Estimating Two-Sided Logit Models
Bibliographic Data
| ID | 6169732 |
|---|---|
| Authors | John Allen Logan (University of Wisconsin–Madison, corresponding author) |
| Year | 1998 |
| Volume | 28 |
| Issue | 1 |
| Pages | 139-173 |
| Publication date | 1998-08-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Sociological Methodology (JOURNAL) |
| Journal identifiers | ISSN: 0081-1750 • E-ISSN: 1467-9531 |
| Publisher | SAGE Publishing (PUBLISHER • US) |
| DOI | 10.1111/0081-1750.00044 |
| OpenAlex | W2040015461 |
| Language | EN |
| Citations received | 10 |
| References cited | 19 |
Logan (1996a) introduced a new micro-behavioral model of employment opportunity and choice, and a multivariate statistical method based on the micro-behavioral model. This article considers the connection between the behavioral model and the two-sided logit (TSL) statistical method in more detail than the original paper, discussing issues of parameter identification, model constraints, data reduction, and practical estimation. The article compares the EM gradient algorithm used in Logan (1996a) with an accelerated EM gradient algorithm and with a public-domain quasi-Newton algorithm. The latter two algorithms, now incorporated in a single program, greatly enhance the practicality of TSL modeling. Strategies for further development of TSL methods are also considered
Algorithm · Data mining · Domain (mathematical analysis · Econometrics · Estimation theory · Identification (biology · Logistic regression · Logit · Machine learning · Mathematical optimization · Maximum likelihood · Mixed logit · Multivariate statistics · Statistics · Computer Science · Economic and Environmental Valuation · Gender, Labor, and Family Dynamics · Mathematics · Spatial and Panel Data Analysis
A Preference-Opportunity-Choice Framework with Applications to Intergroup Friendship
A model for the multiplex dynamics of two-mode and one-mode networks, with an application to employment preference, friendship, and advice
Prologue
Choice Set Formation in Residential Mobility and Its Implications for Segregation Dynamics
Inequality of Opportunity in Comparative Perspective
Methodological Issues in the Analysis of Residential Preferences, Residential Mobility, and Neighborhood Change
Negotiations in the Shadow of Outside Alternatives
Causal Inference in Sociological Research
Educational Assortative Marriage in Comparative Perspective
Marital history homogamy between the divorced and the never married among non-Hispanic whites
Two-Sided Matching
Maximum Likelihood from Incomplete Data Via the EM Algorithm
Limited-dependent and qualitative variables in econometrics
Numerical Methods for Unconstrained Optimization and Nonlinear Equations
The Role of Values in Rational Choice Theory
Rational Choice and the TSL Model of Occupational Opportunity
Job Queues and the Union Status of Workers
Opportunity and Choice in Socially Structured Labor Markets
Rules of Access and Shifts in Demand
| Unique citing works | 10 |
|---|---|
| Citations per year | 0,48 |
| Citation span | 2005 - 2021 (17) |
| Citation velocity | historical |
| Highly cited | No |
| Citation types | Neutral: 10 |