Documents in the NTIS Technical Reports collection are the results of federally funded research. They are directly submitted to or collected by NTIS from Federal agencies for permanent accessibility to industry, academia and the public.  Before purchasing from NTIS, you may want to check for free access from (1) the issuing organization's website; (2) the U.S. Government Printing Office's Federal Digital System website http://www.gpo.gov/fdsys; (3) the federal government Internet portal USA.gov; or (4) a web search conducted using a commercial search engine such as http://www.google.com.
Accession Number N20130008633
Title Using Random Forest Models to Predict Organizational Violence.
Publication Date Mar 2012
Media Count 7p
Personal Author B. Levine G. Bobashev
Abstract We present a methodology to access the proclivity of an organization to commit violence against nongovernment personnel. We fitted a Random Forest model using the Minority at Risk Organizational Behavior (MAROS) dataset. The MAROS data is longitudinal; so, individual observations are not independent. We propose a modification to the standard Random Forest methodology to account for the violation of the independence assumption. We present the results of the model fit, an example of predicting violence for an organization; and finally, we present a summary of the forest in a 'meta-tree,'
Keywords Forests
Personnel
Predictions
Risk
Violence

 
Source Agency National Aeronautics and Space Administration
NTIS Subject Category 72 - Mathematical Sciences
70D - Personnel Management, Labor Relations & Manpower Studies
Corporate Author Research Triangle Inst., Research Triangle Park, NC.
Document Type Conference proceedings
Title Note N/A
NTIS Issue Number 1318
Contract Number N/A

Science and Technology Highlights

See a sampling of the latest scientific, technical and engineering information from NTIS in the NTIS Technical Reports Newsletter

Acrobat Reader Mobile    Acrobat Reader