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2025	Unveiling neural activity changes in mild cognitive impairment using microstate analysis and machine learning Journal of Alzheimer’s Disease Xiaotian Wu, Yanli Liu, Jiajun Che, Nan Cheng, Dong Wen, Haining Liu, Xianling Dong
2025	Accurate Machine Learning-based Monitoring of Anesthesia Depth with EEG Recording Neuroscience Bulletin Zhiyi Tu, Yuehan Zhang, Xueyang Lv, Yanyan Wang, Tingting Zhang, Juan Wang, Xinren Yu, Pei Chen, Suocheng Pang, Shengtian Li, Xiongjie Yu, Xuan Zhao
2025	Entropy Analysis of Electroencephalography for Post-Stroke Dysphagia Assessment Entropy Adrian Velasco-Hernandez, Javier Imaz-Higuera, Jose Luis Martinez-de-Juan, Yiyao Ye-Lin, Javier Garcia-Casado, Marta Gutierrez-Delgado, Jenny Prieto-House, Gemma Mas-Sese, Araceli Belda-Calabuig, Gema Prats-Boluda
2025	Lecture Notes in Networks and Systems Sakeena Shahid, Neeraj Kumar Sharma, Subodh Kumar, Sanjeev Sharma, Rakesh Kumar Gupta, Naveen Kumar
2025	Decoding memory with explainable AI: A large-scale EEG-based machine learning study of encoding vs. retrieval Neuroscience Informatics Mohammed Tawshif Hossain, Adnan Sami Sarker, Arnab Chowdhury, Rajesh Mitra, Raiyan Rahman, M.R.C. Mahdy
2025	Age-Dependent Entropic Features During Propofol Anesthesia in Developing Brain Anesthesia & Analgesia Yue Zhang, Zhen-Hu Liang, Xin Wang, Ning Zhang, Hui-Ting Zhu, Dong-Xin Wang, Xiang-Yang Guo, Xiao-Li Li, Lin-Lin Song
2025	Predicting Treatment Response of Repetitive Transcranial Magnetic Stimulation in Major Depressive Disorder Using an Explainable Machine Learning Model Based on Electroencephalography and Clinical Features Biological Psychiatry: Cognitive Neuroscience and Neuroimaging Zongya Zhao, Xiangying Ran, Yanxiang Niu, Mengyue Qiu, Shiyang Lv, Mingjie Zhu, Junming Wang, Mingcai Li, Zhixian Gao, Chang Wang, Yongtao Xu, Wu Ren, Xuezhi Zhou, Xiaofeng Fan, Jinggui Song, Mingchao Qi, Yi Yu
2025	Thalamic burst and tonic firing selectively indicate patients’ consciousness level and recovery The Innovation Huan Wang, Yongxiang Hu, Qianqian Ge, Yuanyuan Dang, Yi Yang, Long Xu, Xiaoyu Xia, Peng Zhang, Sheng He, Steven Laureys, Yan Yang, Jianghong He
2024	FEHANet: A frequency enhanced Hybrid attention network for Bispectral Index Score estimation Biomedical Signal Processing and Control Hexiang Zhang, Huangxing Wu, Qi Chen, Yi Xia
2024	A Novel Complexity Algorithm for Quantification of Consciousness Levels IEEE Access Chengyuan Shen, Yasue Mitsukura, Jianting Cao
2024	Proceedings of the 2024 13th International Conference on Bioinformatics and Biomedical Science Xiecheng SHEN, Changwei QIAO, Bowen XU
2024	Support-vector classification of low-dose nitrous oxide administration with multi-channel EEG power spectra Journal of Clinical Monitoring and Computing Xavier C. E. Vrijdag, Luke E. Hallum, Emma I. Tonks, Hanna van Waart, Simon J. Mitchell, Jamie W. Sleigh
2024	MSE-VGG: A Novel Deep Learning Approach Based on EEG for Rapid Ischemic Stroke Detection Sensors Wei Tong, Weiqi Yue, Fangni Chen, Wei Shi, Lei Zhang, Jian Wan
2024	Fusing Fuzzy Entropy With Gaussian and Exponential Membership Functions Outperforms Traditional Entropy Metrics in Monitoring the Depth of Anesthesia Using a Single Frontal EEG Channel IEEE Sensors Letters Mohammad Shahbakhti, Matin Beiramvand, Naser Hakimi, Izabela Rejer, Tarmo Lipping, Anna Broniec-Wójcik, Jordi Solé-Casals
2024	Artificial Intelligence in Perioperative Planning and Management of Liver Resection Indian Journal of Surgical Oncology Shruti Gairola, Sohan Lal Solanki, Shraddha Patkar, Mahesh Goel
2024	Emergence of multiple spontaneous coherent subnetworks from a single configuration of human connectome coupled oscillators model Scientific Reports Felipe A. Torres, Mónica Otero, Caroline A. Lea-Carnall, Joana Cabral, Alejandro Weinstein, Wael El-Deredy
2024	Abnormal nonlinear features of EEG microstate sequence in obsessive–compulsive disorder BMC Psychiatry Huicong Ren, Xiangying Ran, Mengyue Qiu, Shiyang Lv, Junming Wang, Chang Wang, Yongtao Xu, Zhixian Gao, Wu Ren, Xuezhi Zhou, Junlin Mu, Yi Yu, Zongya Zhao
2024	EEG microstate in people with different degrees of fear of heights during virtual high-altitude exposure Brain Research Bulletin Chaolin Teng, Lin Cong, Qiumei Tian, Ke Liu, Shan Cheng, Taihui Zhang, Weitao Dang, Yajing Hou, Jin Ma, Duoduo Hui, Wendong Hu
2024	Wearable EEG-Based Depth of Anesthesia Monitoring: A Nonparametric Feature Set IEEE Sensors Journal Mohammad Shahbakhti, Roza Krycinska, Matin Beiramvand, Naser Hakimi, Tarmo Lipping, Wei Chen, Anna Broniec-Wójcik, Piotr Augustyniak, Toshihisa Tanaka, Jordi Solé-Casals, Michal Wierzchon, Jerzy Wordliczek
2024	2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Mohammad Shahbakhti, Matin Beiramvand, Somayeh Mohammadi Far, Jordi Solé-Casals, Tarmo Lipping, Piotr Augustyniak
2024	2024 Second International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI) R.K Bigensana Singh, Varun Dogra
2024	Proceedings of the 2024 7th International Conference on Machine Learning and Machine Intelligence (MLMI) Jingming Gong, Chengyuan Shen, Jianting Cao
2023	Monitoring Level of Hypnosis Using Stationary Wavelet Transform and Singular Value Decomposition Entropy With Feedforward Neural Network IEEE Transactions on Neural Systems and Rehabilitation Engineering Muhammad Ibrahim Dutt, Wala Saadeh
2023	2023 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Mohammad Shahbakhti, Matin Beiramvand, Roza Krycinska, Erfan Nasiri, Wei Chen, Jordi Solé-Casals, Michal Wierzchon, Anna Broniec-Wójcik, Piotr Augustyniak, Vaidotas Marozas
2023	A Deep Learning Framework for Anesthesia Depth Prediction from Drug Infusion History Sensors Mingjin Chen, Yongkang He, Zhijing Yang
2023	COMPLEXITY-BASED DECODING OF THE BRAIN REACTIONS TO VISUAL STIMULI WITH DIFFERENT FREQUENCIES Fractals SRIRAM PARTHASARATHY, KARTHIKEYAN RAJAGOPAL, ONDREJ KREJCAR, ROBERT FRISCHER, HAMIDREZA NAMAZI
2023	EEG signal recognition algorithm with sample entropy and pattern recognition Journal of Computational Methods in Sciences and Engineering Jinsong Tan, Zhuguo Ran, Chunjiang Wan
2023	Exploring the classification performance of different EEG bands for anesthesia monitoring Iran Journal of Computer Science M. N. Nashid Rahman, Dewan Imran Ahmed, Pratik Das, Md. Asadur Rahman
2023	The Third International Conference on Artificial Intelligence and Machine Learning Systems Neeraj Kumar Sharma, Sakeena Shahid, Subodh Kumar, Sanjeev Sharma, Rakesh Kumar Gupta, Naveen Kumar
2023	Estimating the Depth of Anesthesia from EEG Signals Based on a Deep Residual Shrinkage Network Sensors Meng Shi, Ziyu Huang, Guowen Xiao, Bowen Xu, Quansheng Ren, Hong Zhao
2023	Development of a Bispectral index score prediction model based on an interpretable deep learning algorithm Artificial Intelligence in Medicine Eugene Hwang, Hee-Sun Park, Hyun-Seok Kim, Jin-Young Kim, Hanseok Jeong, Junetae Kim, Sung-Hoon Kim
2022	On the Spatial Distribution of Temporal Complexity in Resting State and Task Functional MRI Entropy Amir Omidvarnia, Raphaël Liégeois, Enrico Amico, Maria Giulia Preti, Andrew Zalesky, Dimitri Van De Ville
2022	Transient abnormal signal acquisition system based on approximate entropy and sample entropy Review of Scientific Instruments Jun Jiang, Shulin Tian, Yu Tian, Yi Zhou, Cong Hu
2022	Complexity of Brain Dynamics as a Correlate of Consciousness in Anaesthetized Monkeys Neuroinformatics Nicolas Fuentes, Alexis Garcia, Ramón Guevara, Roberto Orofino, Diego M. Mateos
2022	EEG microstate in first-episode drug-naive adolescents with depression Journal of Neural Engineering Zongya Zhao, Yanxiang Niu, Xiaofeng Zhao, Yu Zhu, Zhenpeng Shao, Xingyang Wu, Chong Wang, Xudong Gao, Chang Wang, Yongtao Xu, Junqiang Zhao, Zhixian Gao, Junqing Ding, Yi Yu
2022	Nonlinear Analyses Distinguish Load Carriage Dynamics in Walking and Standing: A Systematic Review Journal of Applied Biomechanics Kolby J. Brink, Kari L. McKenzie, Aaron D. Likens
2022	An entropy-based estimator of the Hurst exponent in fractional Brownian motion Physica A: Statistical Mechanics and its Applications Narges Zeinali, Ahmad Pourdarvish
2022	A novel empirical wavelet SODP and spectral entropy based index for assessing the depth of anaesthesia Health Information Science and Systems Thomas Schmierer, Tianning Li, Yan Li
2022	Multiscale depth of anaesthesia prediction for surgery using frontal cortex electroencephalography Healthcare Technology Letters Ejay Nsugbe, Stephanie Connelly
2022	Real-Time Depth of Anaesthesia Assessment Based on Hybrid Statistical Features of EEG Sensors Yi Huang, Peng Wen, Bo Song, Yan Li
2022	A pilot on intelligence fusion for anesthesia depth prediction during surgery using frontal cortex neural oscillations Biomedical Engineering Advances Ejay Nsugbe, Stephanie Connelly
2022	2022 20th IEEE Interregional NEWCAS Conference (NEWCAS) Muhammad Ibrahim Dutt, Wala Saadeh
2022	Entropy Information of Pulse Dynamics in Three Stages of Pregnancy Evidence-Based Complementary and Alternative Medicine Nan Li, Jiarui Yu, Luqi Huang, Xiaobo Mao, Yuping Zhao, Yi Yu
2022	Artificial Intelligence in Medicine Matthieu Komorowski, Alexandre Joosten
2022	2022 IEEE International Symposium on Circuits and Systems (ISCAS) Muhammad Ibrahim Dutt, Wala Saadeh
2022	2022 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4.0&IoT) Ejay Nsugbe, Mojisola Grace Asogbon, Oluwarotimi Williams Samuel, Guanglin Li
2022	2022 41st Chinese Control Conference (CCC) Jing Zhang, Yi Hua, Jiahui Gu, Yu Chen, Zhong Yin
2021	An Electroencephalogram Metric of Temporal Complexity Tracks Psychometric Impairment Caused by Low-dose Nitrous Oxide Anesthesiology Xavier C. E. Vrijdag, Hanna van Waart, Simon J. Mitchell, Jamie W. Sleigh
2021	A Combinatorial Deep Learning Structure for Precise Depth of Anesthesia Estimation From EEG Signals IEEE Journal of Biomedical and Health Informatics Sara Afshar, Reza Boostani, Saeid Sanei
2021	A novel spectral entropy-based index for assessing the depth of anaesthesia Brain Informatics Jee Sook Ra, Tianning Li, Yan Li
2021	An EEG-Based Hypnotic State Monitor for Patients During General Anesthesia IEEE Transactions on Very Large Scale Integration (VLSI) Systems Fatima Hameed Khan, Wala Saadeh
2021	Implementation of Neural Networks to Frontal Electroencephalography for the Identification of the Transition Responsiveness/Unresponsiveness During Induction of General Anesthesia IRBM A.L. Ferreira, S. Vide, C.S. Nunes, J. Neto, P. Amorim, J. Mendes
2021	Analysis of Pregnancy Development by Complexity and Information-Based Analysis of Fetal Phonocardiogram (PCG) Signals Fluctuation and Noise Letters Hamidreza Namazi, Ondrej Krejcar
2021	Topological analysis of differential effects of ketamine and propofol anaesthesia on brain dynamics Royal Society Open Science Thomas F. Varley, Vanessa Denny, Olaf Sporns, Alice Patania
2021	Depth of anesthesia prediction via EEG signals using convolutional neural network and ensemble empirical mode decomposition Mathematical Biosciences and Engineering Ravichandra Madanu, Farhan Rahman, Maysam F. Abbod, Shou-Zen Fan, Jiann-Shing Shieh
2021	Artificial Intelligence in Medicine Matthieu Komorowski, Alexandre Joosten
2020	2020 27th National and 5th International Iranian Conference on Biomedical Engineering (ICBME) Sara Afshar, Reza Boostani
2020	Proceedings of the 2020 5th International Conference on Biomedical Signal and Image Processing Xing Chen, Paul Wen
2020	State-Dependent Cortical Unit Activity Reflects Dynamic Brain State Transitions in Anesthesia The Journal of Neuroscience Heonsoo Lee, Shiyong Wang, Anthony G. Hudetz
2020	High-voltage, diffuse delta rhythms coincide with wakeful consciousness and complexity in Angelman syndrome Neuroscience of Consciousness Joel Frohlich, Lynne M Bird, John Dell’Italia, Micah A Johnson, Joerg F Hipp, Martin M Monti
2020	„Machine learning“ in der Anästhesiologie Der Anaesthesist J. Sassenscheidt, B. Jungwirth, J. C. Kubitz
2020	The Effectiveness Assessment of Massage Therapy Using Entropy-Based EEG Features Among Lumbar Disc Herniation Patients Comparing With Healthy Controls IEEE Access Huihui Li, Wenjing Du, Kai Fan, Junsong Ma, Kamen Ivanov, Lei Wang
2019	Neural Correlates of Anesthesia in Newborn Mice and Humans Frontiers in Neural Circuits Mattia Chini, Sabine Gretenkord, Johanna K. Kostka, Jastyn A. Pöpplau, Laura Cornelissen, Charles B. Berde, Ileana L. Hanganu-Opatz, Sebastian H. Bitzenhofer
2019	A Combined Events Recognition Scheme Using Hybrid Features in Distributed Optical Fiber Vibration Sensing System IEEE Access Kun Liu, Zhenshi Sun, Junfeng Jiang, Pengfei Ma, Shuang Wang, Lingfeng Weng, Zhongyuan Xu, Tiegen Liu
2019	Use of Multiple EEG Features and Artificial Neural Network to Monitor the Depth of Anesthesia Sensors Yue Gu, Zhenhu Liang, Satoshi Hagihira
2019	Design and Implementation of a Machine Learning Based EEG Processor for Accurate Estimation of Depth of Anesthesia IEEE Transactions on Biomedical Circuits and Systems Wala Saadeh, Fatima Hameed Khan, Muhammad Awais Bin Altaf
2019	2019 IEEE International Conference on Mechatronics and Automation (ICMA) Shuxiang Guo, Zhi Wang, Jian Guo
2018	Range Entropy: A Bridge between Signal Complexity and Self-Similarity Entropy Amir Omidvarnia, Mostefa Mesbah, Mangor Pedersen, Graeme Jackson
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