Parkinson’s detection based on combined CNN and LSTM using enhanced speech signals with Variational mode decomposition

Robust automated Parkinson disease detection based on voice signals with transfer learning

(2021) Onur Karaman et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Hybrid Approach for Parkinson’s Disease diagnosis with Resonance and Time-Frequency based features from Speech signals

(2021) Jinee Goyal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Voice Disorder Identification by using Hilbert-Huang Transform (HHT) and K Nearest Neighbor (KNN)

(2020) Lili Chen et al.   JOURNAL OF VOICE

Local discriminant preservation projection embedded ensemble learning based dimensionality reduction of speech data of Parkinson’s disease

(2020) Yuchuan Liu et al.   Biomedical Signal Processing and Control

An easy-to-use deep-learning model for highly accurate diagnosis of Parkinson's disease using SPECT images

(2020) Farhan Mohammed et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Deep learning based diagnosis of Parkinson’s disease using convolutional neural network

(2019) S. Sivaranjini et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Analysis and evaluation of handwriting in patients with Parkinson’s disease using kinematic, geometrical, and non-linear features

(2019) C.D. Rios-Urrego et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A lighten CNN-LSTM model for speaker verification on embedded devices

(2019) Zitian Zhao et al.   Future Generation Computer Systems-The International Journal of eScience

Automated arrhythmia classification based on a combination network of CNN and LSTM

(2019) Chen Chen et al.   Biomedical Signal Processing and Control

Early diagnosis of Parkinson’s disease from multiple voice recordings by simultaneous sample and feature selection

(2019) Liaqat Ali et al.   EXPERT SYSTEMS WITH APPLICATIONS

Feature-driven machine learning to improve early diagnosis of Parkinson's disease

(2018) Luca Parisi et al.   EXPERT SYSTEMS WITH APPLICATIONS

Towards an automatic evaluation of the dysarthria level of patients with Parkinson's disease

(2018) J.C. Vásquez-Correa et al.   JOURNAL OF COMMUNICATION DISORDERS

A comparative analysis of speech signal processing algorithms for Parkinson’s disease classification and the use of the tunable Q-factor wavelet transform

(2018) C. Okan Sakar et al.   APPLIED SOFT COMPUTING

Speech emotion recognition using deep 1D & 2D CNN LSTM networks

(2018) Jianfeng Zhao et al.   Biomedical Signal Processing and Control

Analysis and Classification of Cold Speech using Variational Mode Decomposition

(2017) Suman Deb et al.   IEEE Transactions on Affective Computing

Optimizing diagnosis in Parkinson's disease: Radionuclide imaging

(2016) Julieta E. Arena et al.   PARKINSONISM & RELATED DISORDERS

Ageing and Parkinson's disease: Why is advancing age the biggest risk factor?

(2014) Amy Reeve et al.   AGEING RESEARCH REVIEWS

Variational Mode Decomposition

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

Collection and Analysis of a Parkinson Speech Dataset With Multiple Types of Sound Recordings

(2013) B. E. Sakar et al.   IEEE Journal of Biomedical and Health Informatics