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15th Brain Informatics 2022: Padua, Italy
- Mufti Mahmud, Jing He, Stefano Vassanelli, André Van Zundert, Ning Zhong:
Brain Informatics - 15th International Conference, BI 2022, Padua, Italy, July 15-17, 2022, Proceedings. Lecture Notes in Computer Science 13406, Springer 2022, ISBN 978-3-031-15036-4
Cognitive and Computational Foundations of Brain Science
- Marco Celotto
, Stefan Lemke
, Stefano Panzeri
:
Estimating the Temporal Evolution of Synaptic Weights from Dynamic Functional Connectivity. 3-14 - Snigdha Dagar, Frédéric Alexandre, Nicolas P. Rougier:
From Concrete to Abstract Rules: A Computational Sketch. 15-26 - Marcos I. Fabietti, Mufti Mahmud, Ahmad Lotfi, Alessandro Leparulo, Roberto Fontana, Stefano Vassanelli, Cristina Fassolato:
Detection of Healthy and Unhealthy Brain States from Local Field Potentials Using Machine Learning. 27-39 - R. Narendra
, M. Suresha
, V. N. Manjunatha Aradhya:
COSLETS: Recognition of Emotions Based on EEG Signals. 40-49 - Tanu Wadhera
, Mufti Mahmud
:
Influences of Social Learning in Individual Perception and Decision Making in People with Autism: A Computational Approach. 50-61
Investigations of Human Information Processing Systems
- Dor Mizrahi
, Inon Zuckerman
, Ilan Laufer
:
Analysis of Alpha Band Decomposition in Different Level-k Scenarios with Semantic Processing. 65-73 - Christoforos Christoforou
, Timothy C. Papadopoulos
, Maria Theodorou:
Toward the Study of the Neural-Underpinnings of Dyslexia During Final-Phoneme Elision: A Machine Learning Approach. 74-85 - Qihang Yao
, Manoj Chandrasekaran
, Constantine Dovrolis
:
Root-Cause Analysis of Activation Cascade Differences in Brain Networks. 86-98 - Bilyana Genova
, Nadejda Bocheva
, Miroslava Stefanova
:
Unstructured Categorization with Probabilistic Feedback: Learning Accuracy Versus Response Time. 99-113
Brain Big Data Analytics, Curation and Management
- Jacopo Bonato
, Sebastiano Curreli
, Tommaso Fellin
, Stefano Panzeri
:
Optimizing Measures of Information Encoding in Astrocytic Calcium Signals. 117-128 - Alessia Sarica
, Andrea Quattrone
, Aldo Quattrone
:
Introducing the Rank-Biased Overlap as Similarity Measure for Feature Importance in Explainable Machine Learning: A Case Study on Parkinson's Disease. 129-139 - Delfina Irarte, Alberto Testolin
, Michele De Filippo De Grazia
, Marco Zorzi
:
Prediction of Neuropsychological Scores from Functional Connectivity Matrices Using Deep Autoencoders. 140-151 - Shivam Chaudhary
, Pankaj Pandey, Krishna Prasad Miyapuram, Derek Lomas:
Classifying EEG Signals of Mind-Wandering Across Different Styles of Meditation. 152-163 - Yinhu Yu, Junhua Li:
Feature Fusion-Based Capsule Network for Cross-Subject Mental Workload Classification. 164-174 - Meng Jiao, Feng Liu, Onur Asan, Roshanak Nilchiani, Xinglong Ju
, Jing Xiang:
Brain Source Reconstruction Solution Quality Assessment with Spatial Graph Frequency Features. 175-183 - Yu Cao, Hongzhi Kuai, Guanqiao Peng:
Enhancing the MR Neuroimaging by Using the Deep Super-Resolution Reconstruction. 184-194 - Muhammad Arifur Rahman
, David J. Brown
, Nicholas Shopland
, Matthew C. Harris
, Zakia Batool Turabee
, Nadja Heym
, Alexander Sumich
, Brad Standen
, David Downes
, Yangang Xing
, Carolyn Thomas
, Sean Haddick
, Preethi Premkumar
, Simona Nastase
, Andrew M. Burton
, James Lewis
, Mufti Mahmud
:
Towards Machine Learning Driven Self-guided Virtual Reality Exposure Therapy Based on Arousal State Detection from Multimodal Data. 195-209 - Kashfia Sailunaz, Deniz Bestepe, Sleiman Alhajj, Tansel Özyer, Jon G. Rokne, Reda Alhajj:
Convex Hull in Brain Tumor Segmentation. 210-225
Informatics Paradigms for Brain and Mental Health Research
- Ruchi Holker
, Seba Susan
:
Computer-Aided Diagnosis Framework for ADHD Detection Using Quantitative EEG. 229-240 - Jasiya Fairiz Raisa
, M. Shamim Kaiser
, Mufti Mahmud
:
A Machine Learning Approach for Early Detection of Postpartum Depression in Bangladesh. 241-252 - Md. Arif Istiek Neloy
, Anik Biswas
, Nazmun Nahar
, Mohammad Shahadat Hossain, Karl Andersson
:
Epilepsy Detection from EEG Data Using a Hybrid CNN-LSTM Model. 253-263 - Tahmina Akter Sumi
, Tanuja Nath
, Nazmun Nahar
, Mohammad Shahadat Hossain
, Karl Andersson
:
Classifying Brain Tumor from MRI Images Using Parallel CNN Model. 264-276 - Noushath Shaffi
, Faizal Hajamohideen
, Mufti Mahmud
, Abdelhamid Abdesselam
, Karthikeyan Subramanian
, Arwa Al Sariri
:
Triplet-Loss Based Siamese Convolutional Neural Network for 4-Way Classification of Alzheimer's Disease. 277-287 - Marisol Roldán-Palacios, Aurelio López-López:
Understanding Syntax Structure of Language After a Head Injury. 288-300 - Shafkat Raihan
, Mumtahina Ahmed
, Angel Sharma
, Mohammad Shahadat Hossain
, Raihan Ul Islam
, Karl Andersson
:
A Belief Rule Based Expert System to Diagnose Alzheimer's Disease Using Whole Blood Gene Expression Data. 301-315 - Changwei Gong, Changhong Jing, Junren Pan, Yishan Wang
, Shuqiang Wang
:
Feature-Selected Graph Spatial Attention Network for Addictive Brain-Networks Identification. 316-326
Brain-Machine Intelligence and Brain-Inspired Computing
- Hang Li, Qadeer Khan, Volker Tresp, Daniel Cremers
:
Biologically Inspired Neural Path Finding. 329-342 - Ege de Bruin
, Matthijs Weier, Jan Treur
:
A Second-Order Adaptive Social-Behavioural Model for Individual and Duo Motor Learning. 343-358 - Yifeng Sun, Hao Lan Zhang
, Yifan Lu, Yun Xue:
EEG Signal Classification Using Shallow FBCSP ConvNet with a New Cropping Strategy. 359-368 - Sophie C. F. Hendrikse
, Jan Treur
, Tom F. Wilderjans
, Suzanne Dikker, Sander L. Koole
:
Becoming Attuned to Each Other Over Time: A Computational Neural Agent Model for the Role of Time Lags in Subjective Synchrony Detection and Related Behavioral Adaptivity. 369-383

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