Efficient Deep Neural Networks for Classification of Alzheimer’s Disease and Mild Cognitive Impairment from Scalp EEG Recordings

Permutation Entropy-Based Interpretability of Convolutional Neural Network Models for Interictal EEG Discrimination of Subjects with Epileptic Seizures vs. Psychogenic Non-Epileptic Seizures

(2022) Michele Lo Giudice et al.   Entropy

Consumer-Grade Brain Measuring Sensor in People with Long-Term Kratom Consumption

(2022) Wanumaidah Saengmolee et al.   IEEE SENSORS JOURNAL

Windowing Compensation in Fourier Based Surrogate Analysis and Application to EEG Signal Classification

(2022) Manouane Caza-Szoka et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Efficient Variational Bayes Learning of Graphical Models with Smooth Structural Changes

(2022) Hang Yu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Alzheimer’s disease classification from hippocampal atrophy based on PCANet-BLS

(2022) Chan Liang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Age-Related Alterations in EEG Network Connectivity in Healthy Aging

(2022) Hamad Javaid et al.   Brain Sciences

Two-layer LSTM network-based prediction of epileptic seizures using EEG spectral features

(2022) Kuldeep Singh et al.   Complex & Intelligent Systems

Optimization of VGG16 utilizing the Arithmetic Optimization Algorithm for early detection of Alzheimer’s disease

(2022) N. Deepa et al.   Biomedical Signal Processing and Control

A New Multi-Resolution Approach to EEG Brain Modeling Using Local-Global Graphs and Stochastic Petri-Nets

(2022) Nikolaos G. Bourbakis et al.   International Journal of Neural Systems

Sensitive and reproducible MEG resting-state metrics of functional connectivity in Alzheimer’s disease

(2022) Deborah N. Schoonhoven et al.   Alzheimers Research & Therapy

Deep Learning in Mining Biological Data

(2021) Mufti Mahmud et al.   Cognitive Computation

GraphCovidNet: A graph neural network based model for detecting COVID-19 from CT scans and X-rays of chest

(2021) Pritam Saha et al.   Scientific Reports

Efficient deep neural networks for classification of COVID-19 based on CT images: Virtualization via software defined radio

(2021) Saman Fouladi et al.   COMPUTER COMMUNICATIONS

Machine learning techniques for diagnosis of alzheimer disease, mild cognitive disorder, and other types of dementia

(2021) Golrokh Mirzaei et al.   Biomedical Signal Processing and Control

A deep learning framework with an embedded-based feature selection approach for the early detection of the Alzheimer's disease

(2021) Nivedhitha Mahendran et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Brain functional and effective connectivity based on electroencephalography recordings: A review

(2021) Jun Cao et al.   HUMAN BRAIN MAPPING

Dementia ConnEEGtome: Towards multicentric harmonization of EEG connectivity in neurodegeneration

(2021) Pavel Prado et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Cortical network modularity changes along the course of frontotemporal and Alzheimer's dementing diseases

(2021) Raffaella Franciotti et al.   NEUROBIOLOGY OF AGING

Fully automated discrimination of Alzheimer’s disease using resting-state electroencephalography signals

(2021) Yue Ding et al.   Quantitative Imaging in Medicine and Surgery

Efficient Hyperparameter Optimization for Convolution Neural Networks in Deep Learning: A Distributed Particle Swarm Optimization Approach

(2020) Yu Guo et al.   CYBERNETICS AND SYSTEMS

Leveraging network analysis to support experts in their analyses of subjects with MCI and AD

(2019) Paolo Lo Giudice et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update

(2018) F Lotte et al.   Journal of Neural Engineering

Optimal hyperparameter tuning of convolutional neural networks based on the parameter-setting-free harmony search algorithm

(2018) Woo-Young Lee et al.   OPTIK

Applications of Deep Learning and Reinforcement Learning to Biological Data

(2018) Mufti Mahmud et al.   IEEE Transactions on Neural Networks and Learning Systems

Deep Convolution Neural Network and Autoencoders-Based Unsupervised Feature Learning of EEG Signals

(2018) Tingxi Wen et al.   IEEE Access

A Convolutional Neural Network approach for classification of dementia stages based on 2D-spectral representation of EEG recordings

(2018) Cosimo Ieracitano et al.   NEUROCOMPUTING

Deep Learning Representation from Electroencephalography of Early-Stage Creutzfeldt-Jakob Disease and Features for Differentiation from Rapidly Progressive Dementia

(2017) Francesco Carlo Morabito et al.   International Journal of Neural Systems

Practice guideline update summary: Mild cognitive impairment

(2017) Ronald C. Petersen et al.   NEUROLOGY

A Robust Deep Model for Improved Classification of AD/MCI Patients

(2015) Feng Li et al.   IEEE Journal of Biomedical and Health Informatics

Spectral and complexity analysis of scalp EEG characteristics for mild cognitive impairment and early Alzheimer's disease

(2014) Joseph C. McBride et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A Bayesian network decision model for supporting the diagnosis of dementia, Alzheimer׳s disease and mild cognitive impairment

(2014) Flávio Luiz Seixas et al.   COMPUTERS IN BIOLOGY AND MEDICINE

The Ricker wavelet and the Lambert W function

(2014) Yanghua Wang   GEOPHYSICAL JOURNAL INTERNATIONAL

Mild cognitive impairment: a concept in evolution

(2014) R. C. Petersen et al.   JOURNAL OF INTERNAL MEDICINE

Hierarchical feature representation and multimodal fusion with deep learning for AD/MCI diagnosis

(2014) Heung-Il Suk et al.   NEUROIMAGE

CLASSIFICATION OF ALZHEIMER DISEASE BASED ON STRUCTURAL MAGNETIC RESONANCE IMAGING BY KERNEL SUPPORT VECTOR MACHINE DECISION TREE

(2014) Yudong Zhang et al.   Progress in Electromagnetics Research-PIER

Latent feature representation with stacked auto-encoder for AD/MCI diagnosis

(2013) Heung-Il Suk et al.   Brain Structure & Function

Improving Alzheimer's Disease Diagnosis with Machine Learning Techniques

(2012) Lucas R. Trambaiolli et al.   CLINICAL EEG AND NEUROSCIENCE

Essentials of the self-organizing map

(2012) Teuvo Kohonen   NEURAL NETWORKS

Receiver operating characteristic (ROC) curve for medical researchers

(2011) Rajeev Kumar et al.   INDIAN PEDIATRICS

Is it possible to automatically distinguish resting EEG data of normal elderly vs. mild cognitive impairment subjects with high degree of accuracy?

(2008) Paolo M. Rossini et al.   CLINICAL NEUROPHYSIOLOGY

Application of Haar and Mexican hat wavelets to double divisor-ratio spectra for the multicomponent determination of ascorbic acid, acetylsalicylic acid and paracetamol in effervescent tablets

(2008) Erdal Dinç et al.   JOURNAL OF THE BRAZILIAN CHEMICAL SOCIETY

Optimal classification of epileptic seizures in EEG using wavelet analysis and genetic algorithm

(2008) Hasan Ocak   SIGNAL PROCESSING