Open main menu
Home
Random
Recent changes
Special pages
Community portal
Preferences
About Wikipedia
Disclaimers
Incubator escapee wiki
Search
User menu
Talk
Dark mode
Contributions
Create account
Log in
Editing
Sampling bias
(section)
Warning:
You are not logged in. Your IP address will be publicly visible if you make any edits. If you
log in
or
create an account
, your edits will be attributed to your username, along with other benefits.
Anti-spam check. Do
not
fill this in!
==Distinction from selection bias== Sampling bias is usually classified as a subtype of [[selection bias]],<ref>{{cite web | url = http://medical.webends.com/kw/Selection%20Bias | work = Dictionary of Cancer Terms | title = Selection Bias | archive-url = https://web.archive.org/web/20090609002707/http://medical.webends.com/kw/Selection%20Bias | archive-date = 9 June 2009 | access-date = 23 September 2009 }}</ref> sometimes specifically termed '''sample selection bias''',<ref name="ArdsChung1998">{{cite journal | vauthors = Ards S, Chung C, Myers SL | title = The effects of sample selection bias on racial differences in child abuse reporting | journal = Child Abuse & Neglect | volume = 22 | issue = 2 | pages = 103β15 | date = February 1998 | pmid = 9504213 | doi = 10.1016/S0145-2134(97)00131-2 | doi-access = free }}</ref><ref name="CortesMohri2008">{{cite book | vauthors = Cortes C, Mohri M, Riley M, Rostamizadeh A |chapter=Sample Selection Bias Correction Theory|title=Algorithmic Learning Theory|volume=5254|year=2008|pages=38β53|chapter-url=http://www.cs.nyu.edu/~mohri/postscript/bias.pdf|doi=10.1007/978-3-540-87987-9_8|arxiv=0805.2775|series=Lecture Notes in Computer Science|isbn=978-3-540-87986-2|citeseerx=10.1.1.144.4478|s2cid=842488}}</ref><ref name="CortesMohri2014">{{cite journal | vauthors = Cortes C, Mohri M |title=Domain adaptation and sample bias correction theory and algorithm for regression|journal=Theoretical Computer Science|volume=519|year=2014|pages=103β126 |url= http://www.cs.nyu.edu/~mohri/pub/nsmooth.pdf |doi=10.1016/j.tcs.2013.09.027|citeseerx=10.1.1.367.6899}}</ref> but some classify it as a separate type of bias.<ref name="Fadem2009">{{cite book| vauthors = Fadem B |title=Behavioral Science|url=https://books.google.com/books?id=f0IDHvLiWqUC|year=2009|publisher=Lippincott Williams & Wilkins|isbn=978-0-7817-8257-9|page=262}}</ref> A distinction, albeit not universally accepted, of sampling bias is that it undermines the [[external validity]] of a test (the ability of its results to be generalized to the entire population), while [[selection bias]] mainly addresses [[internal validity]] for differences or similarities found in the sample at hand. In this sense, errors occurring in the process of gathering the sample or cohort cause sampling bias, while errors in any process thereafter cause selection bias. However, selection bias and sampling bias are often used synonymously.<ref name="Wallace2007">{{cite book| vauthors = Wallace R |title=Maxcy-Rosenau-Last Public Health and Preventive Medicine|url=https://books.google.com/books?id=EBq63uyt87QC |edition=15th|year=2007|publisher=McGraw Hill Professional|isbn=978-0-07-159318-2|page=21}}</ref>
Edit summary
(Briefly describe your changes)
By publishing changes, you agree to the
Terms of Use
, and you irrevocably agree to release your contribution under the
CC BY-SA 4.0 License
and the
GFDL
. You agree that a hyperlink or URL is sufficient attribution under the Creative Commons license.
Cancel
Editing help
(opens in new window)