Thomas A. Weber

Ecole Polytechnique Federale de Lausanne - MTEI

Chair of Operations, Economics and Strategy

Odyssea

Station 5

Lausanne, 1015

Switzerland

http://oes.epfl.ch

  • Ecole Polytechnique Federale de Lausanne - MTEI

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SCHOLARLY PAPERS

52

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118

Scholarly Papers (52)

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1.

Price Theory in Economics

OXFORD HANDBOOK ON PRICING MANAGEMENT, Ö. Özer and R. Phillips, eds., Oxford University Press, pp. 281--339, 2012
Number of pages: 60 Posted: 23 Sep 2008 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 1,142 (41,211)
Citation 1

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Equilibrium, Markets, Pricing

2.

Dynamic Valuation of Delinquent Credit-Card Accounts

Forthcoming in Management Science, 28th Australasian Finance and Banking Conference
Number of pages: 34 Posted: 21 Jun 2011 Last Revised: 28 Jul 2016
Naveed Chehrazi and Thomas A. Weber
Washington University in St. Louis - John M. Olin Business School and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 908 (56,818)
Citation 11

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Account valuation; consumer credit; collectability scoring; credit collections; GMM estimation; maximum-likelihood estimation; operational statistics; self-exciting point process

3.

Intermediation in a Sharing Economy: Insurance, Moral Hazard, and Rent Extraction

Journal of Management Information Systems, Vol. 31, No. 3, pp. 35--71, 2014
Number of pages: 35 Posted: 20 May 2014 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 598 (98,272)
Citation 11

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collaborative consumption, incentive contracting, intermediation, moral hazard, optimal insurance, sharing economy, trust

4.

A Model of Search Intermediaries and Paid Referrals

Wharton School OPIM Working Paper No. 02-12-01
Number of pages: 40 Posted: 13 Oct 2004
Thomas A. Weber and Zhiqiang (Eric) Zheng
Ecole Polytechnique Federale de Lausanne - MTEI and UC Riverside
Downloads 574 (103,566)
Citation 12

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All-Pay Auction, Intermediaries, Rent Dissipation, Search

5.

Efficient Contract Design in Multi-Principal Multi-Agent Supply Chains

Number of pages: 33 Posted: 10 Dec 2004
Thomas A. Weber and Hongxia Xiong
Ecole Polytechnique Federale de Lausanne - MTEI and Stanford University - Department of Management Science & Engineering
Downloads 548 (109,696)
Citation 2

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Channel Coordination, Double Marginalization, Supply Chain Contracting, Vertical Contracting

6.

Monotone Comparative Statics: A Geometric Approach

Number of pages: 39 Posted: 15 Oct 2004
Bruno H. Strulovici and Thomas A. Weber
Northwestern University and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 492 (125,265)
Citation 3

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Change of Parameters, Parameterized Optimization Problems, Single Crossing, Supermodularity

7.

Carbon Markets and Technological Innovation

Number of pages: 25 Posted: 26 Jan 2009 Last Revised: 24 May 2014
Thomas A. Weber and Karsten Neuhoff
Ecole Polytechnique Federale de Lausanne - MTEI and German Institute for Economic Research (DIW Berlin)
Downloads 468 (133,067)
Citation 8

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Carbon Emissions, Carbon Taxes, Cap-and-Trade, Environmental Regulation, Induced Technological Innovation, Price Caps, Price Floors, Prices vs. Quantities

8.

On the (Non-)Equivalence of IRR and NPV

Journal of Mathematical Economics, Vol. 52, pp. 25--39, 2014
Number of pages: 31 Posted: 20 Feb 2013 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 430 (147,053)
Citation 3

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Capital Budgeting, Internal Rate of Return, Investment Criterion, Net Present Value

9.

To Share or Not to Share: Adjustment Dynamics in Sharing Markets

Number of pages: 46 Posted: 16 Jul 2015 Last Revised: 01 Dec 2016
Maryam Razeghian and Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 370 (174,339)
Citation 3

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Adjustment Dynamics, Collaborative Consumption, Diffusion Process, Equilibrium Search, Hysteresis, Peer-to-peer Markets, Sharing Economy

10.

Monotone Approximation of Decision Problems

Operations Research, Forthcoming
Number of pages: 35 Posted: 09 Jan 2009 Last Revised: 29 Apr 2010
Naveed Chehrazi and Thomas A. Weber
Washington University in St. Louis - John M. Olin Business School and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 361 (179,128)
Citation 2

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B-Splines, Monotone Approximation, Nonparametric/Semiparametric Methods, Robust Optimization, Sample-Sparse Environments

11.

Strategic Durability with Sharing Markets

Sustainable Production and Consumption, Vol. 19, pp. 79--96.
Number of pages: 18 Posted: 24 Sep 2016 Last Revised: 12 Apr 2019
Maryam Razeghian and Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 339 (191,825)
Citation 3

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Collaborative Consumption, Durability, Peer-to-peer Markets, Planned Obsolescence, Sharing Economy

12.

Efficient Dynamic Allocation with Uncertain Valuations

Number of pages: 40 Posted: 12 Jan 2006
Abhishek Bapna and Thomas A. Weber
Stanford University - Department of Management Science & Engineering and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 297 (221,186)
Citation 9

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Dynamic Mechanism Design, Multi-Armed Bandit Problem, Gittins Index, Direct Revelation Mechanisms

13.

Dynamic Credit-Collections Optimization

Management Science, Forthcoming
Number of pages: 45 Posted: 14 Apr 2015 Last Revised: 27 Feb 2018
Naveed Chehrazi, Peter Glynn and Thomas A. Weber
Washington University in St. Louis - John M. Olin Business School, Stanford University and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 281 (234,488)
Citation 4

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account valuation, consumer credit, credit collections, impulse control, self-exciting point process, stochastic optimization

14.

Product Pricing in a Peer-to-Peer Economy

Journal of Management Information Systems, Vol. 33, No. 2, pp. 573--596, 2016
Number of pages: 25 Posted: 11 May 2016 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 248 (266,069)
Citation 4

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collaborative consumption, market equilibrium, monopoly pricing, overlapping generations, sharing economy

15.

Option Contracting in the California Water Market

Number of pages: 34 Posted: 13 Oct 2008 Last Revised: 02 May 2014
Claire Tomkins and Thomas A. Weber
Stanford University - Department of Management Science & Engineering and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 234 (281,720)
Citation 2

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Bilateral Contracting, Capacity-Reservation Contracts, Option Pricing, Real Options, Water Resources

16.

Screening with Externalities

Number of pages: 47 Posted: 21 Sep 2006
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 222 (296,389)
Citation 2

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Hidden Information, Multiattribute Nonlinear Pricing, Externalities

17.

Fair Welfare Maximization

Number of pages: 36 Posted: 12 Oct 2004
Ashish Goel, Adam Meyerson and Thomas A. Weber
Stanford University - Department of Management Science & Engineering, University of California, Los Angeles (UCLA) and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 219 (300,356)
Citation 3

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Fairness, Inequality, Lorenz Dominance, Social Justice

18.

Simple Methods for Evaluating and Comparing Binary Experiments

Theory and Decision, Vol. 69, No. 2, 2010
Number of pages: 35 Posted: 31 Oct 2007 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 202 (324,218)
Citation 1

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Classification Problems, Decision Making under Uncertainty, Informativeness, Value of Information

19.

Hicksian Welfare Measures and the Normative Endowment Effect

American Economic Journal: Microeconomics, Vol. 2, No. 4, pp. 171--194, 2010
Number of pages: 28 Posted: 25 Jul 2007 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 190 (343,115)

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Compensating Variation, Equivalent Variation, Endowment Effect, Status-Quo Bias, Welfare Change, Willingness to Accept, Willingness to Pay

20.

Quantifying Endogeneity of Cryptocurrency Markets

European Journal of Finance, 2020, Forthcoming
Number of pages: 16 Posted: 30 Oct 2019 Last Revised: 03 Sep 2020
Michael Mark, Jan Sila and Thomas A. Weber
EDHEC Business School - Scientific Portfolio, Charles University in Prague - Institute of Economic Studies and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 174 (371,356)

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Bitcoin, branching ratio, cryptocurrencies, endogeneity, Hawkes process, market reflexivity, trading behavior

21.

Generalized Monotonicity Analysis

Number of pages: 35 Posted: 14 Dec 2006 Last Revised: 12 Oct 2008
Bruno H. Strulovici and Thomas A. Weber
Northwestern University and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 165 (389,114)
Citation 1

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Aggregation, Comparative Statics, Comparative Dynamics, Monotone Comparative Statics, Parameterized Equation, Parameter Transformation, Quantitative Monotonicity Analysis, Robust Inference, Supermodular Games

22.

Bayesian Incentive Compatible Parametrization of Mechanisms

Number of pages: 12 Posted: 18 Apr 2006
Thomas A. Weber and Abhishek Bapna
Ecole Polytechnique Federale de Lausanne - MTEI and Stanford University - Department of Management Science & Engineering
Downloads 160 (399,623)
Citation 1

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Bayesian Incentive Compatibility, Direct Revelation Mechanisms, Mechanism Design

23.

Understanding the Information-Based Transformation of Strategy and Society

Journal of Management Information Systems (2017), Vol. 34, No. 2, pp. 425-456.
Number of pages: 27 Posted: 15 Aug 2017
Eric Clemons, Rajiv M. Dewan, Robert J. Kauffman and Thomas A. Weber
University of Pennsylvania - Operations & Information Management Department, University of Rochester - Simon Business School, Singapore Management University and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 153 (414,923)
Citation 8

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Consumers, economic theory, hyperdifferentiation, information flows, information politics, information strategy, intelligent assets, markets, producers, society transformation.

24.

Global Optimization on an Interval

Journal of Optimization Theory and Applications, Vol. 182, No. 2, pp. 684--705, 2017
Number of pages: 22 Posted: 28 Jan 2016 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 149 (424,029)
Citation 3

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Dynamic systems, global optimality conditions, optimal stopping

25.

Optimal Retail in a Sharing Economy

Proceedings of the 49th Annual Hawaii International Conference on System Sciences (HICSS), January 2016, pp. 5230--5238.
Number of pages: 9 Posted: 16 Jun 2015 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 144 (435,921)

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collaborative consumption, sharing market, overlapping generations, peer-to-peer exchange, pricing

26.

The Question of Ownership in a Sharing Economy

Proceedings of the 48th Annual Hawaii International Conference on System Sciences (HICSS), January 2015, pp. 4874--4883.
Number of pages: 10 Posted: 30 Aug 2014 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 136 (456,453)
Citation 3

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collaborative consumption, insurance market, peer-to-peer exchange, sharing, willingness to accept, willingness to pay

27.

Optimal Recovery of Unsecured Debt via Interpretable Reinforcement Learning

Machine Learning with Applications, Volume 8, 15 June 2022, 100280
Number of pages: 9 Posted: 29 Apr 2022
Michael Mark, Naveed Chehrazi, Huanxi Liu and Thomas A. Weber
EDHEC Business School - Scientific Portfolio, Washington University in St. Louis - John M. Olin Business School, École Polytechnique Fédérale de Lausanne (EPFL) and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 132 (467,663)
Citation 1

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Reinforcement learning, interpretable machine learning, deterministic policy gradient, monotonicity constrained learning, debt recovery, control of Hawkes processes

28.

A Robust Resolution of Newcomb's Paradox

Theory and Decision, Vol. 81, No. 3, 2016
Number of pages: 18 Posted: 01 Sep 2013 Last Revised: 29 Sep 2016
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 126 (485,193)

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Commitment, Decision Theory, Newcomb's Problem, Rationality, Time Consistency

29.

A Continuum of Commitment

Economics Letters, Vol. 124, No. 1, pp. 67--73, 2014
Number of pages: 14 Posted: 26 Nov 2013 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 111 (534,513)

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adjustment cost, endogenous commitment, first-mover advantage, regulatory commitment, second-mover advantage, time consistency

30.

Smart Products for Sharing

Journal of Management Information Systems (2017), Vol. 34, No. 2, pp. 341-368
Number of pages: 28 Posted: 21 Apr 2017 Last Revised: 18 Aug 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 98 (584,777)
Citation 5

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aftermarket control, collaborative consumption, intelligent assets, internet of things, shareability, sharing economy, smart products

31.

Quantifying Commitment in Nash Equilibria

International Game Theory Review, Forthcoming
Number of pages: 17 Posted: 22 Oct 2014 Last Revised: 19 Jun 2019
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 95 (596,614)

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First-mover advantage, second-mover advantage, partial commitment

32.

The Dynamics of Asset Sharing and Private Use

Proceedings of the 51st Annual Hawaii International Conference on System Sciences (HICSS), January 2018. Forthcoming
Number of pages: 7 Posted: 20 Sep 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 81 (657,611)
Citation 2

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Collaborative Consumption, Degradation Dynamics, Durability, Product Lifetime, Sharing Economy, Sharing vs. Keeping

33.

A Linear-Quadratic Gaussian Approach to Dynamic Information Acquisition

European Journal of Operational Research, Vol. 270, No. 1, pp. 260--281, 2018
Number of pages: 22 Posted: 12 Oct 2015 Last Revised: 01 Jun 2018
Thomas A. Weber and Viet-Anh Nguyen
Ecole Polytechnique Federale de Lausanne - MTEI and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 73 (697,681)

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Bayesian updating, Bellman equation, dynamic programming, emissions control, information acquisition, infinite-horizon optimal control, linear-quadratic systems, Markov decision problems, optimal filtering

34.

Dynamic Learning in Markets: Pricing, Advertising, and Information Acquisition

Proceedings of the 52nd Annual Hawaii International Conference on System Sciences (HICSS), January 2019. Forthcoming
Number of pages: 10 Posted: 15 Oct 2018
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 72 (703,074)

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Advertising, Information Acquisition, Learning, Pricing

35.

The Advent of the Sharing Culture and its Effect on Product Pricing

Electronic Commerce Research and Applications, Forthcoming
Number of pages: 20 Posted: 16 Jun 2018 Last Revised: 12 Apr 2019
Maryam Razeghian and Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 72 (703,074)
Citation 3

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Collaborative Consumption, Consumption Bundling, Peer-to-Peer Markets, Pricing, Revenue Management, Selling vs. Renting, Sharing Economy, Peer-Trade Propensity

36.

Collaborative Innovation (or Not?!) When Product Performance Is Critical

Proceedings of the 53rd Annual Hawaii International Conference on System Sciences (HICSS), January 2021, Forthcoming.
Number of pages: 8 Posted: 28 Sep 2020 Last Revised: 06 Oct 2020
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 68 (725,472)

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COVID-19, patent race, product commercialization, research collaboration

37.

Controlling and Pricing Shareability

Proceedings of the 50th Annual Hawaii International Conference on System Sciences (HICSS), January 2017, pp. 5572--5581.
Number of pages: 10 Posted: 18 Jun 2016 Last Revised: 26 Jan 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 66 (737,092)
Citation 2

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aftermarket control, collaborative consumption, market equilibrium, monopoly pricing, overlapping generations, sharing economy

38.

Robust Identification of Controlled Hawkes Processes

Physical Review E, Vol. 101, No. 4 (April 2020), Article 043305
Number of pages: 16 Posted: 14 Mar 2020 Last Revised: 21 Apr 2020
Michael Mark and Thomas A. Weber
EDHEC Business School - Scientific Portfolio and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 63 (755,190)
Citation 1

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Controlled self-exciting point processes, expectation maximization, Hawkes processes, maximum-likelihood estimation, robust identification

39.

Crypto Market Betas: The Limits of Predictability and Hedging

Number of pages: 32 Posted: 07 Nov 2024
Michael Mark, Jan Sila, Thomas A. Weber and Ladislav Kristoufek
EDHEC Business School - Scientific Portfolio, Charles University in Prague - Institute of Economic Studies, Ecole Polytechnique Federale de Lausanne - MTEI and Charles University
Downloads 62 (761,461)

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40.

Optimal Switching Between Cash-Flow Streams

Mathematical Methods of Operations Research, Forthcoming
Number of pages: 34 Posted: 02 Nov 2016 Last Revised: 03 Dec 2020
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 62 (761,461)

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capital budgeting, cash flows, deterministic multi-armed bandit, optimal stopping and starting, replacement decisions

41.

Collaborative Housing and the Intermediation of Moral Hazard

Proceedings of the 47th Annual Hawaii International Conference on System Sciences (HICSS), January 2014, pp. 4133--4141.
Number of pages: 9 Posted: 12 Sep 2013 Last Revised: 06 Feb 2017
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 55 (808,715)

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collaborative consumption, incentive contracting, intermediation, moral hazard, optimal insurance

42.

An Augmented Becker-DeGroot-Marschak Mechanism for Transaction Cycles

Economics Letters, Forthcoming
Number of pages: 14 Posted: 05 Apr 2010 Last Revised: 31 Aug 2011
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 54 (815,989)

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Becker-DeGroot-Marschak Mechanism, Compensating Variation, Equivalent Variation, Endowment Effect, Status-Quo Bias, Welfare Change, Willingness-to-Accept, Willingness-to-Pay

43.

Does Sharing Lead to Smarter Products? Managing Information Flows for Collective Servitization

Number of pages: 4 Posted: 09 Mar 2021
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 51 (838,737)

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Collaborative Consumption, Collective Servitization, Design Principles, Internet of Things, Sharing Economy, Smart Products

44.

Optimal Multiattribute Screening

Ural Mathematical Journal, Vol. 2, No. 2, pp. 87--107, 2016
Number of pages: 23 Posted: 28 Nov 2016 Last Revised: 10 Dec 2016
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 50 (846,504)
Citation 1

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asymmetric information, incentive contracting, maximum principle, nonlinear pricing, optimal insurance

45.

Price Discrimination with Robust Beliefs

European Journal of Operational Research, Vol. 306, No. 2 (April 2023), pp. 795—809
Number of pages: 15 Posted: 20 Oct 2022 Last Revised: 05 Jan 2023
Jun Han and Thomas A. Weber
affiliation not provided to SSRN and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 49 (854,445)

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Ambiguity, Pricing, Relative Regret, Robust Optimization, Screening

46.

Relatively Robust Decisions

Theory and Decision, Vol. 94, No. 1 (January 2023), pp. 35—62
Number of pages: 28 Posted: 02 Apr 2021 Last Revised: 08 Feb 2023
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 48 (862,584)

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Decision making under uncertainty, relative regret, robustness

47.

How to Market Smart Products: Design and Pricing for Sharing Markets

Journal of Management Information Systems, Vol. 37, No. 3 (Winter 2020), pp. 631—667
Number of pages: 37 Posted: 29 Dec 2020
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 43 (905,582)
Citation 1

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Aftermarket control, collaborative consumption, durability design, non-linear pricing, product ecosystems, sharing economy, smart products, product design, product pricing

48.

Population-Level Intervention and Information Collection in Dynamic Healthcare Policy

Health Care Management Science, Forthcoming [DOI 10.1007/s10729-017-9415-5]
Number of pages: 28 Posted: 12 Sep 2017
Lauren Cipriano and Thomas A. Weber
Ivey Business School and Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 38 (952,729)
Citation 1

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Medical Decision Making, Markov Decision Processes, Hepatitis C Virus, Optimal Stopping, Dynamic Programming

49.

Minimum-Error Classes for Matching Parts

Operations Research Letters, Vol. 49, No. 1 (January 2021), pp. 106—112
Number of pages: 7 Posted: 09 Dec 2020 Last Revised: 17 Dec 2020
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 36 (972,702)

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Error Minimization, Matching Partitions, Robust Optimization, Selective Assembly, Stochastic Production

50.

Optimal Matching of Random Parts

Journal of Mathematical Economics, Vol. 101, August 2022, Art. 102688.
Number of pages: 14 Posted: 02 Jul 2021 Last Revised: 15 Jul 2024
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 32 (1,014,429)

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Binomial matching, cost function, minimum-cost combination of inputs, stochastic production

51.

Minimum-Cost Ordering for Selective Assembly

IISE Transactions, Vol. 57, No. 4 (April 2025), pp. 454—468
Number of pages: 15 Posted: 17 Feb 2023 Last Revised: 19 Jan 2025
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 19 (1,169,087)
Citation 1

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Cost minimization, selective assembly, stochastic production

52.

Monopoly Pricing with Unknown Demand

Scandinavian Journal of Economics, Vol. 127, No. 1 (January 2025), pp. 235—285
Number of pages: 51 Posted: 09 Mar 2021 Last Revised: 06 Jan 2025
Thomas A. Weber
Ecole Polytechnique Federale de Lausanne - MTEI
Downloads 12 (1,251,875)

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Monopoly pricing, relative regret, robust optimization