Random Forest: Research, Papers and Researchers

01Research activity

Random Forest research by ScholarsColab researchers

What researchers combine with Random Forest

Words that appear most often in these paper titles. Tap one to see those papers.

Recent focus (2024 onwards): algorithm, prediction, detection, classification, regression, feature.

02Researchers

PhD researchers working on Random Forest

Every researcher below is registered on ScholarsColab and can be hired as a mentor or for a project. Publication counts are their papers on this topic.

Dr. Manvendra VermaGLA University, Mathura, India6 papers on this topic · 209 citationsDr M.A.JABBARVARDHAMAN COLLEGE OF ENGINEERING4 papers on this topic · 1,045 citationsTop 2% scientist · Artificial Intelligence & Image ProcessingDr Gnanajeyaraman RajaramSaveetha university3 papers on this topic · 4 citationsRoseline Oluwaseun OgundokunRedeemer's University Ede, Osun State3 papers on this topic · 0 citationsP M Durai Raj VincentProfessor in VIT University2 papers on this topic · 108 citationsXXiaochun ChengSwansea University2 papers on this topic · 72 citationsDr.B. Omkar Lakshmi JaganAssociate Professor, Dept. of CSE, Vignan's Institute of INformation Technology2 papers on this topic · 48 citationsNNarayan VyasAssistant Professor, Department of Computer Science and Application, Vivekananda Global University, Jaipur2 papers on this topic · 29 citationsSowmiya BAssistant professor2 papers on this topic · 21 citationsDr. Shamneesh SharmaupGrad Education Private Limited, Bangalore, Karnataka, India2 papers on this topic · 13 citationsDr Rajendiran MuthusamyPanimalar Engineering College2 papers on this topic · 12 citationsDr. V. Gokula KrishnanProfessor, Department of Computer Science Engineering, Easwari Engineering College, Ramapuram, Chennai, Tamil…2 papers on this topic · 5 citationsDr Chandani SharmaMMICTBM (MCA) Maharishi Markandeshwar (Deemed to be University) Mullana, Ambala, Haryana2 papers on this topic · 1 citationsDr. A. SureshProfessor, School of Computing, SRM Institute of Science and Technology, SRM Nagar,…1 paper on this topic · 130 citationsDr.K.SangeethaKONGU ENGINEERING COLLEGE1 paper on this topic · 112 citationsIbrahim A. HameedProfessor1 paper on this topic · 29 citationsAshish RanjanIIIT Sonepat1 paper on this topic · 19 citationsDr.Vijayalkahsmi kakulapatiSreenidhi Institute of Science and Technology1 paper on this topic · 11 citationsMohamed MarieProf. Dr. of information systems1 paper on this topic · 11 citationsDr Bhadrappa HaralayyaProfessor and HOD, Department of MBA, Lingaraj Appa Engineering College Bidar, Karnataka,…1 paper on this topic · 8 citationsDr. SATHISH KUMAR SELVAPERUMALAsia Pacific Univeristy1 paper on this topic · 8 citationsMohammed Okoe AlhassanTAKORADI TECHNICAL UNIVERSITY (TTU)1 paper on this topic · 6 citationsDr Shweta GoyalGraphic Era Deemed to Be UNiversity1 paper on this topic · 6 citationsMaanvi BhatnagarNDS Infoserv1 paper on this topic · 4 citationsDr.S.PandikumarAssociate Professor1 paper on this topic · 4 citationsDr Pradip JawandhiyaDiorector, P R Pote Patil college of Engineering & Management, Amravati1 paper on this topic · 3 citationsKATTUPALLI SUDHAKARDEPARTMENT OF AI&DS, LAKIREDDY BALI REDDY COLLEGE OF ENGINEERING1 paper on this topic · 3 citationsShashi Kant DargarKalasalingam Academy of Research and Education1 paper on this topic · 2 citationsDr. Ashes BanerjeeSwami Vivekananda University1 paper on this topic · 1 citationsDR. SUBHADIP GOSWAMIASSISTANT PROFESSOR, SANDIP INSTITUTE OF TECHNOLOGY AND RESEARCH CENTRE1 paper on this topic · 1 citationsAbdul AhadNorthwestern Polytechnical University of China1 paper on this topic · 1 citationsDr Ramakrishna HegdeProfessor, JSS Science and Technology University, Mysore1 paper on this topic · 1 citationsAbdullah SheikhWright State University, USA (MS in Marketing Analytics & Insights)1 paper on this topic · 1 citationsMMichel OwayjanAmerican University of Science & Technology1 paper on this topic · 0 citationsDr N UMAPATHIJyothishmathi Institute of Technology and Science1 paper on this topic · 0 citationsDr Senbagavalli MAssociate Professor, Alliance University, Bangalore, Karnataka1 paper on this topic · 0 citationsDr. Mohammad PashaShadan Women's College of Engineering and Technology1 paper on this topic · 0 citationsDr. Santhosh Kumar MedishettiNalla Narasimha Reddy Education Society’s Group of Institutions1 paper on this topic · 0 citationsDr. Himanshu SharmaIILM University, Greater Noida1 paper on this topic · 0 citationsDr.Nijaguna G SVTU1 paper on this topic · 0 citationsB HarichandanaRajarajeswari college of engineering1 paper on this topic · 0 citationsGouthami EragamreddyAssistant Professor1 paper on this topic · 0 citations

03Papers

Research papers on Random Forest

1. Random forest modeling for network intrusion detection system2016865 citationsProcedia computer scienceDr M.A.JABBAR
2. Cervical Cancer Identification with Synthetic Minority Oversampling Technique and PCA Analysis using Random Forest Classifier2019130 citationsDr. A. Suresh
3. RETRACTED ARTICLE: Skin lesion classification using decision trees and random forest algorithms2024112 citationsJournal of Ambient Intelligence and Humanized ComputingDr.K.Sangeetha
4. A reinforced random forest model for enhanced crop yield prediction by integrating agrarian parameters2021102 citationsJournal of Ambient Intelligence and Humanized ComputingP M Durai Raj Vincent
5. Prediction of mechanical strength by using an artificial neural network and random forest algorithm202298 citationsJournal of NanomaterialsDr. Manvendra Verma
6. Prediction of heart disease using random forest and feature subset selection201592 citationsDr M.A.JABBAR
7. Intelligent heart disease prediction system using random forest and evolutionary approach201677 citationsDr M.A.JABBAR
8. Prediction of IIoT traffic using a modified whale optimization approach integrated with random forest classifier202271 citationsJournal of SupercomputingXiaochun Cheng
9. Prediction of compressive strength of geopolymer concrete using random forest machine and deep learning202361 citationsAsian Journal of Civil EngineeringDr. Manvendra Verma
10. Personalized Cardiovascular Disease Risk Prediction Using Random Forest: An Optimized Approach202329 citationsNarayan Vyas
11. Random forest tree for predicting fecal indicator organisms in drinking water supply201729 citationsIbrahim A. Hameed
12. IMPLEMENTATION OF NATURAL RANDOM FOREST MACHINE LEARNING METHODS ON MULTI SPECTRAL IMAGE COMPRESSION201926 citationsJournal of Critical ReviewsDr.B. Omkar Lakshmi Jagan
13. Execution of Natural Random Forest Machine Learning Techniques on Multi Spectral Image Compression201922 citationsInternational Journal of Pharmaceutical ResearchDr.B. Omkar Lakshmi Jagan
14. Prediction of compressive strength of nano-silica concrete by using random forest algorithm202422 citationsAsian Journal of Civil EngineeringDr. Manvendra Verma
15. Prediction of compressive strength of geopolymer concrete by using random forest algorithm202222 citationsDr. Manvendra Verma
16. Sentence polarity detection using stepwise greedy correlation based feature selection and random forests: an fMRI study202119 citationsJournal of NeurolinguisticsAshish Ranjan
17. Multiclass Classification of Paddy Leaf Diseases Using Random Forest Classifier202316 citationsJournal of Image and GraphicsSowmiya B
18. Leveraging Random Forest for Intelligent IoT Systems in Industrial Environments202312 citationsDr Rajendiran Muthusamy
19. Lung Cancer Prediction Using Random Forest202111 citationsRecent Advances in Computer Science and CommunicationsDr M.A.JABBAR
20. Classification of Spam Messages using Random Forest Algorithm202111 citationsJournal of Xidian UniversityDr.Vijayalkahsmi kakulapati
21. Improving prediction accuracy using random forest algorithm202411 citationsInternational Journal of Advanced Computer Science and ApplicationsMohamed Marie
22. Link Prediction for Social Network Analysis Using Random Forest and XG-Boost Algorithm20249 citationsDr. Shamneesh Sharma
23. Prediction of Customer Default in E-commerce based on Spider Monkey Optimized Scalar Random Forest Algorithm20248 citationsDr Bhadrappa Haralayya
24. Random forest classifier for extracting water bodies from pansharpened image to detect surface water changes20198 citationsDr. SATHISH KUMAR SELVAPERUMAL
25. Novel approaches to modelling flammability characteristics of polymethyl methacrylate (PMMA) via multivariate adaptive regression splines and random forest methods20196 citationsMohammed Okoe Alhassan
26. A reinforced random forest model for enhanced crop yield prediction by integrating agrarian parameters. J Ambient Intell Humanized Comput 12: 10009–1002220216 citationsP M Durai Raj Vincent
27. Overview of machine learning techniques in cybersecurity data science using gradient boosting and random forest algorithm20246 citationsDr Shweta Goyal
28. ENHANCING CREDIT CARD FRAUD DETECTION IN FINANCIAL TRANSACTIONS THROUGH IMPROVED RANDOM FOREST ALGORITHM20235 citationsSowmiya B
29. Random forest regression-based fault location scheme for transmission lines20224 citationsMaanvi Bhatnagar
30. Smart Fashion Recommendation System using Random Forest Algorithm20244 citationsDr. Shamneesh Sharma
31. Performance Analysis of Random Forest Classifier in Extracting Features from the EEG signal20224 citationsDr.S.Pandikumar
32. Random forest based hybrid model for intrusion detection system20193 citationsInternational Journal of Recent Technology and EngineeringDr Pradip Jawandhiya
33. Credit Card Fraud Detection Using Random Forest Algorithm20193 citationsDr. V. Gokula Krishnan
34. Water Level Prediction using Random Forest Algorithm20233 citationsKATTUPALLI SUDHAKAR
35. Prediction and comparison of compressive strength of geopolymer concrete by using decision tree and random forest regression model20253 citationsAsian Journal of Civil EngineeringDr. Manvendra Verma
36. Forecasting of Crushing Strength of Sustainable Concrete by Employing Deep and Random Forest Machine Learning20243 citationsJournal Of Polymer & CompositesDr. Manvendra Verma
37. Classification of Non-Small Cell Lung Cancer with the Histopathology Images based on Random Forest, Decision Tree and XGBoost Algorithm20253 citationsDr Gnanajeyaraman Rajaram
38. Improving the accuracy in the prediction of crack detection in masonry walls using support vector machine in comparison with random forest algorithm20242 citationsDr. V. Gokula Krishnan
39. Enhanced reliability in wireless sensor networks: federated learning with Bayesian weighted random forest for secure and privacy-preserving threat detection20252 citationsWireless NetworksShashi Kant Dargar
40. Crypto currency-bitcoin Price Predictor using Linear Regression and random forest20241 citationsDr Chandani Sharma
41. Applicability of random forest model for predicting groundwater table in Birbhum District, West Bengal India20251 citationsRecent Advancements in Computational Intelligence and Design EngineeringDr. Ashes Banerjee
42. Islanding Detection Using Pattern Recognition with HOG Features by Random Forest20241 citationsDR. SUBHADIP GOSWAMI
43. An Analysis of the Performance of Lightweight Gradient Boosting and Random Forest Methods for Producing Effective Nutritional Diet Recommendations20241 citationsDr Gnanajeyaraman Rajaram
44. Ransomware Detection and Classification using Ensemble Learning: A Random Forest Tree Approach20231 citationsAbdul Ahad
45. ACERNET: automated cervical cancer detection system via hybrid RESNET and random forest20251 citationsDr Ramakrishna Hegde
46. AI-Powered Forecasting for Supply Chain Resilience: Applications of Logistic Regression, Random Forest, and XGBoost in the U.S. Context20251 citationsAbdullah Sheikh
47. Random Forest Parameter Optimization Method Based on Fireworks Algorithm20201 citationsXiaochun Cheng
48. Formula 1 Race Winner Prediction Using Random Forest and SHAP Analysis20250 citationsMichel Owayjan
49. Land Use Land Cover Mapping Using Random Forest and Multispectral Satellite Imagery in Google Earth Engine20250 citationsNarayan Vyas
50. Hybrid Routing Identification in Wireless Sensor Networks using Convolutional Neural Networks and Random Forest20240 citationsDr N UMAPATHI
51. Crypto Currency Price Predictor using Linear Regresssion and Random Forest20240 citationsDr Chandani Sharma
52. Mushroom Classification Using Random Forest Classifiers with Python20210 citationsGIS SCIENCE JOURNALDr Senbagavalli M
53. Disaster Prediction in Data-Scarce Regions: A Comparative Study of Random Forest and XGBoost for Flood Severity Classification20250 citationsDr. Mohammad Pasha
54. Preventing Data Leakage Risks from DDoS and Phishing Attacks using Random Forest Algorithm20250 citationsDr. Santhosh Kumar Medishetti
55. Investigating Schizophrenia Detection—A Duel Between Random Forest and Logistic Regression20250 citationsDr Gnanajeyaraman Rajaram
56. Integrating Natural Language Processing with AdaBoost, Random Forest, and Logistic Regression for an Advanced Ensemble-Based Network Intrusion Detection Model20240 citationsDr. Himanshu Sharma
57. A Lightweight Deep Feature Fusion and PCA-Optimized Random Forest Framework for Multi-class Potato Leaf Disease Classification20250 citationsRoseline Oluwaseun Ogundokun
58. A Comparative Analysis of Deep Transfer Learning and Traditional Handcrafted Feature Approaches for Kidney Disease Classification Using Random Forests20250 citationsRoseline Oluwaseun Ogundokun
59. A Lightweight Deep Feature Fusion and PCA-Optimized Random Forest Framework20250 citationsRoseline Oluwaseun Ogundokun
60. Heart disease detection and classification using grid search with random forest20260 citationsIAES International Journal of Artificial IntelligenceDr.Nijaguna G S
61. Classification of Alzheimer’s disease Using DBN, SVM and Random Forest Models20220 citationsNeuroQuantologyDr Rajendiran Muthusamy
62. Random forest classifier (RFC) and gabor feature extraction technique comparison for handling volatile data quality with text feature extraction computing20260 citationsB Harichandana
63. Advancing sign language recognition with CNN and random forest for real-time accessibility20250 citationsGouthami Eragamreddy

04Journals

Journals that publish Random Forest research

Where our researchers published their papers on this topic, with each journal’s indexing.

*Impact factor and quartile calculated from OpenAlex open data where available; official Journal Impact Factors are published by Clarivate. Indexing from the SCIE, SSCI, AHCI, ESCI, Scopus and JCR 2024 lists. Find the right journal for your own paper →

05Top 2% scientists

World’s Top 2% scientists in Mining & Metallurgy

The Stanford/Elsevier World’s Top 2% Scientists list ranks researchers by a composite citation indicator. Mining & Metallurgy is the research subfield closest to Random Forest in that list; 790 researchers from 50 countries are listed in it.

Source: Elsevier Data Repository, Ioannidis et al., 2026 edition, citations to the end of 2025 (career-long ranking). ScholarsColab is not affiliated with Stanford University or Elsevier, and the researchers listed are not ScholarsColab mentors unless marked so above.

06Related topics

Topics related to Random Forest

Topics that share the most papers with Random Forest in our researchers’ work:

• Crypto Currency3 papers · 2 researchers
• Compressive Strength24 papers · 9 researchers
• Heart Disease92 papers · 55 researchers
• Cervical Cancer57 papers · 23 researchers
• Intrusion Detection252 papers · 86 researchers
• Intrusion Detection System (IDS)134 papers · 53 researchers
• Cancer632 papers · 207 researchers
• Machine Learning (ML)1,348 papers · 424 researchers
• Wireless Sensor Networks (WSN)344 papers · 126 researchers
• Neural Network819 papers · 267 researchers

07Questions

Frequently asked questions