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Engineering Commons

Open Access. Powered by Scholars. Published by Universities.®

Civil Engineering

University of Nevada, Las Vegas

UNLV Theses, Dissertations, Professional Papers, and Capstones

2016

Clusterwise Regression

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A Business Intelligence Framework For Network-Level Traffic Safety Analyses, Naveen Kumar Veeramisti Dec 2016

A Business Intelligence Framework For Network-Level Traffic Safety Analyses, Naveen Kumar Veeramisti

UNLV Theses, Dissertations, Professional Papers, and Capstones

Currently, there are both methodological and practical barriers that together preclude a substantial use of theoretically sound approaches, such as the ones recommended by the Highway Safety Manual (HSM), for traffic safety management. Although the state-of-the-art provides theoretically sound approaches such as the Empirical Bayes method, there are still various important capabilities missing. Methodological barriers include among others (i) lack of a theoretically sound approach for corridor-level network screening, (ii) lack of a comprehensive approach for estimation of Safety Performance Functions based on a simultaneous consideration of both crash patterns and associated explanatory variables, and (iii) lack of theoretically sound …