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Fitting with MATLAB: Statistics, Optimization, andCure Fitting
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8/9/2019 Fitting With Matlab From Matlab Wbsite
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8/9/2019 Fitting With Matlab From Matlab Wbsite
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.sing MATLAB and Simu$in" 1or AS2C (rotot6ping and Veri3
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#na!$ing #8perimentation in C$assica$ Contro$ with MATL3
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Large ata in MATLAB: A Seismic ata (rocessing Case St3
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8/9/2019 Fitting With Matlab From Matlab Wbsite
5/10
Medica$ 2mage (rocessing with MATLAB
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8/9/2019 Fitting With Matlab From Matlab Wbsite
6/10
2n this we!inar, 6ou wi$$ $earn app$ied cure 1itting using Math;or"s products> Math;or"s
engineers wi$$ present a series o1 techni&ues 1or so$ing rea$ wor$d cha$$enges>
#8amp$e demonstrations inc$ude:
? Constrained regression
? (redictie mode$ing with $arge num!ers o1 independent aria!$es
? A$ternaties to Ordinar6 Least S&uares
@e6 ana$6tic techni&ues inc$ude:
? Feature se$ection
? Cross a$idation
? (rincipa$ component ana$6sis
? Optimization
? (artia$ Least S&uares %egression
View MATLAB Code
About the Presenter: %ichard ;i$$e6 is a product mar"eting manager at Math;or"s where
he 1ocuses on MATLAB and add=on products 1or data ana$6sis, Statistics, and Cure
Fitting> (rior to oining Math;or"s in +557, %ichard wor"ed at ;ind %ier S6stems and
S6mantec> %ichard has dua$ masters in #ngineering and Management 1rom theMassachusetts 2nstitute o1 Techno$og6 and a masters degree in #conomics 1rom 2ndiana
.niersit6>
Product Focus
• Cure Fitting Too$!o8
• #conometrics Too$!o8
• MATLAB
•
9eura$ 9etwor" Too$!o8• Optimization Too$!o8
• Statistics Too$!o8
Recorded: +/ Mar +500
Related Resources or Curve Fitting Toolbox
http://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab-statistics-optimization-and-curve-fittinghttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab-statistics-optimization-and-curve-fitting
8/9/2019 Fitting With Matlab From Matlab Wbsite
7/10
!ownload "i#
Code coered !6 the BS License
$ighlights ro%
Fitting with MATLAB: &tatistics' (#ti%i)ation' and Curve Fitting
• ea$Tumor;eightt , pD
• o!Fcnp , tO!s, drugD
• Censoredata>mea$ing with Censored E C$ipped ata
• etectOut$iers>m.sing Coo"m'enerate a samp$e data set
• 'LMemo>m'enera$ized Linear Mode$ emo
• Out$ieremo>mOut$ier demo
• Tota$LeastS&uaresemo>m 'enerate a set o1 data points 1rom a p$ane
• ana$6sis>mata import
• View all iles
2.5
2.5 | 2 ratingsRate this fle31 Downloads (last 30 days)File Size: 12. !"File #D: $30%&'
Fitting with MATLAB: Statistics, Optimization, and Cure Fitting
by Richard Willey
28 Mar 2011 (Updated 25 Apr 2011)
Demo code and data for the "ittin! ith MA#$A%" ebinar
& Watch thi' ile
File Information
Description
en'orin! clippin! e*ample +,tlier detection e*ample
http://www.mathworks.com/matlabcentral/fileexchange/submissions/30869/v/7/download/ziphttp://www.mathworks.com/matlabcentral/fileexchange/view_license?file_info_id=30869http://www.mathworks.com/matlabcentral/fileexchange/view_license?file_info_id=30869http://www.mathworks.com/matlabcentral/fileexchange/view_license?file_info_id=30869http://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fittinghttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/evalTumorWeight.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/objFcn.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/CensoredData.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Detect_Outliers.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Feature_Selection_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/GLM_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Outlier_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Total_Least_Squares_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/analysis.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Fitting_with_MATLAB_1_.ziphttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting#feedbackhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting#feedbackhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting#feedbackhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting#commentshttp://www.mathworks.com/matlabcentral/profile/authors/1297714-richard-willeyhttp://www.mathworks.com/matlabcentral/fileexchange/watchlists/new?type=file&uri=%2Fmatlabcentral%2Ffileexchange%2F30869-fitting-with-matlab--statistics--optimization--and-curve-fitting&watching=30869http://www.mathworks.com/matlabcentral/fileexchange/watchlists/new?type=file&uri=%2Fmatlabcentral%2Ffileexchange%2F30869-fitting-with-matlab--statistics--optimization--and-curve-fitting&watching=30869http://www.mathworks.com/matlabcentral/fileexchange/submissions/30869/v/7/download/ziphttp://www.mathworks.com/matlabcentral/fileexchange/view_license?file_info_id=30869http://www.mathworks.com/matlabcentral/fileexchange/help_license#bsdhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fittinghttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/evalTumorWeight.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/objFcn.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/CensoredData.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Detect_Outliers.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Feature_Selection_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/GLM_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Outlier_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Total_Least_Squares_Demo.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/analysis.mhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting/content/Fitting_with_MATLAB_1_.ziphttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting#feedbackhttp://www.mathworks.com/matlabcentral/fileexchange/30869-fitting-with-matlab--statistics--optimization--and-curve-fitting#commentshttp://www.mathworks.com/matlabcentral/profile/authors/1297714-richard-willeyhttp://www.mathworks.com/matlabcentral/fileexchange/watchlists/new?type=file&uri=%2Fmatlabcentral%2Ffileexchange%2F30869-fitting-with-matlab--statistics--optimization--and-curve-fitting&watching=30869
8/9/2019 Fitting With Matlab From Matlab Wbsite
8/10
+rtho!onal re!re''ion e*ample
-$M (.oi''on re!re''ion lo!i'tic re!re''ion) e*ample Rob,'t re!re''ion e*ample eat,re 'election e*ample
ommon 'lope problem e*ample
Required
Products
r*e Fitting +ool,o-
/tiization +ool,o-
Si"iology
Statistis +ool,o-
MATLAB release +4" .11 (R2010,)
Other
requirements
Si"iology is only reired 6or the oon slo/e /ro,le
Tags for This File 7lease login to tag fles.
ensored data
ensoring
li//ed data
li//ing
oon slo/e /ro,le
deing regression
6eatre seletion
logisti regression
orthogonal regression
otlier detetion
/oisson regression
total least sares
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