Time–frequency signal processing: Today and future

Fast Matching Pursuit with Multi-Gabor Dictionaries

(2021) Zdeněk Průůa et al.   ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE

Target exaggeration for deep learning-based speech enhancement

(2021) Hansol Kim et al.   DIGITAL SIGNAL PROCESSING

Epileptic EEG Classification by Using Time-Frequency Images for Deep Learning

(2021) Mehmet Akif Ozdemir et al.   International Journal of Neural Systems

Automatic sleep stage classification using time–frequency images of CWT and transfer learning using convolution neural network

(2020) Pankaj Jadhav et al.   Biocybernetics and Biomedical Engineering

Automatic Seizure Detection Using Fully Convolutional Nested LSTM

(2020) Yang Li et al.   International Journal of Neural Systems

Feature extraction from EEG spectrograms for epileptic seizure detection

(2020) Ricardo Ramos-Aguilar et al.   PATTERN RECOGNITION LETTERS

Cross-Subject Seizure Detection in EEGs Using Deep Transfer Learning

(2020) Baocan Zhang et al.   Computational and Mathematical Methods in Medicine

Supervised domain generalization for integration of disparate scalp EEG datasets for automatic epileptic seizure detection

(2020) K.P. Ayodele et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Automated Detection of Interictal Epileptiform Discharges from Scalp Electroencephalograms by Convolutional Neural Networks

(2020) John Thomas et al.   International Journal of Neural Systems

Dissimilarity-based time–frequency distributions as features for epileptic EEG signal classification

(2020) Y. Ech-Choudany et al.   Biomedical Signal Processing and Control

Early detection of Alzheimer’s disease from EEG signals using Hjorth parameters

(2020) Mehrnoosh Sadat Safi et al.   Biomedical Signal Processing and Control

Alternative Diagnosis of Epilepsy in Children without Eileptiform Discharges Using Deep Convolutional Neural Networks

(2019) Lung-Chang Lin et al.   International Journal of Neural Systems

Applying Deep Learning for Epilepsy Seizure Detection and Brain Mapping Visualization

(2019) M. Shamim Hossain et al.   ACM Transactions on Multimedia Computing Communications and Applications

Scalp EEG epileptogenic zone recognition and localization based on long-term recurrent convolutional network

(2019) Weixia Liang et al.   NEUROCOMPUTING

Synchrosqueezing transform based feature extraction from EEG signals for emotional state prediction

(2019) Pinar Ozel et al.   Biomedical Signal Processing and Control

Epileptic seizure detection with EEG textural features and imbalanced classification based on EasyEnsemble learning

(2019) Chengfa Sun et al.   International Journal of Neural Systems

Reachability Analysis of Neural Masses and Seizure Control Based on Combination Convolutional Neural Network

(2019) Zhen Ma   International Journal of Neural Systems

Automatic Seizure Detection Based on S-Transform and Deep Convolutional Neural Network

(2019) Guoyang Liu et al.   International Journal of Neural Systems

An efficient error-minimized random vector functional link network for epileptic seizure classification using VMD

(2019) Susanta Kumar Rout et al.   Biomedical Signal Processing and Control

Performance evaluation of empirical mode decomposition, discrete wavelet transform, and wavelet packed decomposition for automated epileptic seizure detection and prediction

(2018) Emina Alickovic et al.   Biomedical Signal Processing and Control

A new feature for the classification of non-stationary signals based on the direction of signal energy in the time–frequency domain

(2018) Nabeel Ali Khan et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Designing high-resolution time–frequency and time–scale distributions for the analysis and classification of non-stationary signals: a tutorial review with a comparison of features performance

(2018) Boualem Boashash et al.   DIGITAL SIGNAL PROCESSING

Neonatal Seizure Detection Using Deep Convolutional Neural Networks

(2018) Amir H. Ansari et al.   International Journal of Neural Systems

Epileptic Seizure Detection Based on Time-Frequency Images of EEG Signals Using Gaussian Mixture Model and Gray Level Co-Occurrence Matrix Features

(2018) Yang Li et al.   International Journal of Neural Systems

Seizure onset detection based on frequency domain metric of empirical mode decomposition

(2018) Ahmet Mert et al.   Signal Image and Video Processing

Dynamic Mode Decomposition Based Epileptic Seizure Detection from Scalp EEG

(2018) Muhammad Sohaib J. Solaija et al.   IEEE Access

Emotion recognition based on time–frequency distribution of EEG signals using multivariate synchrosqueezing transform

(2018) Ahmet Mert et al.   DIGITAL SIGNAL PROCESSING

Gray-level co-occurrence matrix of Fourier synchro-squeezed transform for epileptic seizure detection

(2018) Shamzin Mamli et al.   Biocybernetics and Biomedical Engineering

Synchroextracting Transform

(2017) Gang Yu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A new approach to characterize epileptic seizures using analytic time-frequency flexible wavelet transform and fractal dimension

(2017) Manish Sharma et al.   PATTERN RECOGNITION LETTERS

Epileptic seizure detection based on imbalanced classification and wavelet packet transform

(2017) Qi Yuan et al.   SEIZURE-EUROPEAN JOURNAL OF EPILEPSY

Deep convolutional neural network for the automated detection and diagnosis of seizure using EEG signals

(2017) U. Rajendra Acharya et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Discrimination and classification of focal and non-focal EEG signals using entropy-based features in the EMD-DWT domain

(2016) Anindya Bijoy Das et al.   Biomedical Signal Processing and Control

EMD-Based Temporal and Spectral Features for the Classification of EEG Signals Using Supervised Learning

(2016) Farhan Riaz et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Extracting spatial–temporal coherent patterns in large-scale neural recordings using dynamic mode decomposition

(2016) Bingni W. Brunton et al.   JOURNAL OF NEUROSCIENCE METHODS

Emotion recognition from EEG signals by using multivariate empirical mode decomposition

(2016) Ahmet Mert et al.   PATTERN ANALYSIS AND APPLICATIONS

Long-term epileptic EEG classification via 2D mapping and textural features

(2015) Kaveh Samiee et al.   EXPERT SYSTEMS WITH APPLICATIONS

Second-Order Synchrosqueezing Transform or Invertible Reassignment? Towards Ideal Time-Frequency Representations

(2015) Thomas Oberlin et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

The detection of epileptic seizure signals based on fuzzy entropy

(2015) Jie Xiang et al.   JOURNAL OF NEUROSCIENCE METHODS

Wavelet-based EEG processing for computer-aided seizure detection and epilepsy diagnosis

(2015) Oliver Faust et al.   SEIZURE-EUROPEAN JOURNAL OF EPILEPSY

Synchrosqueezing-based time-frequency analysis of multivariate data

(2015) Alireza Ahrabian et al.   SIGNAL PROCESSING

Classification of seizure based on the time-frequency image of EEG signals using HHT and SVM

(2014) Kai Fu et al.   Biomedical Signal Processing and Control

Detrended fluctuation thresholding for empirical mode decomposition based denoising

(2014) Ahmet Mert et al.   DIGITAL SIGNAL PROCESSING

Variational Mode Decomposition

(2014) Konstantin Dragomiretskiy et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Epileptic seizure prediction using phase synchronization based on bivariate empirical mode decomposition

(2013) Yang Zheng et al.   CLINICAL NEUROPHYSIOLOGY

Feature extraction and recognition of ictal EEG using EMD and SVM

(2013) Shufang Li et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Time-Frequency Reassignment and Synchrosqueezing: An Overview

(2013) Francois Auger et al.   IEEE SIGNAL PROCESSING MAGAZINE

A generalized synchrosqueezing transform for enhancing signal time–frequency representation

(2012) Chuan Li et al.   SIGNAL PROCESSING

Automated diagnosis of epileptic EEG using entropies

(2011) U. Rajendra Acharya et al.   Biomedical Signal Processing and Control

Detection of epileptic electroencephalogram based on Permutation Entropy and Support Vector Machines

(2011) Nicoletta Nicolaou et al.   EXPERT SYSTEMS WITH APPLICATIONS

Classification of Seizure and Nonseizure EEG Signals Using Empirical Mode Decomposition

(2011) V. Bajaj et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Synchrosqueezing-Based Recovery of Instantaneous Frequency from Nonuniform Samples

(2011) Gaurav Thakur et al.   SIAM JOURNAL ON MATHEMATICAL ANALYSIS

Fractality and a Wavelet-chaos-Methodology for EEG-based Diagnosis of Alzheimer Disease

(2010) Mehran Ahmadlou et al.   ALZHEIMER DISEASE & ASSOCIATED DISORDERS

Synchrosqueezed wavelet transforms: An empirical mode decomposition-like tool

(2010) Ingrid Daubechies et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Wavelet basis functions in biomedical signal processing

(2010) J. Rafiee et al.   EXPERT SYSTEMS WITH APPLICATIONS

Dynamic mode decomposition of numerical and experimental data

(2010) PETER J. SCHMID   JOURNAL OF FLUID MECHANICS

Neonatal EEG signal characteristics using time frequency analysis

(2010) Waleed Abdulla et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Epileptic Seizure Detection in EEGs Using Time–Frequency Analysis

(2009) A.T. Tzallas et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE