Electroencephalography (EEG): Research, Papers and Researchers

01Research activity

Electroencephalography (EEG) research by ScholarsColab researchers

What researchers combine with Electroencephalography (EEG)

Words that appear most often in these paper titles. Tap one to see those papers.

Recent focus (2024 onwards): detection, learning, signal, schizophrenia, deep, network.

02Researchers

PhD researchers working on Electroencephalography (EEG)

Every researcher below is registered on ScholarsColab and can be hired as a mentor or for a project. Publication counts are their papers on this topic.

VV K BairagiPune University16 papers on this topic · 519 citationsDr. LokeshVIT Bhopal University8 papers on this topic · 204 citationsUrvashi ShuklaAssociate Professor7 papers on this topic · 38 citationsHossein NajafzadehDepartment of Medical Bioengineering, Faculty of Advanced Medical Sciences, Tabriz University of…6 papers on this topic · 125 citationsAAdel M. AlimiUniversity of Sfax5 papers on this topic · 262 citationsCChirag N PaunwalaSarvajanik College of Engg and Tech5 papers on this topic · 29 citationsUUsha Rani NelakuditiVFSTR Deemed to be University4 papers on this topic · 74 citationspriyam karMr.4 papers on this topic · 7 citationsDr. Saroj Kumar PandeyGLA University3 papers on this topic · 45 citationsDr Gnanajeyaraman RajaramSaveetha university3 papers on this topic · 19 citationsMaanvi BhatnagarNDS Infoserv2 papers on this topic · 8 citationsDivyanshu AwasthiGLA University2 papers on this topic · 7 citationsMUNNA KHANJamia Millia Islamia (Central University)2 papers on this topic · 6 citationsMiguel Angel Vargas CruzGrupo Alianza Empresarial2 papers on this topic · 3 citationsDr Senbagavalli MAssociate Professor, Alliance University, Bangalore, Karnataka2 papers on this topic · 1 citationsKhondakar Ashik ShahriarStudent2 papers on this topic · 1 citationsSSiddhartha BhattacharyyaVSB Technical University of Ostrava, Czech Republic1 paper on this topic · 34 citationsTop 2% scientist · Artificial Intelligence & Image ProcessingDr. Dillip Narayan SahuAssistant Professor, Department of MCA, Gangadhar Meher University, Odisha1 paper on this topic · 32 citationsRRR Venkatesha PrasadTUDelft1 paper on this topic · 31 citationsRajeev AgarwalLloyd Institute of Engineering & Technology, Greater Noida1 paper on this topic · 27 citationsIbrahim A. HameedProfessor1 paper on this topic · 26 citationsJacopo IannacciFondazione Bruno Kessler1 paper on this topic · 10 citationsSanjay AgrawalVeer Surendra Sai University of Technology Burla India1 paper on this topic · 10 citationsDr.S.PandikumarAssociate Professor1 paper on this topic · 4 citationsAmit Kumar MITTALAIIMS JODHPUR INDIA1 paper on this topic · 4 citationsDr.K.UmapathiKalaignar karunanidhi Institute of Technology1 paper on this topic · 3 citationsRama KomaragiriGalgotias University1 paper on this topic · 3 citationsP. JayadharshiniKONGU ENGINEERING COLLEGE1 paper on this topic · 3 citationsNNarayan VyasAssistant Professor, Department of Computer Science and Application, Vivekananda Global University, Jaipur1 paper on this topic · 2 citationsDr Rajesh DeyPost Doctoral Fellow,Aasoc prof1 paper on this topic · 2 citationsSherine AbdelmissihDepartment of Medical Pharmacology, Faculty of Medicine, Kasr Al-Ainy, Cairo University, Cairo,…1 paper on this topic · 2 citationsDr Amit AgrawalGandhi Medical College, Bhopal1 paper on this topic · 2 citationsMDr. Mallikharjuna Rao KPhD1 paper on this topic · 1 citationsShahid Munir ShahShaheed Zuilfiqar Ali Bhutto Institute of Science and Technology1 paper on this topic · 1 citationsMd Shahriar SajidLecturer in CSE at European University of Bangladesh1 paper on this topic · 1 citationsDr Udaya Kumar AddankiAnurag University1 paper on this topic · 0 citationsKDr.K.EzhilarasanSJC Institute of Technology1 paper on this topic · 0 citationsPPadma PrasadaSDM Institutue of Technology Ujire1 paper on this topic · 0 citationsAshish SachdevaProfessor1 paper on this topic · 0 citationsDr Rupali MahajanVishwakarma Institute of Technology,1 paper on this topic · 0 citationsDr. Jagannath NalavdeMIT School of Computing Pune1 paper on this topic · 0 citationsDr. Manisha ShahNirma University1 paper on this topic · 0 citationsRostom MENNOURUniversity of Constantine 2 - Abdelhamid Mehri, Algeria1 paper on this topic · 0 citationsYoussef ElmirESTIN1 paper on this topic · 0 citations

03Research codes

Electroencephalography (EEG) research codes

Ready-to-run code on ScholarsColab for Electroencephalography (EEG) research. Our PhD researchers can help you adapt it to your own data, validate the results and write them up.

04Papers

Research papers on Electroencephalography (EEG)

1. An adaptive method for feature selection and extraction for classification of epileptic EEG signal in significant states2021119 citationsJournal of King Saud University - Computer and Information SciencesV K Bairagi
2. Extracting salient features for EEG-based diagnosis of Alzheimer's disease using support vector machine classifier2017119 citationsIETE Journal of ResearchV K Bairagi
3. Emotion recognition by analysis of EEG signals201390 citationsAdel M. Alimi
4. EEG signal analysis for early diagnosis of Alzheimer disease using spectral and wavelet based features201882 citationsInternational Journal of Information TechnologyV K Bairagi
5. Time and frequency domain analysis of EEG signals for seizure detection: A review201677 citationsV K Bairagi
6. A novel technique for stress detection from EEG signal using hybrid deep learning model202272 citationsNeural Computing and ApplicationsDr. Lokesh
7. Hybrid deep learning approach for stress detection using decomposed EEG signals202367 citationsDiagnosticsDr. Lokesh
8. Study of normal and abnormal EEG201663 citationsUsha Rani Nelakuditi
9. Psychological stimulation for anxious states detection based on EEG-related features202148 citationsJournal of Ambient Intelligence and Humanized ComputingAdel M. Alimi
10. Automatic classification of schizophrenia patients using resting-state EEG signals202147 citationsPhysical and Engineering Sciences in MedicineHossein Najafzadeh
11. EEG-based diagnosis of alzheimer disease: a review and novel approaches for feature extraction and classification techniques201845 citationsAcademic PressV K Bairagi
12. Optimized echo state network with intrinsic plasticity for EEG-based emotion recognition201744 citationsAdel M. Alimi
13. Automated epilepsy seizure detection from EEG signal based on hybrid CNN and LSTM model202342 citationsSignal, Image and Video ProcessingDr. Saroj Kumar Pandey
14. Drowsy driver detection by EEG analysis using Fast Fourier Transform201541 citationsAdel M. Alimi
15. EEG channel selection-based binary particle swarm optimization with recurrent convolutional autoencoder for emotion recognition202339 citationsBiomedical Signal Processing and ControlAdel M. Alimi
16. Epileptic seizure prediction from EEG signals using DenseNet201934 citationsSiddhartha Bhattacharyya
17. Classification of EEG signals using machine learning and deep learning techniques202232 citationsInternational Journal of Health SciencesDr. Dillip Narayan Sahu
18. Mind your thoughts: BCI using single EEG electrode201931 citationsIET Cyber-Physical Systems: Theory and ApplicationsRR Venkatesha Prasad
19. Diagnosis of Alzheimer disease using EEG signals201428 citationsInternational Journal of Engineering ResearchV K Bairagi
20. Automated detection of epileptic EEG signals using recurrence plots-based feature extraction with transfer learning: S. Goel et al.202427 citationsSoft ComputingRajeev Agarwal
21. EEG data analysis for stress detection202127 citationsDr. Lokesh
22. EEG microstate biomarkers for schizophrenia: a novel approach using deep neural networks202527 citationsCognitive NeurodynamicsHossein Najafzadeh
23. Enhanced classification of tinnitus patients using EEG microstates and deep learning techniques202527 citationsScientific ReportsHossein Najafzadeh
24. Robust Sparse Representation and Multiclass Support Matrix Machines for the Classification of Motor Imagery EEG Signals201926 citationsIEEE Journal of Translational Engineering in Health and MedicineIbrahim A. Hameed
25. CIS feature selection based dynamic ensemble selection model for human stress detection from EEG signals202325 citationsCluster ComputingDr. Lokesh
26. Novel features extraction from EEG signals for epilepsy detection using machine learning model202318 citationsIEEE Sensors LettersUrvashi Shukla
27. Early detection of dyslexia based on EEG with novel predictor extraction and selection202317 citationsDiscover Artificial IntelligenceChirag N Paunwala
28. Detection of depression using weighted spectral graph clustering with EEG biomarkers202317 citationsIEEE AccessUrvashi Shukla
29. Schizophrenia Detection via EEG using RNNSczNet with Attention Mechanisms and ReUL Activation202516 citationsDr Gnanajeyaraman Rajaram
30. EEG microstate analysis in trigeminal neuralgia: identifying potential biomarkers for enhanced diagnostic accuracy202512 citationsActa Neurologica BelgicaHossein Najafzadeh
31. Survey on various architectures of preamplifiers for electroencephalogram (EEG) signal acquisition202210 citationsMicrosystem TechnologiesJacopo Iannacci
32. Epileptic EEG signal classification using exponential energy and SVM202010 citationsSanjay Agrawal
33. Power analysis of EEG bands for diagnosis of Alzheimer disease20219 citationsInternational Journal of Medical Engineering and InformaticsV K Bairagi
34. Novel EEG-based diagnostic framework for major depressive disorder using microstate and entropy features20259 citationsCognitive NeurodynamicsHossein Najafzadeh
35. Analysis of EEG Signals for Diagnosis of Alzheimer Disease20168 citationsInternational Journal of Scientific & Engineering ResearchV K Bairagi
36. Linear discriminant analysis classifies the EEG spectral features obtained from three class motor imagination20188 citationsMaanvi Bhatnagar
37. Mental Stress Detection Using EEG Extracted Frequency Bands20228 citationsDr. Lokesh
38. A novel method for stress measuring using EEG signals20187 citationsV K Bairagi
39. Significance of independent component analysis (ICA) for epileptic seizure detection using EEG signals20167 citationsV K Bairagi
40. Internet of medical things-based authentication for an optimized watermarking of encrypted EEG20247 citationsJournal of SupercomputingDivyanshu Awasthi
41. Early diagnosis of Alzheimer disease using EEG signals: the role of pre-processing20236 citationsInternational Journal of Biomedical Engineering and TechnologyV K Bairagi
42. Significance of pre-processing phase and dimensionality reduction in EEG-based dyslexia diagnosis with novel features20226 citationsChirag N Paunwala
43. Single lead EEG acquisition system for health care applications20165 citationsUsha Rani Nelakuditi
44. Removal of ocular artifacts in EEG20165 citationsUsha Rani Nelakuditi
45. Advancing EEG based stress detection using spiking neural networks and convolutional spiking neural networks20255 citationsScientific ReportsDr. Lokesh
46. ApEn-based epileptic EEG classification using support vector machine20174 citationsChirag N Paunwala
47. An efficacy analysis of affect representation methodologies used in EEG-based emotion recognition system: An unsupervised approach20244 citationsInternational Journal of Human-Computer Interactionpriyam kar
48. Performance Analysis of Random Forest Classifier in Extracting Features from the EEG signal20224 citationsDr.S.Pandikumar
49. Evaluation of Utility of Invasive Electroencephalography for Definitive Surgery in Patients with Drug-Resistant Epilepsy: A Systematic Review and Meta-Analysis20244 citationsWorld NeurosurgeryAmit Kumar MITTAL
50. IoT-Based EEG Measurement Analysis using LoRa Technology20243 citationsDr.K.Umapathi
51. Real time SoC architectures for analysis of EEG20173 citationsV K Bairagi
52. Ex rc ng S n F ur sfr EEG-b s D gn ssf A zh m r’s D ss Us ng Supp r V cr ch n C ss fr3 citationsV K Bairagi
53. A Comparative Study between Supervised and Unsupervised Techniques for Two Class Emotion Recognition using EEG20233 citationspriyam kar
54. Classification of epileptic seizure in EEG signal using support vector machine and EMD20203 citationsRama Komaragiri
55. Event identification by fusing EEG and EMG signals20223 citationsComputational Intelligence in Healthcare ApplicationsMUNNA KHAN
56. Effect of voluntary and involuntary joint movement on EEG signals20183 citationsJournal of Scientific and Industrial ResearchMUNNA KHAN
57. EEG Based Identification of Learning Disabilities using Deep Learning Algorithms20243 citationsP. Jayadharshini
58. Parallel Investigation of EEG Microstate Dynamics and Resting-State fMRI Patterns for Tinnitus Classification Using Deep Learning20253 citationsHossein Najafzadeh
59. Deep learning method for early Alzheimer disease diagnosis based on EEG signal20232 citationsV K Bairagi
60. Brain Seizure Detection and Classification Using EEG Signals20212 citationsAcademic PressV K Bairagi
61. Time and frequency domain analysis of EEG signals for seizure detection20162 citationsV K Bairagi
62. EEG Signal Classification for Epileptogenic Zone and Seizure Zone20182 citationsChirag N Paunwala
63. Detecting Seizures from EEG Data: The Potential of Deep Learning Techniques20232 citationsNarayan Vyas
64. Short-window EEG-based auditory attention decoding for neuroadaptive hearing support for smart healthcare20252 citationsNeuroscience InformaticsDr Rajesh Dey
65. Chronic caffeine consumption, alone or combined with agomelatine or quetiapine, reduces the maximum EEG peak, as linked to cortical neurodegeneration, ovarian estrogen receptor …20242 citationsPsychopharmacologySherine Abdelmissih
66. Comment on “Systematic Review and Meta-analysis of Efficacy and Safety of Melatonin and Triclofos for Inducing Adequate Sedation for sleep EEG in Children”20222 citationsJournal of Neurosciences in Rural PracticeDr Amit Agrawal
67. A hybrid CNN-GNN approach for enhanced early detection of schizophrenia using EEG data20252 citationsDr Gnanajeyaraman Rajaram
68. Deep Learning for Epileptic Seizure Detection in EEG Signals20232 citationsDr. Saroj Kumar Pandey
69. Diagnosis of Alzheimer’s Disease, Parkinson’s Disease, Frontotemporal Dementia, and Paranoid Schizophrenia via Complex Network Analysis of EEG Data20252 citationsPrecision NanomedicineMiguel Angel Vargas Cruz
70. LightFFNet: MDD prediction on EEG quantitative biomarkers20222 citationsUrvashi Shukla
71. Methods for the elimination of ocular artefacts from EEG20181 citationsInternational Journal of Biomedical Engineering and TechnologyUsha Rani Nelakuditi
72. EEG-Based Personalized Emotion Recognition and Receptive Music Therapy System in the Aid of Autism Patients20251 citationsDr. Mallikharjuna Rao K
73. Identification of Biomarker for Autism Spectrum Disorder Using Eeg: A Review20231 citationsDr Senbagavalli M
74. RNNSczNet: Recurrent Neural Network with attention and ReUL for the Detection of Schizophrenia using EEG Signals20251 citationsDr Gnanajeyaraman Rajaram
75. automated epilepsy seizure detection from EEG signals using deep CNN model20201 citationsArtificial intelligence and machine learning inDr. Saroj Kumar Pandey
76. Advancements in EEG-Based Machine Learning Techniques for Early Autism Spectrum Disorder Diagnosis: A Review20251 citationsShahid Munir Shah
77. Paranoid Schizophrenia Diagnosis via Complex Network Analysis on EEG Data20251 citationsPrecision NanomedicineMiguel Angel Vargas Cruz
78. A Multi-channel EEG Biomarker Weighted Spectral Clustering Model for MDD Prediction20231 citationsUrvashi Shukla
79. PaperNet: Efficient Temporal Convolutions and Channel Residual Attention for EEG Epilepsy Detection20251 citationsMd Shahriar Sajid
80. Supervised autoencoder for gradient and BCG artifact removal in EEG during simultaneous EEG-fMRI20261 citationsMagnetic Resonance ImagingKhondakar Ashik Shahriar
81. Deep Learning Approach for Emotion Recognition Using EEG Signals20240 citationsSolid State TechnologyDr Udaya Kumar Addanki
82. Impact of EEG Rhythm on the Prognosis of Epilepsy0 citationsChirag N Paunwala
83. Electroencephalography classification technique based on statistical denoising and modified k-nearest neighbor algorithm with bipolar sigmoid rectified linear unit’s function20250 citationsInternational Journal of Electrical and Computer EngineeringDr.K.Ezhilarasan
84. Multimodal Coherence-Correlation Fusion of EEG and ECoG Signals for Enhanced Epileptic Seizure Detection Using Discrete Lyapunov Wavelet Transform20250 citationsIEEE AccessPadma Prasada
85. k-NN and LDA based Motor Imagery EEG Classification using Phase Features20180 citationsMaanvi Bhatnagar
86. Ultra Power-Efficient Flipped Source Follower Filter for EEG Acquisition Systems20250 citationsAshish Sachdeva
87. Recognition of Major Depressive Disorder via Alpha Power and Theta Asymmetry in Publicly Available EEG Datasets Employing Machine Learning Approaches20240 citationsDr Rupali Mahajan
88. Frequency Band Power-based EEG Channel Selection for Emotion Recognition20240 citationspriyam kar
89. Validation of Affect representation models using EEG: An unsupervised approach20230 citationspriyam kar
90. Improving Autism Detection Accuracy with an Optimized Local-Asymmetric Adaptive Hybrid GCN for EEG Data20260 citationsData and MetadataDr Senbagavalli M
91. A Deep Learning Approach To Mental State Analysis from Eeg Graphs For Early Mental Health Awareness20250 citationsInternational Journal of Scientific Research & Engineering TrendsDr. Jagannath Nalavde
92. Generalized triphasic waves EEG pattern in autoimmune encephalopathy20190 citationsJournal of the Neurological SciencesDr. Manisha Shah
93. EEGmark: LWT and Dual Decomposition-Based Secure EEG Watermarking with Optimization20260 citationsMultimedia and Multimodal Intelligence for Sustainable DevelopmentDivyanshu Awasthi
94. Stress detection using EEG signals: comparative analysis of machine learning models and feature extraction20260 citationsLife Cycle Reliability and Safety EngineeringDr. Lokesh
95. Performance Evaluation of ML and DL Models for EEG-Based Stress Detection Using the DASPS Dataset20250 citationsDr. Lokesh
96. Intelligent System for Detection of Depression Using Non-supervised Classification of EEG Quantitative20250 citationsUrvashi Shukla
97. Intelligent System for Detection of Depression Using Non-supervised Classification of EEG Quantitative Biomarkers20240 citationsUrvashi Shukla
98. Automated depression detection using ensemble light feed-forward neural Net EEG quantitative biomarkers20230 citationsUrvashi Shukla
99. A Novel Decentralized Federated Incremental Learning Framework for ECG and EEG Signal Analysis20250 citationsInternational Journal of ComputingRostom MENNOUR
100. Bidirectional EEG–fMRI Reconstruction via a Shared Latent Space for Cross-Modal Neuroimaging20260 citationsKhondakar Ashik Shahriar
101. On the Use of Graph Convolutional Network for Detecting Major Depressive Disorders using EEG Signals20250 citationsYoussef Elmir

05Journals

Journals that publish Electroencephalography (EEG) research

Where our researchers published their papers on this topic, with each journal’s indexing.

*Impact factor and quartile calculated from OpenAlex open data where available; official Journal Impact Factors are published by Clarivate. Indexing from the SCIE, SSCI, AHCI, ESCI, Scopus and JCR 2024 lists. Find the right journal for your own paper →

06Top 2% scientists

World’s Top 2% scientists in Neurology & Neurosurgery

The Stanford/Elsevier World’s Top 2% Scientists list ranks researchers by a composite citation indicator. Neurology & Neurosurgery is the research subfield closest to Electroencephalography (EEG) in that list; 7,826 researchers from 65 countries are listed in it.

Source: Elsevier Data Repository, Ioannidis et al., 2026 edition, citations to the end of 2025 (career-long ranking). ScholarsColab is not affiliated with Stanford University or Elsevier, and the researchers listed are not ScholarsColab mentors unless marked so above.

07Related topics

Topics related to Electroencephalography (EEG)

Topics that share the most papers with Electroencephalography (EEG) in our researchers’ work:

• Alzheimer Disease19 papers · 7 researchers
• Schizophrenia20 papers · 9 researchers
• Autism Spectrum22 papers · 20 researchers
• Deep Learning (DL)968 papers · 331 researchers
• Alzheimer's Disease65 papers · 37 researchers
• Meta-analysis103 papers · 35 researchers
• Machine Learning (ML)1,348 papers · 424 researchers
• Clustering274 papers · 109 researchers
• Neural Network819 papers · 267 researchers

08Questions

Frequently asked questions