article Open AccessTop 10% cited
Detecting outliers when fitting data with nonlinear regression – a new method based on robust nonlinear regression and the false discovery rate
BMC Bioinformatics · 2006 · Vol. 7(1) · pp. 123–123
Abstract
Our method, which combines a new method of robust nonlinear regression with a new method of outlier identification, identifies outliers from nonlinear curve fits with reasonable power and few false positives.
Advanced Statistical Methods and ModelsAdvanced Statistical Process MonitoringStatistical Methods and InferenceOutlierRobust regressionNonlinear regressionRegressionAnomaly detectionLeast trimmed squaresMathematicsFalse positive paradoxNon-linear least squaresStatistics
MeSH terms
Computer SimulationData Interpretation, StatisticalFalse Positive ReactionsModels, BiologicalNumerical Analysis, Computer-AssistedRegression AnalysisModels, StatisticalNonlinear Dynamics
Funding
- National Institutes of Health
- National Cancer Institute
Citations
1,586
FWCI
4.41
field-weighted impact
References
26
Percentile
95%
vs. same field & year
Citations per year
Cited by
An ultrasensitive method for quantitating circulating tumor DNA with broad patient coverage
Nature Medicine · 2014 · 2,220 citations
Dose-Response Analysis Using R
PLoS ONE · 2015 · 3,606 citations
Integrative analysis of common SNPS and imputation accuracy across diverse genomic densities in Asian, exotic, and Indian sheep breeds
International Journal of Advanced Biochemistry Research · 2024 · 0 citations
References
The control of the false discovery rate in multiple testing under dependency
The Annals of Statistics · 2001 · 10,644 citations
<i>Outliers in Statistical Data</i>
Physics Today · 1979 · 2,848 citations
Robust Statistics: The Approach Based on Influence Functions
Technometrics · 1987 · 3,794 citations
Applied Regression Analysis
Technometrics · 2005 · 18,043 citations
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1995 · 106,483 citations
More powerful procedures for multiple significance testing
Statistics in Medicine · 1990 · 2,782 citations
The positive false discovery rate: a Bayesian interpretation and the q-value
The Annals of Statistics · 2003 · 2,280 citations
Strong Control, Conservative Point Estimation and Simultaneous Conservative Consistency of False Discovery Rates: A Unified Approach
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2003 · 1,422 citations
Related articles
Detecting outliers when fitting data with nonlinear regression – a new method based on robust nonlinear regression and the false discovery rate
BMC Bioinformatics · 2006 · 1,586 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.