DeepAI AI Chat
Log In Sign Up

Deep Neural Network Based Ensemble learning Algorithms for the healthcare system (diagnosis of chronic diseases)

03/15/2021
by   Jafar Abdollahi, et al.
0

learning algorithms. In this paper, we review the classification algorithms used in the health care system (chronic diseases) and present the neural network-based Ensemble learning method. We briefly describe the commonly used algorithms and describe their critical properties. Materials and Methods: In this study, modern classification algorithms used in healthcare, examine the principles of these methods and guidelines, and to accurately diagnose and predict chronic diseases, superior machine learning algorithms with the neural network-based ensemble learning Is used. To do this, we use experimental data, real data on chronic patients (diabetes, heart, cancer) available on the UCI site. Results: We found that group algorithms designed to diagnose chronic diseases can be more effective than baseline algorithms. It also identifies several challenges to further advancing the classification of machine learning in the diagnosis of chronic diseases. Conclusion: The results show the high performance of the neural network-based Ensemble learning approach for the diagnosis and prediction of chronic diseases, which in this study reached 98.5, 99, and 100

READ FULL TEXT

page 1

page 11

03/15/2021

Hybrid stacked ensemble combined with genetic algorithms for Prediction of Diabetes

Diabetes is currently one of the most common, dangerous, and costly dise...
12/31/2022

Hair and Scalp Disease Detection using Machine Learning and Image Processing

Almost 80 million Americans suffer from hair loss due to aging, stress, ...
11/17/2017

Large Neural Network Based Detection of Apnea, Bradycardia and Desaturation Events

Apnea, bradycardia and desaturation (ABD) events often precede life-thre...
07/28/2017

Review of Machine Learning Algorithms in Differential Expression Analysis

In biological research machine learning algorithms are part of nearly ev...
11/05/2016

Comparing learning algorithms in neural network for diagnosing cardiovascular disease

Today data mining techniques are exploited in medical science for diagno...
01/08/2020

Inflammatory Bowel Disease Biomarkers of Human Gut Microbiota Selected via Ensemble Feature Selection Methods

The tremendous boost in the next generation sequencing and in the omics ...
07/09/2017

Neural Machine Translation between Herbal Prescriptions and Diseases

The current study applies deep learning to herbalism. Toward the goal, w...