Literature DB >> 23729974

NONPARAMETRIC BENCHMARK ANALYSIS IN RISK ASSESSMENT: A COMPARATIVE STUDY BY SIMULATION AND DATA ANALYSIS.

Rabi Bhattacharya1, Lizhen Lin.   

Abstract

We consider the finite sample performance of a new nonparametric method for bioassay and benchmark analysis in risk assessment, which averages isotonic MLEs based on disjoint subgroups of dosages, and whose asymptotic behavior is essentially optimal (Bhattacharya and Lin (2010)). It is compared with three other methods, including the leading kernel-based method, called DNP, due to Dette et al. (2005) and Dette and Scheder (2010). In simulation studies, the present method, termed NAM, outperforms the DNP in the majority of cases considered, although both methods generally do well. In small samples, NAM and DNP both outperform the MLE.

Entities:  

Keywords:  Monotone dose-response curve estimation; bootstrap; confidence interval; effective dosage; mean integrated squared error; nonparametric method; pool-adjacent-violators algorithm

Year:  2011        PMID: 23729974      PMCID: PMC3666041          DOI: 10.1007/s13571-011-0019-7

Source DB:  PubMed          Journal:  Sankhya Ser B        ISSN: 0581-5738


  3 in total

1.  On use of the multistage dose-response model for assessing laboratory animal carcinogenicity.

Authors:  Daniela K Nitcheva; Walter W Piegorsch; R Webster West
Journal:  Regul Toxicol Pharmacol       Date:  2007-03-25       Impact factor: 3.271

2.  An adaptive nonparametric method in benchmark analysis for bioassay and environmental studies.

Authors:  Rabi Bhattacharya; Lizhen Lin
Journal:  Stat Probab Lett       Date:  2010-12-01       Impact factor: 0.870

3.  A computer program for linear logistic regression analysis.

Authors:  E T Lee
Journal:  Comput Programs Biomed       Date:  1974-10
  3 in total
  4 in total

1.  RECENT PROGRESS IN THE NONPARAMETRIC ESTIMATION OF MONOTONE CURVES -WITH APPLICATIONS TO BIOASSAY AND ENVIRONMENTAL RISK ASSESSMENT.

Authors:  Rabi Bhattacharya; Lizhen Lin
Journal:  Comput Stat Data Anal       Date:  2013-07-01       Impact factor: 1.681

2.  An adaptive nonparametric method in benchmark analysis for bioassay and environmental studies.

Authors:  Rabi Bhattacharya; Lizhen Lin
Journal:  Stat Probab Lett       Date:  2010-12-01       Impact factor: 0.870

3.  Benchmark Dose Analysis via Nonparametric Regression Modeling.

Authors:  Walter W Piegorsch; Hui Xiong; Rabi N Bhattacharya; Lizhen Lin
Journal:  Risk Anal       Date:  2013-05-17       Impact factor: 4.000

4.  Nonparametric estimation of benchmark doses in environmental risk assessment.

Authors:  Walter W Piegorsch; Hui Xiong; Rabi N Bhattacharya; Lizhen Lin
Journal:  Environmetrics       Date:  2012-12-01       Impact factor: 1.900

  4 in total

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