arXiv 17 Feb 2019 · Econometrics · publishedIEEE Access (2018) · 2 citations (OpenAlex)
arXiv:1902.06286 · PDF · DOI · OpenAlex · Extracted main text
We synthesize the knowledge present in various scientific disciplines for the development of semiparametric endogenous truncation-proof algorithm, correcting for truncation bias due to endogenous self-selection. This synthesis enriches the algorithm's accuracy, efficiency and applicability. Improving upon the covariate shift assumption, data are intrinsically affected and largely generated by their own behavior (cognition). Refining the concept of Vox Populi (Wisdom of Crowd) allows data points to sort themselves out depending on their estimated latent reference group opinion space. Monte Carlo simulations, based on 2,000,000 different distribution functions, practically generating 100 million realizations, attest to a very high accuracy of our model.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | J. Racine, L. Su, and A. Ullah, The Oxford Handbook of Applied Nonpa… (2014) | 0.874 | 6 | 2 | 100% |
| 2 | C. C. Clogg and L. A. Goodman, “Latent structure analysis of a set o… (1984) Latent structure analysis of a set of multidimensional contingency tables | 0.811 | 4 | 2 | 100% |
| 3 | W. A. Brock and S. N. Durlauf, “Identification of binary choice mode… (2007) Identification of binary choice models with social interactions | 0.737 | 3 | 2 | 100% |
| 4 | D. V. Budescu and E. Chen, “Identifying expertise to extract the wis… (2015) Identifying expertise to extract the wisdom of crowds | 0.737 | 3 | 2 | 100% |
| 5 | W. H. Greene and D. A. Hensher, “A latent class model for discrete c… (2003) A latent class model for discrete choice analysis: contrasts with mixed logit | 0.737 | 3 | 2 | 100% |
| 6 | J. J. Heckman, “Sample selection bias as a specification error,” Eco… (1979) Sample selection bias as a specification error | 0.737 | 3 | 2 | 100% |
| 7 | G. J. Borjas, “Ethnic capital and intergenerational mobility,” The Q… (1992) Ethnic capital and intergenerational mobility | 0.644 | 2 | 2 | 100% |
| 8 | S. Bikhchandani, D. Hirshleifer, and I. Welch, “A theory of fads, fa… (1992) A theory of fads, fashion, custom, and cultural change as informational cascades | 0.644 | 2 | 2 | 100% |
| 9 | Y. Chen, E. K. Garcia, M. R. Gupta, A. Rahimi, and L. Cazzanti, “Sim… (2009) Similarity-based classification: Concepts and algorithms | 0.644 | 2 | 2 | 100% |
| 10 | J. H. Friedman, “Fast sparse regression and classification,” Interna… (2012) Fast sparse regression and classification | 0.644 | 2 | 2 | 100% |
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