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Likelihood Estimation and Inference in a Class of Nonregular Econometric Models

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Author Info
Victor Chernozhukov
Han Hong
Abstract

We study inference in structural models with a jump in the conditional density, where location and size of the jump are described by regression curves. Two prominent examples are auction models, where the bid density jumps from zero to a positive value at the lowest cost, and equilibrium job-search models, where the wage density jumps from one positive level to another at the reservation wage. General inference in such models remained a long-standing, unresolved problem, primarily due to nonregularities and computational difficulties caused by discontinuous likelihood functions. Copyright The Econometric Society 2004.

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File URL: http://hdl.handle.net/10.1111/j.1468-0262.2004.00540.x
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Article provided by Econometric Society in its journal Econometrica.

Volume (Year): 72 (2004)
Issue (Month): 5 (09)
Pages: 1445-1480
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Handle: RePEc:ecm:emetrp:v:72:y:2004:i:5:p:1445-1480

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  1. Tong Li & Xiaoyong Zheng, 2006. "Entry and competition effects in first-price auctions: theory and evidence from procurement auctions," CeMMAP working papers CWP13/06, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  2. Justin McCrary, 2007. "Manipulation of the Running Variable in the Regression Discontinuity Design: A Density Test," NBER Technical Working Papers 0334, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  3. Echenique, Federico & Komunjer, Ivana, 2005. "Testing Models w/ multiple equilibria by quantile methods," Working Papers 1244, California Institute of Technology, Division of the Humanities and Social Sciences. [Downloadable!]
  4. Tong Li, 2006. "Simulation based selection of competing structural econometric models," CeMMAP working papers CWP16/06, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  5. Michael Jansson, 2007. "Semiparametric Power Envelopes for Tests of the Unit Root Hypothesis," CREATES Research Papers 2007-12, School of Economics and Management, University of Aarhus. [Downloadable!]
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  6. Patrick Bayer & Shakeeb Khan & Christopher Timmins, 2008. "Nonparametric Identification and Estimation in a Generalized Roy Model," NBER Working Papers 13949, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  7. Christian Holzner & Andrey Launov, 2005. "Search Equilibrium, Production Parameters and Social Returns to Education: Theory and Estimation," IZA Discussion Papers 1904, Institute for the Study of Labor (IZA). [Downloadable!]
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