From bfb9395aff64183821b6cf1a656b7548ebd5c756 Mon Sep 17 00:00:00 2001 From: JulienLamour Date: Mon, 8 Nov 2021 13:16:44 -0500 Subject: [PATCH] Adding a outlier detection before the PLSR calibration. It uses a LOO validation to identify the most uncertain points and remove them from the total dataset --- Overal_PLSR_modeling.pptx | Bin 36568 -> 38581 bytes PLSR/PLSR_models.R | 5 +++++ PLSR/Validation_Albert_et_al_2018.pdf | Bin 275204 -> 53248 bytes ...Alldatasets 2021-11-08 sqrt_Vcmax25_JB.pdf | Bin 281531 -> 281544 bytes PLSR/Validation_Alldatasets 2021-11-08.pdf | Bin 281306 -> 281527 bytes PLSR/Validation_dataset sqrt_Vcmax25_JB .jpeg | Bin 49011 -> 0 bytes PLSR/Validation_dataset sqrt_Vqmax25_JB .jpeg | Bin 49011 -> 0 bytes PLSR/Validation_random sqrt_Vcmax25_JB .jpeg | Bin 49011 -> 0 bytes PLSR/Validation_random sqrt_Vqmax25_JB .jpeg | Bin 165817 -> 0 bytes PLSR/Validation_random.jpeg | Bin 176839 -> 175094 bytes PLSR/Validation_random_JB.jpeg | Bin 0 -> 177970 bytes 11 files changed, 5 insertions(+) delete mode 100644 PLSR/Validation_dataset sqrt_Vcmax25_JB .jpeg delete mode 100644 PLSR/Validation_dataset sqrt_Vqmax25_JB .jpeg delete mode 100644 PLSR/Validation_random sqrt_Vcmax25_JB .jpeg delete mode 100644 PLSR/Validation_random sqrt_Vqmax25_JB .jpeg create mode 100644 PLSR/Validation_random_JB.jpeg diff --git a/Overal_PLSR_modeling.pptx b/Overal_PLSR_modeling.pptx index c6f96a9b27ec3e824854e1eea72261913cd98e95..9cf28e2eb65de61438bad10b5a90d3d15b255a72 100644 GIT binary patch delta 18170 zcma(1bx<7d7d;FP!6iU&_W%Kc1lI`=+(~eE2<}ef?(PI95Zv7@I0Schcbi$hpMAG# z-`{T4?jO%oPjyv4)#thQoO{phg{*h=KAMV`;&fsD5b7i2o0y~?wmL9&peeXO z1H&Zbav!1-`*ilaY)!h7*igB&=jEpt81c(0+(m^`Z9gIh_#3MU_ZrJx)@GA&KaRT8DNv~5RBFR~VD#t~E9JAb$MoRxb@+h%?CJQ$DySPN6C zYPRxpqvkuFhm&{R=2u?yTO-cOooB&oZS}(S@4P?z)2{n#;*I=>J{nRnsWHL&hJeSDV)a6|N>O?FQ)aXPA+SUz*vqSt-qI`o?xarfO_`?X#AvV+b< zmpOl3!PIr2=1h3d&yhC&%Bpa@q`DuWR~y+UFh=lq1HGEnlwLkfoG_Q+;}`b8@O5zu zrg0Q4K9$a;W;8quV6?6rW%=&Z!%eAfd3ddM**AzaBhxhVsFJEs`ik|N$aez41j2B! zm%e49(G;ivj0uWl~=Y+o-jMD7&5c&lNhF(zDDv75Wj%J8r zmJf$;4NvebV}KJ+xd?2>@$r6~Ic2SP(Rj}^hh-$>AZv%T0xcxOb7QRz@0Wb1LKB?A zndGbkGTMancEn(qqrGQo^^!UW68Gp@R}$!-?tqhzV*(A0GGV(N%{+yYMj&A$J_1TK2 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+data_curated=data_curated[-outliers,] ############################ #### PLSR models VCMAX25 ### ############################ diff --git a/PLSR/Validation_Albert_et_al_2018.pdf b/PLSR/Validation_Albert_et_al_2018.pdf index 4988d7de3d32b6ff2b7ffe5589547949c14b3823..e40b6a7a7972cd5a6f88c8637f7e014e08ac9483 100644 GIT binary patch delta 27 ecmZp9CeW~ed4d(Ik)fH1(L{T32xDXP((?d%oe0+e delta 223310 zcmXVXdpy(c`+riYlsQ!7w5aIlkVFn!-Vz<~E|tn*4wa-DNycWcBr(UNlCV`O^(Iov zd2^UkViiRW8(X!QnOSzQ)9?2A{{Fci_v=1f_w%~$>%Ok*zV7YDW7S)~HSahqwcc&N z+b##G`+t>6zvnavNs4^vPhb&PRx8# zU5)ycT=N}*WhmPaoJ77Ym7mOL zPUZg+z1q+|(0V2hex=q~#hP5MH9p&V`8(Rc+IVzX5mGXK)=%b~$`44u|4JFA&E>+c z)GrJx5c%S3Ml*Kg!FzEk8{6$V?KiepOMN%Ai!ey|91ezpNyeY<@V(Zb&Q)lq^0&0= zKt^*oZ(g=6a+o)~F9V(JzAuA!?q|I$(m*+`MEx+T>b$%pSdUDr_`LZ};q_-nV|@cI zYvNRq=#P743)*#{GQ*E%737r?V3@2Yn86Gv1Yhgd#fl^ zlQqsZ(PZ_Px@M$w_<%1-$3hcBlcjR>Qi#)rRL=~xpCttTVEK|b9*xzaNYjI{bvLxX z8c5NDb^fEn8kcEMF;h6a7ON7qf=@>+p*|(>Bk?OkoK~K#PUYXYWoz9F;g+QGXD}L| 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