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Support Vector Machine Versus Random Forest for Remote Sensing Image Classification: A Meta-Analysis and Systematic Review

open access: yesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020
Several machine-learning algorithms have been proposed for remote sensing image classification during the past two decades. Among these machine learning algorithms, Random Forest (RF) and Support Vector Machines (SVM) have drawn attention to image ...
M. Sheykhmousa   +5 more
semanticscholar   +1 more source

Prediction of Heart Diseases using Random Forest

open access: yesJournal of Physics: Conference Series, 2021
The process of discovering or mining information from a huge volume of data is known as data mining technology. Today data mining has lots of application in every aspects of human life. Applications of data mining are wide and diverse.
Madhumita Pal, S. Parija
semanticscholar   +1 more source

Three-Branch Random Forest Intrusion Detection Model

open access: yesMathematics, 2022
Network intrusion detection has the problems of large amounts of data, numerous attributes, and different levels of importance for each attribute in detection.
Chunying Zhang   +4 more
doaj   +1 more source

Random Survival Forests [PDF]

open access: yesJournal of Thoracic Oncology, 2011
In the article by Chen et al,1 the authors used Random Survival Forests (RSF) as part of their approach for analyzing the data. In this note, we will explain RSF in a nontechnical way; precise details of the RSF method are described in the article by Ishwaran et al.2 RSF are an adaptation of Random Forests (RF)3 designed to be used for survival data ...
openaire   +2 more sources

Ransomware Detection using Random Forest Technique

open access: yesICT Express, 2020
Nowadays, the ransomware became a serious threat challenge the computing world that requires an immediate consideration to avoid financial and moral blackmail. So, there is a real need for a new method that can detect and stop this type of attack.
Ban Mohammed Khammas
doaj   +1 more source

A comparison of random forest variable selection methods for classification prediction modeling

open access: yesExpert systems with applications, 2019
Random forest classification is a popular machine learning method for developing prediction models in many research settings. Often in prediction modeling, a goal is to reduce the number of variables needed to obtain a prediction in order to reduce the ...
J. Speiser   +3 more
semanticscholar   +1 more source

Unsupervised random forest for affinity estimation

open access: yesComputational Visual Media, 2021
This paper presents an unsupervised clustering random-forest-based metric for affinity estimation in large and high-dimensional data. The criterion used for node splitting during forest construction can handle rank-deficiency when measuring cluster ...
Yunai Yi   +5 more
doaj   +1 more source

Prediction of prognosis and survival of patients with gastric cancer by a weighted improved random forest model: an application of machine learning in medicine

open access: yesArchives of Medical Science, 2021
Introduction It is essential to predict the survival status of patients based on their prognosis. This can assist physicians in evaluating treatment decisions. Random forest is an excellent machine learning algorithm even without any modification.
Cheng Xu   +4 more
doaj   +1 more source

Evaluating the performance of random forest and iterative random forest based methods when applied to gene expression data

open access: yesComputational and Structural Biotechnology Journal, 2022
Gene-to-gene networks, such as Gene Regulatory Networks (GRN) and Predictive Expression Networks (PEN) capture relationships between genes and are beneficial for use in downstream biological analyses.
Angelica M. Walker   +7 more
doaj   +1 more source

Prediction of COVID-19 confirmed, death, and cured cases in India using random forest model

open access: yesBig Data Mining and Analytics, 2021
A novel coronavirus (SARS-CoV-2) is an unusual viral pneumonia in patients, first found in late December 2019, latter it declared a pandemic by World Health Organizations because of its fatal effects on public health In this present, cases of COVID-19 ...
V. Gupta   +3 more
semanticscholar   +1 more source

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