Diagnosis of Alzheimer’s Disease Based on Structural MRI Images Using a Regularized Extreme Learning Machine and PCA Features

Diagnosis of Alzheimer’s Disease Based on Structural MRI Images Using a Regularized Extreme Learning Machine and PCA Features

Alzheimer’s disease (AD) is a progressive, neurodegenerative brain disorder that attacks neurotransmitters, brain cells, and nerves, affecting brain functions, memory, and behaviors and then finally causing dementia on elderly people. Despite its significance, there is currently no cure for it. Howe...

Full description

Bibliographic Details
Main Authors:	Ramesh Kumar Lama, Jeonghwan Gwak, Jeong-Seon Park, Sang-Woong Lee
Format:	Article
Language:	English
Published:	Hindawi Limited 2017-01-01
Series:	Journal of Healthcare Engineering
Online Access:	http://dx.doi.org/10.1155/2017/5485080

Similar Items

MRI-Based Brain Tumor Classification Using Ensemble of Deep Features and Machine Learning Classifiers
by: Jaeyong Kang, et al.
Published: (2021-03-01)

PCA-Based Incremental Extreme Learning Machine (PCA-IELM) for COVID-19 Patient Diagnosis Using Chest X-Ray Images
by: Biswas, S., et al.
Published: (2022)

PCA based dimensionality reduction of MRI images for training support vector machine to aid diagnosis of bipolar disorder
by: Chen, Beichen, et al.
Published: (2019)

A Machine Learning Approach for the Differential Diagnosis of Alzheimer and Vascular Dementia Fed by MRI Selected Features
by: Gloria Castellazzi, et al.
Published: (2020-06-01)

Brain MRI Analysis for Alzheimer's Disease Diagnosis Using CNN-Based Feature Extraction and Machine Learning
by: AlSaeed, D., et al.
Published: (2022)

White Matter Network Alterations in Alzheimer’s Disease Patients
by: Ramesh Kumar Lama, et al.
Published: (2020-01-01)

Quantitative Spectral Data Analysis Using Extreme Learning Machines Algorithm Incorporated with PCA
by: Michael Li, et al.
Published: (2021-01-01)

Machine Learning-Based Framework for Differential Diagnosis Between Vascular Dementia and Alzheimer's Disease Using Structural MRI Features
by: Yineng Zheng, et al.
Published: (2019-10-01)

Duplication of the Posterior Cerebral Artery (PCA) or “True Fetal PCA”: An Extremely Rare Variant
by: Bruno Coulier
Published: (2018-02-01)

An Improved Alpha Beta Filter Using a Deep Extreme Learning Machine
by: Junaid Khan, et al.
Published: (2021-01-01)

Diagnosis of Alzheimer’s Disease Using Brain Network
by: Ramesh Kumar Lama, et al.
Published: (2021-02-01)

Prediction of Chemotherapy Response of Osteosarcoma Using Baseline 18F-FDG Textural Features Machine Learning Approaches with PCA
by: Su Young Jeong, et al.
Published: (2019-01-01)

PCA Feature Extraction and Supervised Machine Learning for VSD Heart Disease Prediction
by: LIOU, SIOU-WEI, et al.
Published: (2018)

A Hybrid Feature Extraction Method With Regularized Extreme Learning Machine for Brain Tumor Classification
by: Abdu Gumaei, et al.
Published: (2019-01-01)

Hybrid multivariate pattern analysis combined with extreme learning machine for Alzheimer's dementia diagnosis using multi-measure rs-fMRI spatial patterns.
by: Duc Thanh Nguyen, et al.
Published: (2019-01-01)

Features-based MRI brain classification with domain knowledge : application to Alzheimer's disease diagnosis
by: Ben Ahmed, Olfa
Published: (2015)

Multiclass Classification for the Differential Diagnosis on the ADHD Subtypes Using Recursive Feature Elimination and Hierarchical Extreme Learning Machine: Structural MRI Study.
by: Muhammad Naveed Iqbal Qureshi, et al.
Published: (2016-01-01)

Smoothing L0 Regularization for Extreme Learning Machine
by: Qinwei Fan, et al.
Published: (2020-01-01)

An Adaptive Learning Algorithm for Regularized Extreme Learning Machine
by: Yuao Zhang, et al.
Published: (2021-01-01)

Multiple Feature Integration for Classification of Thoracic Disease in Chest Radiography
by: Thi Kieu Khanh Ho, et al.
Published: (2019-10-01)

Diagnosis of Alzheimer’s Disease Using Dual-Tree Complex Wavelet Transform, PCA, and Feed-Forward Neural Network
by: Debesh Jha, et al.
Published: (2017-01-01)

The Novel Successive Variational Mode Decomposition and Weighted Regularized Extreme Learning Machine for Fault Diagnosis of Automobile Gearbox
by: Yijiao Wang, et al.
Published: (2021-01-01)

Online Regularized and Kernelized Extreme Learning Machines with Forgetting Mechanism
by: Xinran Zhou, et al.
Published: (2014-01-01)

Feature selected based on PCA and optimized LMC
by: Xi Ke, et al.
Published: (2021-01-01)

Cross-cohort generalizability of deep and conventional machine learning for MRI-based diagnosis and prediction of Alzheimer’s disease
by: Esther E. Bron, et al.
Published: (2021-01-01)

Analysis of MRI Images of the Liver, using a Combination of Wavelet and Principle Component Analysis (Pca) and Support Vector Machine (SVM) for the Diagnosis and Classification of Benign and Malignant Tumors
by: Bahman Cheraghi Gharakhanloo, et al.
Published: (2018-04-01)

Facial Recognition Based on Facial Features and PCA Feature Extraction
by: 葉書妤
Published: (2016)

Improved k-t PCA Algorithm Using Artificial Sparsity in Dynamic MRI
by: Yiran Wang, et al.
Published: (2017-01-01)

Denoising High-Field Multi-Dimensional MRI With Local Complex PCA
by: Pierre-Louis Bazin, et al.
Published: (2019-10-01)

Integration of multimodal MRI data via PCA to explain language performance
by: N.E. Kucukboyaci, et al.
Published: (2014-01-01)

Machine Learning Classification Combining Multiple Features of A Hyper-Network of fMRI Data in Alzheimer's Disease
by: Hao Guo, et al.
Published: (2017-11-01)

Image Classification Using Low-Rank Regularized Extreme Learning Machine
by: Qin Li, et al.
Published: (2019-01-01)

FF-PCA-LDA: Intelligent Feature Fusion Based PCA-LDA Classification System for Plant Leaf Diseases
by: Ali, S., et al.
Published: (2022)

Optimization in screening and diagnosis of Prostate Cancer (PCa): Use of Prostate Health Index (PHI) and mMRI in biopsy-naive patients
by: E. Fernández Guzman, et al.
Published: (2020-07-01)

Pattern Recognition by Dinamic Feature Analysis Based on PCA
by: Juliana Valencia-Aguirre, et al.
Published: (2009-06-01)

Incremental Sparse-PCA Feature Extraction For Data Streams
by: Nziga, Jean-Pierre
Published: (2015)

High dimensional classification of structural MRI Alzheimer’s disease data based on large scale regularization
by: Ramon eCasanova, et al.
Published: (2011-10-01)

T1rho MRI and CSF biomarkers in diagnosis of Alzheimer's disease
by: Mohammad Haris, et al.
Published: (2015-01-01)

Diagnosis of Alzheimer\'s disease by MRI images using artificial intelligence
by: Mohammad Amin Shayegan, et al.
Published: (2021-04-01)

NC Machine Tools Fault Diagnosis Based on Kernel PCA and k-Nearest Neighbor Using Vibration Signals
by: Zhou Yuqing, et al.
Published: (2015-01-01)