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1
Detecting Influential Points in Regression with DFBETA(S)
http://library.virginia.edu/data/articles/detecting-influential-points-in-regression-with-dfbetas
2
5.23 Influential observations | Introduction to Regression Methods ...
https://www.bookdown.org/rwnahhas/RMPH/mlr-influence.html
3
DFBETA in regression model diagnostics of influential points
https://stats.stackexchange.com/questions/660927/dfbeta-in-regression-model-diagnostics-of-influential-points
5
Influential observations in a linear regression model: The DFBETAS ...
https://blogs.sas.com/content/iml/2019/06/17/influence-regression-dfbeta.html
6
Influential Observations Diagnostics - CRAN
https://cran.r-project.org/web/packages/api2lm/vignettes/influential-observations-diagnostics.html
7
Exploring Outliers, Leverage, and Influence | by Victor Oketch Sabare
https://sabarevictor.medium.com/exploring-outliers-leverage-and-influence-33879dbbba9a
8
Using resampling methods to detect influential points - The Stata Blog
https://blog.stata.com/2014/05/08/using-resampling-methods-to-detect-influential-points/
9
Demystifying Influential Points in AP Stats - Number Analytics
https://www.numberanalytics.com/blog/demystifying-influential-points-ap-stats
10
For regression with lots of predictors, do you even check outliers for ...
https://www.reddit.com/r/statistics/comments/ae9e2o/for_regression_with_lots_of_predictors_do_you/
11
Identify influential observations in regression models - The DO Loop
https://blogs.sas.com/content/iml/2021/03/29/influential-obs-regression.html
12
Mastering Influence in Regression Analysis - Number Analytics
https://www.numberanalytics.com/blog/influence-regression-analysis-guide
13
Linear Regression Models and Influential Points
https://towardsdatascience.com/linear-regression-models-and-influential-points-4ee844adac6d/
14
[PDF] Tools for Detecting Influential Data in Mixed Effects Models - OSF
https://files.osf.io/v1/resources/a5w4u_v1/providers/osfstorage/5795e57b9ad5a101f1efb532?action=download&direct&version=1
15
Time Series Regression III: Influential Observations - MathWorks
https://www.mathworks.com/help/econ/time-series-regression-iii-influential-observations.html
16
4.2 Detecting Outliers and Influential Observations - Fiveable
https://library.fiveable.me/linear-modeling-theory-and-applications/unit-4/detecting-outliers-influential-observations/study-guide/d0kOBqE8FyGmi2Gc
18
[PDF] Identifying Influential Observations in Multiple Regression
https://www.tqmp.org/RegularArticles/vol20-2/p096/p096.pdf
19
Cook's distance, DFFITS, DFBETAS - Influential points - YouTube
https://www.youtube.com/watch?v=31xA3hsxW6k
20
31 Influential Instances – Interpretable Machine Learning
https://christophm.github.io/interpretable-ml-book/influential.html
21
[PDF] Diagnostics for Leverage and Influence - San Jose State University
https://www.sjsu.edu/faculty/guangliang.chen/Math261a/Ch6slides-leverage-influence.pdf
22
How to Handle Influential Observations Using R - biostatistics.ca
https://www.biostatistics.ca/influential-observations/
23
Regression with Stata Chapter 2 Self Assessment Answers
https://stats.oarc.ucla.edu/stata/webbooks/reg/chapter2/regressionwith-statachapter-2self-assessment-answers/
24
8 No Outlier Effects | Regression Diagnostics with R
https://sscc.wisc.edu/sscc/pubs/RegDiag-R/no-outlier-effects.html
25
[PDF] Linear Regression Influence Diagnostics for Unclustered Survey Data
http://www.scb.se/contentassets/ca21efb41fee47d293bbee5bf7be7fb3/linear-regression-influence-diagnostics-for-unclustered-survey-data.pdf
26
DFBETAs panel — ols_plot_dfbetas - olsrr
https://olsrr.rsquaredacademy.com/reference/ols_plot_dfbetas
27
[PDF] Chapter 9 Building the Regression Model II: Diagnostics
https://www.pnw.edu/wp-content/uploads/2020/03/Lecture-Notes-8-8.pdf
28
Outliers, leverage and influential observations - DataSklr
https://www.datasklr.com/ols-least-squares-regression/diagnostics-for-leverage-and-influence
29
[PDF] Diagnostic for Leverage and Influence | Shalabh, IIT Kanpur
https://home.iitk.ac.in/~shalab/regression/Chapter6-Regression-Diagnostic%20for%20Leverage%20and%20Influence.pdf
31
[PDF] LEVERAGE AND INFLUENCE POINTS - eGyanKosh
https://egyankosh.ac.in/bitstream/123456789/108143/1/Session-17.pdf
32
How Can I Calculate DFBETAS In R? - PSYCHOLOGICAL SCALES
https://scales.arabpsychology.com/stats/how-can-i-calculate-dfbetas-in-r/
33
Impact of alternative approaches to assess outlying and influential ...
https://springerplus.springeropen.com/articles/10.1186/2193-1801-2-614
34
[PDF] Tools for Detecting Influential Data in Mixed Effects Models
https://journal.r-project.org/archive/2012-2/RJournal_2012-2_Nieuwenhuis~et~al.pdf
35
Introduction to Regression with SPSS Lesson 2 - OARC Stats
https://stats.oarc.ucla.edu/spss/seminars/introduction-to-regression-with-spss/introreg-lesson2/
36
Lesson 11: Influential Points - STAT ONLINE
https://online.stat.psu.edu/stat501/book/export/html/973
37
(PDF) Estimation of influential points in any data set from coefficient ...
https://www.researchgate.net/publication/258060835_Estimation_of_influential_points_in_any_data_set_from_coefficient_of_determination_and_its_leave-one-out_cross-validated_counterpart
38
Robust Regression Diagnostics of Influential Observations in Linear ...
https://www.scirp.org/journal/paperinformation?paperid=56875
39
A generalised approach for identifying influential data in ...
https://www.sciencedirect.com/science/article/abs/pii/S1364815217302189
40
influence.ME: Tools for Detecting Influential Data in Mixed Effects ...
https://rjournal.github.io/articles/RJ-2012-011/
41
Delete-1 Statistics - MATLAB & Simulink - MathWorks
https://www.mathworks.com/help/stats/delete-1-statistics.html
43
Influential Points in Adaptability and Stability Methods Based on ...
https://www.mdpi.com/2073-4395/11/11/2179
44
Multiple Regression; Research Methods by Michael Brannick
http://faculty.cas.usf.edu/mbrannick/regression/Part3/DiagnosticNarrative.html
46
Multiple regression using STATA video 5 identifying influential cases
https://www.youtube.com/watch?v=F6GRGq-HRVg
47
On Identifying Influential Observations in the Presence of ...
https://www.scirp.org/journal/paperinformation?paperid=108210
48
Describe Influence Analysis and Methods of Detecting Influential ...
https://analystprep.com/study-notes/cfa-level-2/quantitative-method/describe-influence-analysis-and-methods-of-detecting-influential-data-points/
49
(PDF) Robust Regression Diagnostics of Influential Observations in ...
https://www.researchgate.net/publication/279165703_Robust_Regression_Diagnostics_of_Influential_Observations_in_Linear_Regression_Model
50
Multiple Linear Regression: Outlier, Leverage, and Influential Points
https://www.youtube.com/watch?v=3XUo2b38e6E&pp=0gcJCdgAo7VqN5tD
51
How to Select Influential Observations in Linear Regression - LinkedIn
https://www.linkedin.com/advice/3/what-some-methods-criteria-selecting-influential
52
Identifying Influential Observations in Panel Data - Statalist
https://www.statalist.org/forums/forum/general-stata-discussion/general/1653888-identifying-influential-observations-in-panel-data
53
[PDF] The Treatment of Outliers and Influential Observations in Regression ...
https://www.aceee.org/files/proceedings/1994/data/papers/SS94_Panel8_Paper20.pdf
54
Deletion Diagnostics for the Generalised Linear Mixed Model with ...
https://pmc.ncbi.nlm.nih.gov/articles/PMC4821700/
55
Outlier Removal Techniques for Linear Regression Model in R
https://rajatmshukla.wordpress.com/2022/12/20/outlier-removal-techniques-for-linear-regression-model-in-r/
56
[PDF] Linear Regression using Stata - Princeton University
https://www.princeton.edu/~otorres/Regression101.pdf
57
[PDF] Linear Regression Diagnostics in Cluster Samples - Sciendo
https://sciendo.com/pdf/10.1515/jos-2015-0003
58
Statistical primer: checking model assumptions with regression ...
https://academic.oup.com/icvts/article/28/1/1/5053964
59
Leverage Influential Point and Outlier: Diagnostics (2024)
https://itfeature.com/regression/diagnostics/leverage-influential-point/
60
[PDF] Chapter 4 Regression Diagnostics
https://www.tyrrell4innovation.ca/wp-content/uploads/2020/05/Regression-Diagnostics.pdf
62
[PDF] A CLASSIFICATION OF SINGLE INFLUENTIAL OBSERVATION ...
https://dergipark.org.tr/tr/download/article-file/819676
63
[PDF] Outlier, Influential Point, and Residual Correlation Detection in Stata
https://personal.colby.edu/~lobrien/ma397/stata5.pdf
64
Detecting influential observations in nonlinear regression modeling ...
https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/98WR01010
65
[PDF] Identifying influential observations in concurrent functional ...
https://people.stat.sc.edu/hitchcock/PreprintFuncInfluence.pdf
66
Understanding Outliers And Influential Points - FasterCapital
https://fastercapital.com/topics/understanding-outliers-and-influential-points.html/1
67
5.26 Sensitivity analysis | Introduction to Regression Methods for ...
https://www.bookdown.org/rwnahhas/RMPH/mlr-sensitivity.html
69
[PDF] Comparisons of Some Outlier Detection Methods in Linear ...
https://iljs.org.ng/index.php/iljs/article/download/138/131
71
Assessing the impact of potentially influential observations in ...
https://www150.statcan.gc.ca/n1/pub/12-002-x/2015001/article/14147-eng.htm
72
Lesson 5 Model Post Fitting for Inference SAS.pdf - Course Hero
https://www.coursehero.com/file/pvqd5h/To-identify-outliers-and-influential-observations-in-your-data-you-can-use/
73
[PPT] Chapter 6 Diagnostics for Leverage and Influence
https://www.stat.nuk.edu.tw/Ray-Bing/regression/regression/Chapter6.ppt
74
A Multiverse Outlier Analysis of Study 3 from Brummelman, Thoma
https://online.ucpress.edu/collabra/article-pdf/4/1/30/468152/118-2279-1-pb.pdf
75
How to Address Influential Observations in Linear Regression
https://www.linkedin.com/advice/3/what-best-way-address-influential-observations-linear-fxzaf
77
[PDF] PE I: Multivariable Regression - Outliers (Chapter 4.9)
http://web.vu.lt/mif/a.buteikis/wp-content/uploads/2019/11/MultivariableRegression_6.pdf
78
[PDF] Influence Analysis in Linear Regression with Sampling Weights
http://www.asasrms.org/Proceedings/y2006/Files/JSM2006-000435.pdf
79
Removing outliers in regression models : r/datascience - Reddit
https://www.reddit.com/r/datascience/comments/w5celt/removing_outliers_in_regression_models/
80
[PPT] 9: Dealing with Messy Data I: Case Analysis
https://dionysus.psych.wisc.edu/Courses/GLM/9_CaseAnalysis_Complete.ppt
81
Model Diagnostics - Definitions - RPubs
https://rpubs.com/DragonflyStats/Model_Diagnostics_Definitions
82
[PDF] 1. Subject 2. Dataset 3. SAS results
https://eric.univ-lyon2.fr/ricco/tanagra/fichiers/en_Tanagra_Outlier_Influential_Points_for_Regression.pdf
83
Outliers & Influential Points in Linear Regression Models
https://www.coursesidekick.com/statistics/150293
84
How to identify which datapoints have the most influence on the ...
https://discourse.mc-stan.org/t/how-to-identify-which-datapoints-have-the-most-influence-on-the-posterior/29988
85
How To Calculate DFBETAS In R? - PSYCHOLOGICAL SCALES
https://scales.arabpsychology.com/stats/how-to-calculate-dfbetas-in-r/
86
Chapter 11 Regression diagnostics and Influence Analysis
https://bcdudek.net/regression1/regression-diagnostics-and-influence-analysis.html
87
Regression diagnostics | PPT - SlideShare
https://www.slideshare.net/slideshow/regression-diagnostics/16442544
88
(PDF) Detecting Influential Data and Collinearity - Academia.edu
https://www.academia.edu/8095260/Detecting_Influential_Data_and_Collinearity
89
soci209 module 10 - outlying & influential observations
https://nielsen.sites.oasis.unc.edu/soci709/m10/m10.html
90
[PDF] Identifying Influential Observations in Nonlinear Regression
http://www.diva-portal.org/smash/get/diva2:791289/FULLTEXT01.pdf
91
Addressing Outliers And Influential Observations In Regression ...
https://fastercapital.com/topics/addressing-outliers-and-influential-observations-in-regression-analysis.html
92
[PDF] Detection and Diagnostic Methods of Multiple Influential Points in ...
https://dergipark.org.tr/tr/download/article-file/897643
93
Detection of Outliers and Influential Observations in Binary Logistic ...
https://scialert.net/fulltext/?doi=jas.2011.26.35
94
A Multiverse Outlier Analysis of Study 3 from Brummelman ...
https://online.ucpress.edu/collabra/article/4/1/30/112965/A-Practical-Illustration-of-Methods-to-Deal-with
95
The dfbeta Command - Linear Regression Post-estimation
https://www.techtips.surveydesign.com.au/post/the-dfbeta-command