Scholar4AI Updated 2026-10-26 13:22 UTC+09:00

Random forest

area: Machine learning · 9 papers in the last 7 days

← Most-used equations and models

f^(x)=1B∑b=1BTb(x)

Averages many decision trees grown on bootstrap samples with random feature subsets.

LaTeX: \hat f(x) = \frac{1}{B}\sum_{b=1}^{B} T_b(x)

Names searched for: random forest

Key findings

  • Random forest was mentioned in 65 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #14 of the 104 equations and models mentioned.
  • By journal category: AI (29), Finance (11), Management (11), Economics (8) and Operations Research (6).
  • Most of them appeared in Neural Computing and Applications (9), Future Business Journal (4) and Computational Economics (3).
  • Often mentioned together with Gradient boosting (XGBoost) (36), Support vector machine (SVM) (31) and Long short-term memory (LSTM) (23).
  • Datasets named in the same papers: OR-Library (17), Twitter / X (5) and S&P 500 (4).
  • From Apr 2024 to Sep 2026, 416 archived papers mentioned Random forest in their title, abstract or keywords, most of them in Feb 2025 (32).

Mentions over 30 months

Papers mentioning it by publication month, Apr 2024 to Sep 2026 (titles, abstracts and keywords)
TrendApr 24–Sep 24Oct 24–Sep 25Oct 25–Sep 2630 months
11326934416
Papers mentioning Random forest, newest first. Newest 50 of 65 papers; all of them are in /data/papers.json.
DateTitleJournalAuthorsAffiliations
2026-10-24Subsidy-Effectiveness Inversion in Green FDI: Dynamic Portfolio Optimization under Supply Chain ComplementarityComputational EconomicsRongliang Xu, Tianming XuCentral South University
2026-10-24A priority-aware dual-channel feature fusion method for urban rail service traffic classificationApplied IntelligenceXinpeng Liu, Junhui Zhao, Zhengyuan Wu et al.Beijing Jiaotong University
2026-10-23Dynamic prediction of loss given default in Norwegian retail credit card debt: advanced machine learning versus statistical modelsDigital FinanceCathy Ho, Isabel A. C. Sandersen, Espen Selliken et al.Norwegian University of Science and Technology
2026-10-23Evaluating machine learning and econometric models for inflation forecasting: evidence from a Sub-Saharan African panelFuture Business JournalBaffour Osei, Abigail Boatemaa, Isaac Nyame et al.University of Skills Training and Entrepreneurial Development; University of Bradford; Kwame Nkrumah University of Science and Technology; …
2026-10-23From pixels to profits: trading arbitrage portfolios based on image representationsFinancial markets and portfolio managementNiklas PaluszkiewiczUniversität Ulm
2026-10-23Learning Dominant States in Elementary Resource Constrained Shortest Path ProblemsAnnals of Operations ResearchSaverio Basso, Alessandro Minoli, Matteo SalaniDalle Molle Institute for Artificial Intelligence Research
2026-10-21Leveraging Machine Learning for Profit Forecasting and Cost Optimization Using Public Financial DataComputational EconomicsBilal Ahmad, Abdu Salam, Mian Abdulbasit et al.University of Peshawar; Abdul Wali Khan University Mardan; Yeungnam University; …
2026-10-21Do platform and seller cues improve price prediction? A study on online food delivery platforms using machine learningJournal of Retailing and Consumer ServicesHai-Dung Do, Nam Tien DuongMing Chi University of Technology; University of Economics Ho Chi Minh City; Ho Chi Minh City International University
2026-10-21Leveraging machine learning in balancing inventories and analyzing market trends: a comprehensive systematic reviewArtificial Intelligence ReviewMd. Sakhawat Hossain, Md. Sadman Haque, Zobaer Ibn Razzaque et al.United International University; Dhaka International University
2026-10-17A two-stage ensemble learning framework for imbalanced classification via feature and ensemble selectionExpert Systems with ApplicationsPengcheng LiuSouthwest Jiaotong University
2026-10-17LLM application in digital asset assessments: mixed methods researchKnowledge and Information SystemsYann Thorens, Martin Angerer, Pejman Ebrahimi et al.University of Liechtenstein
2026-10-17Multi-Perspective explainability in traffic prediction: A neuro-symbolic approach using CNN-LSTMs and concept latticesApplied IntelligenceSuraya Syazwani Mohamad Yusof, Hadhrami Ab Ghani, Nurul Izrin Md Saleh et al.Universiti Malaysia Kelantan; Universiti Teknikal Malaysia Melaka; University of Technology Malaysia
2026-10-17Language modeling on tabular data: a survey of foundations, techniques and evolutionArtificial Intelligence ReviewYucheng Ruan, Xiang Lan, Jingying Ma et al.National University of Singapore; Institute of Data Science
2026-10-16Generative deep learning for class imbalance in credit risk modeling: comparative evaluation of synthetic oversampling methods and an elastic oversampling extensionFinancial InnovationTae Yeon KwonHankuk University of Foreign Studies
2026-10-16The Challenges of Hyperparameter Tuning for Accurate Causal Effect EstimationMachine LearningDamian Machlanski, Spyridon Samothrakis, Paul ClarkeUniversity of Edinburgh; University of Essex; Institute for Social and Economic Research
2026-10-15pDOC-STANet: A spatiotemporal attention network for automatic assessment of prolonged disorders of consciousness using fNIRSApplied IntelligenceZehai Li, Yuxin Xing, Shuwei Wang et al.Zhejiang Normal University; Wenzhou Medical University; Zhejiang Taizhou Hospital; …
2026-10-15Prediction of polyurethane foam density using hybrid feature screening and comparative hyperparameter optimization of machine learning modelsKnowledge-Based SystemsOluwayomi Joel Oyejide, Faiz Ahmad, Joseph Achebo et al.Universiti Teknologi Petronas; Federal University of Petroleum Resource Effurun; University of Benin; …
2026-10-13From digital skilling to sustainable performance: How climate entrepreneurship and attitudes toward artificial intelligence shape the future of SME technological transitionsTechnological Forecasting and Social ChangeFazal Ayaz, Guoping Chen, Shah Abbas et al.Wuhan Engineering Science & Technology Institute; Wuhan University of Science and Technology; Huazhong University of Science and Technology; …
2026-10-12Exploring multi-horizon cryptocurrency forecasting: can machine learning drive profitable trading strategies?Annals of Operations ResearchFilippo Dal Lago, Rocco Andrea D’Alterio, Faizal M.F. Hafiz et al.University of Insubria; Laboratoire d'Informatique, Signaux et Systèmes de Sophia Antipolis; Fondation Sophia Antipolis; …
2026-10-11Mobility creates reach, ecosystems determine conversion: Founder educational mobility and international engagementJournal of Business Venturing InsightsAngélica Pigola, Bruno Brandão Fischer, Gustavo Hermínio Salati Marcondes de MoraesUniversidade Estadual de Campinas (UNICAMP)
2026-10-10Block-level anomalies as early indicators of network stress in EthereumResearch in International Business and FinanceS'phesihle Khumalo, Moinak MaitiUniversity of the Witwatersrand
2026-10-10Decision-Aware and Explainable Credit-Default Prediction: A Reproducible Computational Benchmark of Machine-Learning ModelsComputational EconomicsShimaa M. Abd-Elsalam, Ahmed AbdelhafeezNational Research Centre; Applied Science Private University
2026-10-09From clicks to confidence: examining post-adoption satisfaction and continuance use of mobile trading appsJournal of Financial Services MarketingSaleha Masood, M. Sadiq Sohail, Mohammed Abdullah Al-Sharafi et al.King Fahd University of Petroleum and Minerals; Al Yamamah University
2026-10-09The naive–power law blend as a robust baseline for bitcoin price forecastingDigital FinanceCarlos Baquero, Daniel TinocoINESC TEC
2026-10-08A novel graph-based patient embedding method for the diagnosis of Alzheimer’s disease from microRNA expression dataData Mining and Knowledge DiscoveryVeronica Buttaro, Antonio Pellicani, Gianvito Pio et al.University of Bari Aldo Moro; Consorzio Interuniversitario Nazionale per l'Informatica; National Research Council; …
2026-10-08Behavioral drivers of cryptocurrency markets: A systematic reviewJournal of Behavioral and Experimental FinanceSebastian Steindl, Hans Rüdiger Kaufmann, Bernd BritzelmaierUniversity of Nicosia; Pforzheim University of Applied Sciences
2026-10-07Artificial intelligence technologies, skills demand and employment: Evidence from linked job adsLabour EconomicsLennert Peede, Michael StopsInstitut für Arbeitsmarkt und Berufsforschung
2026-10-07The conditional value relevance of ESG and innovation disclosures: a multi-method analysis of European firms combining panel econometrics and machine learningAnnals of Operations ResearchAndreas Errikos Delegkos, Evangelia Arsenou, Dionisis Cavouras et al.University of West Attica; University College Dublin
2026-10-07Decoding Working Memory Capacity from Gaze and Arousal Dynamics using Machine LearningCognitive ComputationSaurabh Sharma, Atif Hassan, Rajlakshmi GuhaIndian Institute of Technology Kharagpur
2026-10-06The fast and the studious? Ramadan observance and student performanceJournal of Population EconomicsKyra Hanemaaijer, Olivier Marie, Marco MusumeciUniversity of Gothenburg; Tinbergen Institute; Erasmus University Rotterdam; …
2026-10-05Transparent forecasting with XAI: Improving accuracy and trust in electricity demand predictionKnowledge-Based SystemsSomya Bansal, Vaibhav Baldeva, Asmit Cajla et al.Thapar Institute of Engineering & Technology; Torrens University Australia; Norwegian University of Science and Technology
2026-10-05An innovative approach to stock forecasting: combining LSTM, VMD, and artificial rabbit optimizationFuture Business JournalHoma Mehtarizadeh, Najme Mansouri, Behnam Mohammad Hasani Zade et al.Shahid Bahonar University of Kerman
2026-10-04Machine learning driven replication free storage optimization for wearable healthcare sensorsJournal Of Big DataMeshari D. AlanaziJouf University
2026-10-03An intelligent cybersecurity framework for banking systems: integrating neural networks, large language models, and federated learning for anti-money laundering and fraud detectionFuture Business JournalTanvir Sajid, Sajida HafeezNational Textile University
2026-10-03Affective Profiles of Figurative Language: Cognitive and Computational InsightsCognitive ComputationKun Sun, Rong Wang, Yun WuTongji University; University of Tübingen
2026-10-03AI-enabled marketing analytics for SMEs: multimethod evidence on application potential and adoption conditionsJournal of Marketing AnalyticsAnita Talitha Parsegyan, Manuel Muth, Michael LingenfelderPhilipps University of Marburg; Reutlingen University
2026-10-03Sparse oblique rule boosting for simpler additive rule ensemblesData Mining and Knowledge DiscoveryShahrzad Behzadimanesh, Pierre Le Bodic, Geoffrey I. Webb et al.Monash University; University of Haifa
2026-10-02Targeted bidders in government tendersJournal of Economic Behavior & OrganizationMatilde Cappelletti, Leonardo Maria GiuffridaCentre for European Economic Research; University of Mannheim
2026-10-01Financial contagion of climate risk: evidence from cross-industry complex networks and machine learningEnergy EconomicsXiao-Li Gong, Zhang Xiu-chao, Xiong XiongQingdao University; Tianjin University
2026-10-01A domain-aware explainable AI framework for multi-class intrusion detection with cybersecurity-oriented semantic interpretationNeural Computing and ApplicationsSalah ElDin Zaher OlaymiTaibah University
2026-10-01Truck appointment quota optimization for an inland logistics port: Balancing port operational efficiency and planning stability for trucking companiesComputers & Industrial EngineeringYating Li, Yongman Zhao, Shi Qiang Liu et al.Shihezi University; Xinjiang Production and Construction Corps; Ministry of Agriculture and Rural Affairs; …
2026-10-01A machine learning model for the prediction of the US news & world report ranking of the mechanical engineering graduate programs in the United StatesNeural Computing and ApplicationsFaeze Khademi, Nikith Rachakonda, Matias Salazar Ismodes et al.University of Illinois Chicago
2026-10-01A novel AF-CBA framework for accurate and interpretable EEG cognitive state classificationNeural Computing and ApplicationsBichitra Mandal, Subasish Mohapatra, Ramesh SahooIndian Institute of Technology Bhubaneswar; Odisha University of Agriculture and Technology
2026-10-01From Prediction to Decision: A Closed-Loop Decision-Aware Predictive-Prescriptive Framework for Anticipatory Humanitarian LogisticsSocio-Economic Planning SciencesLeonardo Sanches de Carvalho, Carlos César Ribeiro SantosUniversidade Federal da Bahia; Serviço Nacional de Aprendizagem Industrial
2026-10-01Convex-Relaxed Counterfactual Optimization for Non-differentiable Classifiers via Neural SurrogatesNeural NetworksAo Xu, Zihao Li, Tieru Wu
2026-10-01Alzheimer’s multimodal diagnosis: enhancing cross-attention between speech and textNeural Computing and ApplicationsKewen Ding, Azadeh Noori Hoshyar, Tanusri Bhattacharya et al.Federation University; Western Sydney University; Myer Foundation; …
2026-10-01India VIX regime-conditional directional prediction of bank nifty: a stacking ensemble approachNeural Computing and ApplicationsPrakash Ukhalkar, Ravikant Zirmite, Manasi Bhate
2026-10-01HydraML: a hybrid damaged roofs automated machine learning classifier for cultural heritageNeural Computing and ApplicationsFrancesco Colace, Massimo De Santo, Rosario Gaeta et al.University of Salerno; Ministero della cultura
2026-10-01Patient-independent EEG seizure detection using channel attention and dual-branch time–frequency featuresNeural Computing and ApplicationsHrishikesh Tiwary, Arnav Bhavsar, H MuralikrishnaIndian Institute of Technology Mandi; Manipal Academy of Higher Education
2026-10-01Grid-based Decision Tree LearningMachine LearningQin-Cheng Zheng, Shao-Qun Zhang, Shen-Huan Lyu et al.Nanjing University; Hohai University
Cite this page

Scholar4AI. (2026). Random forest. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/random-forest

@misc{scholar4ai-equations-random-forest,
  author = {{Scholar4AI}},
  title = {Random forest},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/equations/random-forest}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

Free to reuse for non-commercial purposes with attribution (CC BY-NC 4.0).