCID: 0000-0001-7898-2030, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Wang, Hua ORCID: 0000-0002-8465-0996 (2021) Developing a Deep Learning Based Approach for Anomalies Detection from EEG Data. In: International Conference on Web Information Systems Engineering, 26-29 Oct 2021, Melbourne, Australia.

Alvi, Ashik Mostafa A ORCID: 0000-0001-7898-2030, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996, Sun, Lili and Cao, Jinli (2020) An adaptive image smoothing technique based on localization. In: 15th Symposium of Intelligent Systems and Knowledge Engineering (ISKE) held jointly with 14th International FLINS Conference (FLINS), 18 - 21 Aug 2020, Cologne, Germany.

Wang, Jialin, Zhang, Yanchun ORCID: 0000-0002-5094-5980, Ma, Qinying, Huang, Huihui and Hong, Xiaoyuan (2019) Deep Learning for Single-Channel EEG Signals Sleep Stage Scoring Based on Frequency Domain Representation. In: 8th International Conference on Health Information Science, HIS 2019, 18 October 2019 - 20 October 2019, Xi’an, China.

Siuly, Siuly ORCID: 0000-0003-2491-0546, Kabir, E, Wang, Hua ORCID: 0000-0002-8465-0996, Whittaker, Frank ORCID: 0000-0002-3728-0291 and Kuang, H (2019) Alcoholic Brain State Identification from Brain Signals Using Support Vector Machine-Based Algorithm. In: International Joint Conference on Computational Intelligence (IJCCI 2018), 14 Dec 2018 - 15 Dec 2018, Dhaka, Bangladesh.

Lee, Daniel, Liu, Huai ORCID: 0000-0003-3125-4399, Rong, Jia ORCID: 0000-0002-9462-3924, Xu, Hong and Miao, Yuan (2018) Decision Making for Traditional Chinese Medicine Based on Fuzzy Cognitive Map. In: 7th International Conference on Health Information Science (HIS 2018), 5th October 2018 - 7th October 2018, Cairns, QLD, Australia.

Joadder, MAM, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Kabir, E (2018) A new way of channel selection in the motor imagery classification for BCI applications. In: 7th International Conference on Health Information Science (HIS 2018), 5 October - 7 October 2018, Cairns, QLD, Australia.

Kaur, Prabhjyot, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Miao, Yuan (2018) Detection of depression from brain signals: A review study. In: 7th International Conference on Health Information Science (HIS 2018), 5 October 2018- 7 October 2018, Cairns, QLD, Australia.

Supriya, Supriya, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2018) An efficient framework for the analysis of big brain signals data. In: Australasian Database Conference: Databases Theory and Applications 29th Australasian Database Conference, ADC 2018, 24 May 2018-27 May 2018, Gold Coast, Queensland.

Al Ghayab, HR, Lin, Y, Siuly, Siuly ORCID: 0000-0003-2491-0546, Abdulla, S and Wen, P (2017) Developing a Tunable Q-Factor Wavelet Transform Based Algorithm for Epileptic EEG Feature Extraction. In: 6th International Conference on Health Information Science (HIS 2017), 7 October 2017-9 October 2017, Moscow, Russia.

Siuly, Siuly ORCID: 0000-0003-2491-0546, Zarei, Roozbeh, Wang, Hua ORCID: 0000-0002-8465-0996 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2017) A New Data Mining Scheme for Analysis of Big Brain Signal Data. In: Australasian Database Conference, 25 September 2017-28 September 2017, Brisbane, QLD, Australia.

Supriya, Supriya, Siuly, Siuly ORCID: 0000-0003-2491-0546, Wang, Hua ORCID: 0000-0002-8465-0996, Zhuo, G and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2016) Analyzing EEG signal data for detection of epileptic seizure: Introducing weight on visibility graph with complex network feature. In: The 27th Australasian Database Conference 2016 (ADC 2016), 28 September 2016-29 September 2016, Sydney, Australia.