A two-armed bandit theory of market pricing

The Economics of Information

Stigler, G. J. (1961) · Journal of Political Economy · doi:10.1086/258464 · Cited by 5,332

Optimal Statistical Decisions.

Siegmund, D., & DeGroot, M. H. (1972) · Journal of the American Statistical Association · doi:10.2307/2284675 · Cited by 3,436

ON THE LIKELIHOOD THAT ONE UNKNOWN PROBABILITY EXCEEDS ANOTHER IN VIEW OF THE EVIDENCE OF TWO SAMPLES

THOMPSON, W. R. (1933) · Biometrika · doi:10.1093/biomet/25.3-4.285 · Cited by 2,712

Optimal Statistical Decisions.

Lindley, D. V., & Groot, M. D. (1971) · Journal of the Royal Statistical Society Series C (Applied Statistics) · doi:10.2307/2346640 · Cited by 1,836

A model of price adjustment

Diamond, P. A. (1971) · Journal of Economic Theory · doi:10.1016/0022-0531(71)90013-5 · Cited by 1,680

Micro-Economic Foundations of Employment and Inflation Theory.

Fisher, M. R., & Phelps, E. S. (1972) · The Economic Journal · doi:10.2307/2230017 · Cited by 855

Searching for the Lowest Price When the Distribution of Prices Is Unknown

Rothschild, M. (1974) · Journal of Political Economy · doi:10.1086/260229 · Cited by 604

Microeconomic Foundations of Employment and Inflation Theory.

Thornton, R. J., & Phelps, E. S. (1972) · Industrial and Labor Relations Review · doi:10.2307/2521329 · Cited by 592

Theory of the Firm Facing Uncertain Demand

Leland, H. E. (1972) · American Economic Review · Cited by 550

Satisficing, Selection, and The Innovating Remnant

Winter, S. G. (1971) · The Quarterly Journal of Economics · doi:10.2307/1880703 · Cited by 442

Information and learning in markets

Li, F. (2013) · ScholarlyCommons (University of Pennsylvania)

Learning behavior in non-Walrasian economy

Nakagome, M. (1982) · Journal of Economic Theory · doi:10.1016/0022-0531(82)90054-0

Process and information in economic models of markets

Krouse, C. G. (1975) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.1975.270637

Game theory models applied to economic systems: their information structure and stability

Sengupta, J. K. (1985) · Advanced studies in theoretical and applied econometrics · doi:10.1007/978-94-009-5053-5_11

On the Robustness of Strategic Experimentation to Persuasive Cheap Talk

Rosborough, J. (2012) · Theoretical Economics Letters · doi:10.4236/tel.2012.25097

Learning by a dominant firm

Harpaz, G. (1985) · Managerial and Decision Economics · doi:10.1002/mde.4090060110

Price Ignorance and the Stability of Stock-Flow Equilibrium

Obst, N. P. (1975) · Econometrica · doi:10.2307/1911342

Continuous-time stochastic analysis of optimal experimentation and of derivative asset pricing

Rady, S. (1995) · London School of Economics and Political Science Theses Online (London School of Economics and Political Science)

Confessions of an Internet Monopolist: Demand Estimation for a Versioned Information GoodPreprint

Chappell, H. W., Guimarães, P., & Ozturk, O. D. (2005) · SSRN Electronic Journal · doi:10.2139/ssrn.788104

Self-Centered Beliefs: An Empirical Approach

Proto, E., & Sgroi, D. (2012) · AgEcon Search (University of Minnesota, USA) · doi:10.22004/ag.econ.270746

Investment in a Monopoly With Bayesian LearningPreprint

Koulovatianos, C., Mirman, L. J., & Santugini, M. (2004) · SSRN Electronic Journal · doi:10.2139/ssrn.619387

VOTING AND LEARNING IN A MODEL OF MONETARY POLICYMAKING*

Crosby, M. (1995) · Australian Economic Papers · doi:10.1111/j.1467-8454.1995.tb00014.x

Factores Determinantes en la Utilización de Descuentos Promocionales

Martínez‐Ruiz, M. P. (2007) · Dirección y Organización · doi:10.37610/dyo.v0i34.17

Learning from the Experiments of Others Simultaneous Search, Coordination in R&D and Diffusion Processes: Laboratory EvidencePreprint

Grosse, N. D., & Kirchkamp, O. (2009) · RePEc: Research Papers in Economics

UNIVERSITE DE TOULOUSE 1 PREMIERE ANNEE COURS DE MICROECONOMIE (SEMESTRE 2)

Breton, M. L. (2010)

Optimal learning through experimentation by microeconomic agents

Keller, G. (1998) · London School of Economics and Political Science Theses Online (London School of Economics and Political Science)

Whom to Observe

Bøg, M. (2006)

Optimal and Robust Price Experimentation: Learning by Lottery

Dance, C. R., & Zoeter, O. R. (2011)

Competitive Experimentation in New Markets (Preliminary Version)

Berman, R. (2011)

The Role of Value of Information Based Metareasoning in Adaptive Sponsored Search Auctions

Sun, J. J. (2007)

On the Origin of Shared Beliefs (and Corporate Culture) Preliminary

Steen, E. V. D. (2004)

Sequential Optimization Under Uncertainty

Lai, T. L. (2002) · International series in management science/operations research/International series in operations research & management science · doi:10.1007/0-306-48102-2_3

Activity dispersions and variable planning horizonsPreprint

Berninghaus, S. K. (1984) · RePEc: Research Papers in Economics

Should the Flatterers be AvoidedPreprint

Klein, N. A., & Mylovanov, T. (2011) · RePEc: Research Papers in Economics

Bargaining While Learning About New Arrivals, Second VersionPreprint

Huang, C., & Li, F. (2011) · RePEc: Research Papers in Economics

Free-Riding And Delegation In Research Teams { A Three-Armed Bandit Model ⁄

Klein, N. A. (2009)

Diversity of Opinion in Social NetworksPreprint

Çelen, B., & zggr, O. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2721614

On the bandit problem

Herkenrath, U., & Theodurescu, R. (2005) · Springer eBooks · doi:10.1007/bfb0009401

Demand Learning in Two Operations Models

Han, Y. (2016) · doi:10.7916/d8cz3704

Social Learning and Innovation Cycles

Garfagnini, U., & Strulovici, B. H. (2012) · Econstor (Econstor)

Strategic Experimentation on a Common ThresholdPreprint

Chen, Y. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2761279

Stochastic Dominance under

Bikhchandani, S., & Sharma, S. (1992)

Lasting First Impressions: The Influence of Initial Random Events on Long Term Decision MakingPreprint

He, C. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2621020

, -------------- (Research, Modeling and Process Management Dissemination of Innovations in Socio-Economic Systems)Preprint

Levin, M., & Александровна, М. К. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2766309

What is the Causal Impact of Knowledge on Preferences in Stated Preference StudiesPreprint

Hanley, N. D., & Czajkowski, M. (2016) · RePEc: Research Papers in Economics

No‐Trade Theorems, Competitive Asset Pricing, and Bubbles

Brunnermeier, M. K. (2001) · doi:10.1093/0198296983.003.0002

Herding in Finance, Stock Market Crashes, Frenzies, and Bank Runs

Brunnermeier, M. K. (2001) · doi:10.1093/0198296983.003.0006

Dynamic Trading Models, Technical Analysis, and the Role of Trading Volume

Brunnermeier, M. K. (2001) · doi:10.1093/0198296983.003.0004

Classification of Market Microstructure Models

Brunnermeier, M. K. (2001) · doi:10.1093/0198296983.003.0003

BEHAVIORAL FINANCE: THE PSYCHOLOGICAL DIMENSION OF SYSTEMIC RISK

Shefrin, H. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139151184.031

Finite-Time Learning Control of a Stochastic Model Consisting of Two Coins

Satõ, M., Abe, K., & Takeda, H. (1984) · IEEJ Transactions on Electronics Information and Systems · doi:10.11526/ieejeiss1972.104.35

Learning in a Bandit Game and Technology ChoicePreprint

Raeburn, K., Engle‐Warnick, J., Laszlo, S., & Li, J. (2016) · RePEc: Research Papers in Economics

An Equilibrium Model with Computationally Constrained AgentsPreprint

Kuhle, W. (2016) · RePEc: Research Papers in Economics · doi:10.48550/arxiv.1611.01771

Tiered Pricing for Volume and Priority: Three Problems at the Intersection of Marketing and Operational Policies

Pavlin, M. (2012) · TSpace (University of Toronto)

One weird trick for advertising outcomes : an exploration of the multi-armed bandit for performance-driven marketing

Burtini, G. (2015) · cIRcle (University of British Columbia) · doi:10.14288/1.0166786

Essays on Economic Behavior under Uncertainty

Gorno, L. (2013)

Evolutionary Dynamics and Optimal Learning Under Bounded Rationality

Cressman, R., & Schlag, K. H. (1998) · IFAC Proceedings Volumes · doi:10.1016/s1474-6670(17)38922-x

Dynamic performance evaluation with deadlines: The role of commitment

Chen, C., & Ishida, J. (2018) · Journal of Industrial Economics · doi:10.1111/joie.12174

The Promise and Perils of Myopia in Dynamic Pricing With Censored Information

Chhabra, M., Das, S., & Ryzhov, I. O. (2018) · International Joint Conference on Artificial Intelligence · doi:10.24963/ijcai.2018/693

Knowledge gradient for expensive locally quadratic functions and stochastic optimization of aid allocation

Aboagye, N. (2018)

Rational Structures in Learning and Memory

Aronowitz, S. (2018) · Deep Blue (University of Michigan)

Essays on Economics of Adaptive Learning and Imperfect Monitoring

Janjgava, B. (2014) · ASEP

Two-Armed Restless Bandits with Imperfect Information: Stochastic Control and IndexabilityPreprint

Fryer, R. G., & Harms, P. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1506.07291

Bandit problems with Levy processesPreprint

Cohen, A., & Solan, E. (2014) · arXiv (Cornell University) · doi:10.48550/arxiv.1407.7241

Optimal and Myopic Information AcquisitionPreprint

Liang, A., Mu, X., & Syrgkanis, V. (2017) · arXiv (Cornell University) · doi:10.48550/arxiv.1703.06367

Bandits and bounties: the intersection of information search and investment decisions

Meder, A. A., Schwartz, S. T., & Young, R. A. (2019) · Accounting Research Journal · doi:10.1108/arj-09-2016-0119

Switching Forth and Back: Problem Solving under Time PressurePreprint

Schneider, J., & Wolf, C. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3490935

Essays on the production of innovation

Chavda, A. (2019) · DSpace@MIT (Massachusetts Institute of Technology)

Investor behaviour, financial markets and the international economy

Brunnermeier, M. K. (1999) · London School of Economics and Political Science Theses Online (London School of Economics and Political Science)

Control, Cost, and Confidence: Explaining Perseverance in the Face of FailurePreprint

Deimen, I., & Wirtz, J. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3454508

Information Seeking with Selective MemoryPreprint

Núñez, A. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3333923

Informational herding as experimentation dj vu

Smith, L., & Srensen, P. N. (1996) · DSpace@MIT (Massachusetts Institute of Technology)

A Framework for Modeling Bounded Rationality: Mis-specified Bayesian-Markov Decision ProcessesPreprint

Esponda, I., & Pouzo, D. (2015) · arXiv (Cornell University)

Learning Dynamics with Private and Public SignalsPreprint

Copeland, A. M. (2005) · SSRN Electronic Journal · doi:10.2139/ssrn.655226

A perpetual search for talents across overlapping generations: A learning process

Agbo, M. (2015) · Mathematical Social Sciences · doi:10.1016/j.mathsocsci.2015.05.002

Whom to Observe

Bg, M. (2008)

A Note on Optimal Experimentation Under Risk AversionPreprint

Novvk, V., & Willems, T. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3205042

Multi-token Markov Game with Switching Costs

Li, J., & Liu, D. (2022) · Society for Industrial and Applied Mathematics eBooks · doi:10.1137/1.9781611977073.72

UNLICENSED MONEYLENDING MARKETS: RELATIONAL CONTRACTING BETWEEN BORROWERS AND GUARANTORS

Leong, K., LI, D., Li, H., & Xu, H. (2022) · The Singapore Economic Review · doi:10.1142/s0217590822500163

Bibliography

Powell, W. B., & Ryzhov, I. O. (2012) · Wiley series in probability and statistics · doi:10.1002/9781118309858.biblio

Search in Illiquid Markets

(2009) · Gabler eBooks · doi:10.1007/978-3-8349-9955-9_3

The Evolution of Moral Science: Economic Rationality in the Complex Social System

Aruka, Y. (2011) · Physica-Verlag eBooks · doi:10.1007/978-3-7908-2618-0_9

One‐ and Two‐Armed Bandit Problems

Berry, D. A. (2005) · Encyclopedia of Statistical Sciences · doi:10.1002/0471667196.ess1852.pub3

Exit DilemmaPreprint

Cetemen, D., & Margaria, C. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3732674

One‐ and Two‐Armed Bandit Problems

Berry, D. A. (2004) · Encyclopedia of Statistical Sciences · doi:10.1002/0471667196.ess1852

One‐ and Two‐Armed Bandit Problems

Berry, D. A. (2014) · Wiley StatsRef: Statistics Reference Online · doi:10.1002/9781118445112.stat00297

List of Figures

(2001) · doi:10.1093/0198296983.001.0001.002.006

Copyright Page

(2001) · doi:10.1093/0198296983.001.0001.002.003

Endorsement

(2001) · doi:10.1093/0198296983.001.0001.002.001

Preface

(2001) · doi:10.1093/0198296983.002.0001

Dedication

(2001) · doi:10.1093/0198296983.001.0001.002.004

Pandora’s rules in the laboratory

Lykopoulos, E., Voucharas, G., & Xefteris, D. (2022) · Experimental Economics · doi:10.1007/s10683-022-09770-x

Learning Dynamics with Private and Public Signals

Copeland, A. M. (2004) · Finance and Economics Discussion Series · doi:10.17016/feds.2004.67

Nonparametric Bandits Leveraging Informational Externalities to Learn the Demand CurvePreprint

Weaver, I. C., & Kumar, V. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4263133

Optimal strategy for Bayesian two-armed bandit problem with an arched reward function

Chen, Z., & Zhang, Z.-A. (2022) · Mathematical Control and Related Fields · doi:10.3934/mcrf.2022057

On the Conjecture of Berry Regarding a Bernoulli Two-Armed Bandit

Zhang, J., & Wu, P. (2023) · Mathematics · doi:10.3390/math11030733

ECONOMICS, BUSINESS AND TOURISM: DEVELOPMENT AND INNOVATION

SHOTA MESKHIA STATE TEACHING UNIVERSITY OF ZUGDIDI (2023) · Monographs · doi:10.52340/mng.2023.07.27

Theory-Driven Entrepreneurial SearchPreprint

Chavda, A., Gans, J. S., & Stern, S. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4706860

Search in Service of ChoicePreprint

Krefeld-Schwalb, A., Martinovici, A., Orquin, J. L., Aribarg, A., Bhatia, S., Erdem, T., Johnson, E. J., Reeck, C., Schley, D. R., Smith, S. M., et al. (2024) · doi:10.31234/osf.io/xw5bv

Exploratory Bandit Experiments with “Starter Packs” in a Free-to-Play Mobile Game

Runge, J., Drachen, A., & Grosso, W. (2024) · IEEE Conference on Games (CoG) · doi:10.1109/cog60054.2024.10645582

The Human Information Problem

Gries, T., Burs, C., & Müller, V. (2025) · Springer studies in alternative economics · doi:10.1007/978-3-031-93514-5_2

Dynamic Delegation: Experimentation Cycles and Forward-Reverse Stopping ContractsPreprint

Zhong, L., & Liu, Z. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5348749

Optimal Pricing Schemes in the Presence of Social Learning and Costly ReportingPreprint

Zhang, K., Cheng, X., & Weng, X. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5380271

Studies in the Algorithmic Pricing of Information Goods and Services

Chhabra, M. (2014) · VTechWorks (Virginia Tech)

Régimes et changements structurels : essais d'économie historique

Phan∥, D. (2002) · HAL

Non-convergence to Rational Expectations and Optimal Monetary Policy in Models with Learning

Mizrach, B. (1989) · IFAC Proceedings Volumes · doi:10.1016/s1474-6670(17)53465-5

Underrepresentation Bias in Clinical Trials: The Ripple Effect on Medical Decision-Making and Patient OutcomesPreprint

Li, L., Peng, X., & Bretthauer, K. M. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5932484

Optimal allocation strategies in a discrete-time bandit problem

Hu, A. X., & Zou, L. (2026) · Journal of Economic Dynamics and Control · doi:10.1016/j.jedc.2026.105264

Coordination with sequential information acquisition

Liao, X., & Szkup, M. (2026) · Theoretical Economics · doi:10.3982/te5938

Negotiating Coordination: A Study in Retail GasolinePreprint

Byrne, D., de Roos, N., Lewis, M. S., Marx, L. M., & Wu, X. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6338858

Control, cost, and confidence: Perseverance and procrastination in the face of failure

Deimen, I., & Wirtz, J. (2022) · Games and Economic Behavior · doi:10.1016/j.geb.2022.03.013 · Cited by 9

Control, Cost, and Confidence: Explaining Perseverance in the Face of FailurePreprint

Deimen, I., & Wirtz, J. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3454508

Effects of Perceived Productivity on Study Eff ort: Evidence from a Field Experiment

Ersoy, F. Y. (2018) · Journal of Economic Behavior & Organization · doi:10.1016/j.jebo.2023.01.021 · Cited by 11

The behavioral economics of effort

Nord, C. M. (2014) · doi:10.13140/rg.2.2.36388.53127

A Bandit Model of Two-Dimensional Uncertainty -- Rationalizing MindsetsPreprint

Deimen, I., & Wirtz, J. (2016) · RePEc: Research Papers in Economics