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

Shapley value (SHAP)

area: Game theory and decision analysis · 3 papers in the last 7 days

← Most-used equations and models

ϕi(v)=∑S⊆N⧵{i}|S|!(n−|S|−1)!n![v(S∪{i})−v(S)]

A player's average marginal contribution over all coalitions; SHAP uses it to explain machine-learning predictions.

LaTeX: \phi_i(v) = \sum_{S \subseteq N \setminus \{i\}} \frac{\lvert S \rvert!\,(n - \lvert S \rvert - 1)!}{n!}\big[v(S \cup \{i\}) - v(S)\big]

Names searched for: Shapley value, SHAP, Shapley additive explanation

Key findings

  • Shapley value (SHAP) was mentioned in 49 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #21 of the 104 equations and models mentioned.
  • By journal category: AI (24), Management (8), Operations Research (8), Economics (6) and Finance (3).
  • Most of them appeared in Expert Systems with Applications (5), Neural Computing and Applications (5) and Applied Intelligence (4).
  • Often mentioned together with Gradient boosting (XGBoost) (20), Random forest (16) and Support vector machine (SVM) (14).
  • Datasets named in the same papers: OR-Library (11), Kaggle (4) and Twitter / X (3).
  • From Apr 2024 to Sep 2026, 392 archived papers mentioned Shapley value (SHAP) in their title, abstract or keywords, most of them in Jul 2025 (31).

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
9324257392
Papers mentioning Shapley value (SHAP), newest first.
DateTitleJournalAuthorsAffiliations
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
2026-10-22The location logic of informal retail: dual-scale evidence from street food vendors in HangzhouJournal of Retailing and Consumer ServicesKechen Xu, 陈妤凡, Yong He et al.Zhejiang A & F University; Zhejiang University of Technology; Zhejiang University
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; …
2026-10-19Can linguistic vagueness in annual reports predict supply chain risk?Journal of Business ResearchHongquan Li, Yang YangHunan Normal University; Changsha Normal University; Shanghai University of Finance and Economics
2026-10-19Energy equity under crisis pricing: the vulnerability-responsiveness paradox in Norwegian residential electricity consumption during the European energy crisisUtilities PolicySeyed‐Ali Sadegh‐Zadeh, Murouj Aljamaeen, Mohammad Amin Barati et al.University of Staffordshire; University of Tehran; University of Essex
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
2026-10-17Invariance across games and the per capita Shapley support levels valueTheory and DecisionSongtao He, Erfang Shan, Yuxin SunXihua University; Shanghai University
2026-10-16AMS-LPP: adaptive model selection for lightfastness property prediction in textile materials using similarity-guided transfer learning and AutoMLJournal Of Big DataMurad Ali Khan, Muhammad Faseeh, Syed Shehryar Ali Naqvi et al.Jeju National University
2026-10-15An interpretable stacked ensemble fault diagnosis model for electric drive systems in new energy vehiclesExpert Systems with ApplicationsJiayin Tang, Mingxing Zhao, Guo Sha et al.Southwest Jiaotong University; West Anhui University; Xiangtan University
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; …
2026-10-14Study of robust features in formulating guidance for heuristic algorithms for solving the vehicle routing problemJournal of HeuristicsBachtiar Herdianto, Romain Billot, Flavien Lucas et al.Institut national de recherche en sciences et technologies du numérique; Institut National des Sciences Appliquées de Lyon; Centre National de la Recherche Scientifique; …
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; …
2026-10-10A fair profit distribution as a resilient strategy in supply chains under ripple effectFlexible Services and Manufacturing JournalTadeusz J. SawikIndian Institute of Technology Bombay
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
2026-10-08Entrepreneurship development, corruption perception, and sustainable development outcomes in emerging economies: the moderating role of digital financial inclusionFuture Business JournalSeun Adebowale Adebanjo
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
2026-10-06Is bitcoin a hedge against central banking? Evidence from AI-driven monetary policy expectationsJournal of International Money and FinanceMaxime L. D. Nicolas, François Sicard, Marion Labouré et al.University College London; Deutsche Bank (United Kingdom)
2026-10-06A specificity-driven causal augmentation framework for robust and interpretable thyroid cancer recurrence modelingInformation Processing & ManagementYan Wu, Yanyan Liu, Zhaoyuan Zhang et al.Yili Normal University; Xinjiang Institute of Engineering
2026-10-06Improving runoff forecasting in data-scarce basins on the Loess Plateau: a physics-guided meta-learning approach with feature-wise linear modulationExpert Systems with ApplicationsZhongfeng Zhao, Xueni Wang, Zhang Leike et al.Taiyuan University of Technology
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
2026-10-04Compatibility paradox: impossibilities in Shapley-based committee selectionPublic ChoiceYusuke KamishiroKanto Gakuin 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
2026-10-03Causal-driven attribution (CDA): estimating channel influence without user-level dataJournal of Marketing AnalyticsGeorgios Filippou, Boi Mai Quach, Diana Lenghel et al.Trinity College Dublin
2026-10-01Shapley-based feature valuation with human feedback in data marketsKnowledge-Based SystemsBo Yin, Tianxu WangChangsha University of Science and Technology
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
2026-10-01A self-monitoring explainable AI decision-support architecture for pre-publication content decisions in public-sector communicationKnowledge-Based SystemsSebastian Paul, Arne JohannssenHarz University of Applied Sciences
2026-10-01An explainable and expert knowledge-enhanced hierarchical supervised learning approach for egg hatchability prediction in cyber-physical systemsExpert Systems with ApplicationsQingguo Wu, Tianteng Wang, David Jingjun Xu et al.Northwest A&F University; City University of Hong Kong; Chongqing University; …
2026-10-01Explainable AI-driven machine and deep learning models for state-of-health estimation of EV batteries in IoT-based 6G networksNeural Computing and ApplicationsHesham Ali Sakr, Mostafa Fouda, Ahmed F. Ashour et al.Egypt-Japan University of Science and Technology; Sohar University; Idaho State University; …
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; …
2026-10-01SYNAPSE-X: a calibration-aware vision transformer framework for selective referral in multi-class brain tumor MRI classificationNeural Computing and ApplicationsSadaf Tabatabaee, Mohammad T. KhasawnehBinghamton University
2026-10-01Multi-Objective evolutionary scheduling of a Human-Centric Five-Objective Job-Shop Problem: A Problem-Type study with explainability and simulated human feedbackComputers & Industrial EngineeringBurak GülmezUniversity College Dublin
2026-10-01Channel operations and performance improvement of a green supply chain considering risk aversion and carbon abatementEuropean Journal of Operational ResearchQingguo Bai, Shihao Liu, Guoqing ZhangQufu Normal University; University of Windsor
2026-10-01Predicting repayment delays in Italian real estate crowdfunding: Evidence from a machine learning approachJournal of Economics and BusinessMattia Fasano, Ivan Nania, Raffaele StaglianòUniversity of Messina
2026-10-01ARCHEX: explaining models through archetypal decomposition for discovering complementary patterns in model interpretabilityApplied IntelligenceAbraham Itzhak Weinberg
2026-10-01Increased interpretability of simultaneous peak water flow estimation using monotonic neural networksNeural Computing and ApplicationsSebastian Ferreyro Fernandez, Lynne Barbara Jack, Sarat C. DassHeriot-Watt University; Heriot-Watt University Malaysia
2026-10-01The evolution of robo-advisors in FinTech: a global bibliometric and thematic analysis, review and future agendaExpert Systems with ApplicationsFalak Khan, Abdullah Al Hejaili, Natalia Kryvinska et al.National University of Computer and Emerging Sciences; University of Tabuk; Comenius University Bratislava
2026-10-01Detection of causality in sentences: a comparative study of ensemble and non-ensemble approaches across embedding paradigms with explainable AIJournal Of Big DataC. H. Rohith, K. B. Sivachandra, Neethu Mohan et al.Amrita Vishwa Vidyapeetham; Universitat Pompeu Fabra
2026-10-01Explainable machine learning models and GPT-4 recommendations for ESG performance evaluation in the logistics sectorComputers & Industrial EngineeringRambabu JuvvalaIndian Institute of Management Mumbai
2026-10-01Integrable elasticity via neural demand potentialsExpert Systems with ApplicationsCarlos Heredia, Daniel Roncel
2026-10-01Coherent Local Explanations for Mathematical OptimizationOperations Research LettersDaan Otto, Jannis Kurtz, Ş. İlker BirbilAmsterdam University College; Amsterdam University of Applied Sciences; University of Amsterdam
2026-09-30Explaining deceptive language in topical discourse: Integrating transformer models and explainable AI using LIME and SHAP for transparent text-based deception detectionInformation Processing & ManagementBjanka Vrljić, Ivica BotičkiUniversity of Zagreb; Faculty of Electrical Engineering and Computing in Zagreb
2026-09-30Dynamics and determinants of exporter survival: A machine learning approachInternational Journal of Industrial OrganizationAbyaya NeopaneAustralian National University
2026-09-30Fault recognition approach applied to a rotating machine supported by hydrodynamic bearings using explainable artificial intelligenceApplied IntelligenceDaniel F. Goncalves, Aldemir Ap Cavalini, Valder SteffenUniversidade Federal de Uberlândia
2026-09-28Self-Organized Context Dependent Processing in Neural NetworksCognitive ComputationHao GuangFu, Yang Chen, Sainan Qin et al.Chinese Academy of Sciences; Institute of Automation; University of Chinese Academy of Sciences; …
2026-09-28A multidimensional trustworthiness evaluation framework for AI-enabled clinical decision support: a HER2 breast cancer case studyFuture Business JournalHoda WaguihSadat Academy for Management Sciences
2026-09-28CausalCACTUS: A Causally Consistent and Context-Aware Framework for Counterfactual ExplanationsMachine LearningZhendong Wang, Diego García, José María Enguita et al.KTH Royal Institute of Technology; Universidad de Oviedo
2026-09-27Do digital platforms delocalise consumer activity? Platform services, retail agglomeration and the localisation of neighbourhood dining and shoppingJournal of Retailing and Consumer ServicesTianren Yang, Wenzhou Liu, Pengjun ZhaoShenzhen University; University of Hong Kong; Peking University
2026-09-27Predicting customer conversion in multi-channel digital marketing: an interpretable modelling approachFuture Business JournalS. A. R. Waidyalankara, D. M. Y. Dulansa, G. A. M. Premarathne et al.University of Sri Jayewardenepura
Cite this page

Scholar4AI. (2026). Shapley value (SHAP). Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/shapley-value-shap

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

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