Comparative Study on Heart Disease Prediction Using Feature Selection Techniques on Classification Algorithms

Comparative Study on Heart Disease Prediction Using Feature Selection Techniques on Classification Algorithms

Heart disease is recognized as one of the leading factors of death rate worldwide. Biomedical instruments and various systems in hospitals have massive quantities of clinical data. Therefore, understanding the data related to heart disease is very important to improve prediction accuracy. This artic...

Full description

Saved in:

Bibliographic Details
Main Authors:	Kaushalya Dissanayake, Md Gapar Md Johar
Format:	Article
Language:	English
Published:	Wiley 2021-01-01
Series:	Applied Computational Intelligence and Soft Computing
Online Access:	http://dx.doi.org/10.1155/2021/5581806
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Predicting Heart Diseases by Selective Machine Learning Algorithms
by: N. Umar, et al.
Published: (2025-02-01)

Comparative Analysis of Deep Learning Algorithm for Cancer Classification using Multi-omics Feature Selection
by: Nur Sabrina Azmi, et al.
Published: (2022-10-01)

An Efficient Feature Subset Selection Algorithm for Classification of Multidimensional Dataset
by: Senthilkumar Devaraj, et al.
Published: (2015-01-01)

A novel feature selection technique: Detection and classification of Android malware
by: Sandeep Sharma, et al.
Published: (2025-03-01)

Efficient Feature Selection and Classification of Protein Sequence Data in Bioinformatics
by: Muhammad Javed Iqbal, et al.
Published: (2014-01-01)

Identification of Plasma Proteins Associated with Alzheimer's Disease Using Feature Selection Techniques and Machine Learning Algorithms
by: Zakaria Mokadem, et al.
Published: (2025-02-01)

Collaboration of clustering and classification techniques for better prediction of severity of heart stroke using deep learning
by: T. Swathi Priyadarshini, et al.
Published: (2025-02-01)

Enhanced thyroid disease prediction using ensemble machine learning: a high-accuracy approach with feature selection and class balancing
by: Md. Rezaul Islam, et al.
Published: (2025-01-01)

An Ensemble Feature Selection Approach-Based Machine Learning Classifiers for Prediction of COVID-19 Disease
by: Md. Jakir Hossen, et al.
Published: (2024-01-01)

Feature selection based on Mahalanobis distance for early Parkinson disease classification
by: Mustafa Noaman Kadhim, et al.
Published: (2025-01-01)

Comparative Study for Classification Algorithms Performance in Crop Yields Prediction Systems
by: Halbast Rashid Ismael, et al.
Published: (2021-05-01)

Blended Features Classification of Leaf-Based Cucumber Disease Using Image Processing Techniques
by: Jaweria Kainat, et al.
Published: (2021-01-01)

Missing Risk Factor Prediction in Cardiovascular Disease Using a Blended Dataset and Optimizing Classification With a Stacking Algorithm
by: Jannatul Mauya, et al.
Published: (2025-01-01)

Lung cancer Prediction and Classification based on Correlation Selection method Using Machine Learning Techniques
by: Dakhaz Mustafa Abdullah, et al.
Published: (2021-05-01)

Comparison of Classification Algorithms with Wrapper-Based Feature Selection for Predicting Osteoporosis Outcome Based on Genetic Factors in a Taiwanese Women Population
by: Hsueh-Wei Chang, et al.
Published: (2013-01-01)

Systematic Framework to Predict Early-Stage Liver Carcinoma Using Hybrid of Feature Selection Techniques and Regression Techniques
by: Marium Mehmood, et al.
Published: (2022-01-01)

Cervical heterotopic heart transplantation in mice using a novel suture technique
by: Hao Dun, MD MSc, et al.
Published: (2025-02-01)

Utilizing Feature Selection Techniques for AI-Driven Tumor Subtype Classification: Enhancing Precision in Cancer Diagnostics
by: Jihan Wang, et al.
Published: (2025-01-01)

A Comprehensive Approach to Intrusion Detection in IoT Environments Using Hybrid Feature Selection and Multi-Stage Classification Techniques
by: G. Logeswari, et al.
Published: (2025-01-01)

Paving the Way for Integrated Advanced Heart Failure and Adult Congenital Heart Disease Training
by: William H. Marshall V., MD, et al.
Published: (2025-03-01)

Breast Cancer Prediction: A Fusion of Genetic Algorithm, Chemical Reaction Optimization, and Machine Learning Techniques
by: Md. Rafiqul Islam, et al.
Published: (2024-01-01)

An Improved Feature Selection Based on Effective Range for Classification
by: Jianzhong Wang, et al.
Published: (2014-01-01)

Activity Graph Feature Selection for Activity Pattern Classification
by: Kisung Park, et al.
Published: (2014-04-01)

Feature Selection Method Based on Artificial Bee Colony Algorithm and Support Vector Machines for Medical Datasets Classification
by: Mustafa Serter Uzer, et al.
Published: (2013-01-01)

A Smart Intelligence System for Hen Breed and Disease classification using Extra Tree classifier-based Ensemble Technique
by: Galib Muhammad Shahriar Himel, et al.
Published: (2025-02-01)

Data Mining Classification Techniques for Diabetes Prediction
by: Hindreen Rashid Abdulqadir, et al.
Published: (2021-05-01)

A Comparative Study between Time Series and Machine Learning Technique to Predict Dengue Fever in Dhaka City
by: Tanzina Akter, et al.
Published: (2024-01-01)

Placental Vascular Malperfusion in Pregnancies With Congenital Heart Disease
by: Nour Rahnama, MD, et al.
Published: (2025-03-01)

MSBKA: A Multi-Strategy Improved Black-Winged Kite Algorithm for Feature Selection of Natural Disaster Tweets Classification
by: Guangyu Mu, et al.
Published: (2025-01-01)

Classification of Prominent Cacao Pod Diseases Using Multi-Feature Visual Analysis and k-Nearest Neighbors Algorithm
by: Earl Clarence San Diego, et al.
Published: (2025-01-01)

From Baseline to Best Practice: An Advanced Feature Selection, Feature Resampling and Grid Search Techniques to Improve Injury Severity Prediction
by: Soukaina EL Ferouali, et al.
Published: (2025-12-01)

Novel and Efficient Randomized Algorithms for Feature Selection
by: Zigeng Wang, et al.
Published: (2020-09-01)

Extreme Gradient Boosting Model with SMOTE for Heart Disease Classification
by: Ahmad Ubai Dullah, et al.
Published: (2025-01-01)

Human Activity Recognition Based on the Hierarchical Feature Selection and Classification Framework
by: Yuhuang Zheng
Published: (2015-01-01)

An Ant Colony Optimization Based Feature Selection for Web Page Classification
by: Esra Saraç, et al.
Published: (2014-01-01)

Using Electrocardiogram Signal Features and Heart Rate Variability to Predict Epileptic Attacks
by: Ying Jiang, et al.
Published: (2025-01-01)

Gender and age features in adults with congenital heart disease
by: I.G. Lebid
Published: (2017-09-01)

Early Prediction of Cardio Vascular Disease (CVD) from Diabetic Retinopathy using improvised deep Belief Network (I-DBN) with Optimum feature selection technique
by: T. K. Revathi, et al.
Published: (2025-01-01)

Flight Delay Classification Prediction Based on Stacking Algorithm
by: Jia Yi, et al.
Published: (2021-01-01)

Naive Bayes-Guided Bat Algorithm for Feature Selection
by: Ahmed Majid Taha, et al.
Published: (2013-01-01)