Cluster Detection in Laboratory Auction Data: A Model-Based Approach
The benchmark risk-averse equilibrium model does not explain some of the outcomes obtained in experiments with first-price auctions. Nonetheless, the presence of non-linear bidding and the wide dispersion of bids have received little attention in the literature. I focus on these issues and revisit previous laboratory evidence with the help of model-based clustering techniques. The rejection of equilibrium models is found to be mostly due to the significance of non-linear bidding rules and the unexplained heterogeneity. With the use of a mixture model, the observations are classified into four groups or clusters. Significant differences between individuals and clusters are found, but so is a persistent within individual variation, which leads us to conclude that subjects do not commit to one particular bidding strategy and alternate across several processes.
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- Dankmar Böhning & Ekkehart Dietz & Rainer Schaub & Peter Schlattmann & Bruce Lindsay, 1994. "The distribution of the likelihood ratio for mixtures of densities from the one-parameter exponential family," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 46(2), pages 373-388, June.
- Richard Engelbrecht-Wiggans, 1989. "The Effect of Regret on Optimal Bidding in Auctions," Management Science, INFORMS, vol. 35(6), pages 685-692, June.
- Uri Gneezy, 2005. "Step-Level Reasoning and Bidding in Auctions," Management Science, INFORMS, vol. 51(11), pages 1633-1642, November.
- Eric Maskin & John Riley, 2000. "Equilibrium in Sealed High Bid Auctions," Review of Economic Studies, Oxford University Press, vol. 67(3), pages 439-454.
- Goeree, Jacob K. & Holt, Charles A. & Palfrey, Thomas R., 2002.
"Quantal Response Equilibrium and Overbidding in Private-Value Auctions,"
Journal of Economic Theory,
Elsevier, vol. 104(1), pages 247-272, May.
- Palfrey, Thomas R. & Goeree, Jacob & Holt, Charles, 2000. "Quantal Response Equilibrium and Overbidding in Private-value Auctions," Working Papers 1073, California Institute of Technology, Division of the Humanities and Social Sciences.
- Jacob K. Goeree & Charles A. Holt & Thomas R. Palfrey, 2000. "Quantal Response Equilibrium and Overbidding in Private-Value Auctions," Virginia Economics Online Papers 345, University of Virginia, Department of Economics.
- Patrick Bajari & Ali Hortacsu, 2003.
"Are Structural Estimates of Auction Models Reasonable? Evidence from Experimental Data,"
NBER Working Papers
9889, National Bureau of Economic Research, Inc.
- Patrick Bajari & Ali Hortacsu, 2005. "Are Structural Estimates of Auction Models Reasonable? Evidence from Experimental Data," Journal of Political Economy, University of Chicago Press, vol. 113(4), pages 703-741, August.
- Patrick Bajari & Ali Hortacsu, 2003. "Are Structural Estimates of Auction Models Reasonable? Evidence from Experimental Data," Working Papers 03002, Stanford University, Department of Economics.
- Cox, James C. & Smith, Vernon L. & Walker, James M., 1983. "A test that discriminates between two models of the Dutch-first auction non-isomorphism," Journal of Economic Behavior & Organization, Elsevier, vol. 4(2-3), pages 205-219.
- Harrison, Glenn W, 1989. "Theory and Misbehavior of First-Price Auctions," American Economic Review, American Economic Association, vol. 79(4), pages 749-62, September.
- Paul Pezanis-Christou & Andres Romeu, 2002. "Structural Inferences from First-Price Auction Experiments," UFAE and IAE Working Papers 531.02, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
- Richard Engelbrecht-Wiggans & Elena Katok, 2007. "Regret in auctions: theory and evidence," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 33(1), pages 81-101, October.
- Cox, James C & Smith, Vernon L & Walker, James M, 1988. "Theory and Individual Behavior of First-Price Auctions," Journal of Risk and Uncertainty, Springer, vol. 1(1), pages 61-99, March.
- Chen, Kay-Yut & Plott, Charles R., 1998.
"Nonlinear Behavior in Sealed Bid First Price Auctions,"
Games and Economic Behavior,
Elsevier, vol. 25(1), pages 34-78, October.
- Chen, Kay-Yut & Plott, Charles R., . "Nonlinear Behavior in Sealed Bid First Price Auctions," Working Papers 774, California Institute of Technology, Division of the Humanities and Social Sciences.
- Neugebauer, Tibor & Selten, Reinhard, 2006. "Individual behavior of first-price auctions: The importance of information feedback in computerized experimental markets," Games and Economic Behavior, Elsevier, vol. 54(1), pages 183-204, January.
- Ockenfels, Axel & Selten, Reinhard, 2005.
"Impulse balance equilibrium and feedback in first price auctions,"
Games and Economic Behavior,
Elsevier, vol. 51(1), pages 155-170, April.
- Axel Ockenfels & Reinhard Selten, 2004. "Impulse Balance Equilibrium and Feedback in First Price Auctions," Working Paper Series in Economics 7, University of Cologne, Department of Economics.
- Axel Ockenfels & Reinhard Selten, 2002. "Impulse Balance Equilibrium and Feedback in First Price Auctions," Papers on Strategic Interaction 2002-12, Max Planck Institute of Economics, Strategic Interaction Group.
- Olivier Armantier & Nicolas Treich, 2006. "Overbidding in Independant Private-Values Auctions and Misperception of Probabilities," CIRANO Working Papers 2006s-15, CIRANO.
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