Analysis Report - IM Publications

Analysis Report

Generated by james@BILALMALIK on 12
-
Aug
-
2011 18:05:39


Model



This is a model of type: SVM

Developed 12
-
Aug
-
2011 17:34:32.64

Author: james@BILALMALIK

X
-
block: 59 by 301 (james@BILALMALIK@20110812T164815.82889196)

Included: [ 1
-
59 ] [ 1
-
301 ]

Preprocessing: 1st Derivative (order: 1, window: 15 pt, incl only), Autoscale

Y
-
block: 59 by 1 (james@BILALMALIK@20110812T164825.00025991)

Included: [ 1
-
59 ] [ 1 ]

Preprocessing: Autoscale

SVM type: epsilon
-
SVR

SVM kernel type: radial basis fu
nction

SVM optimal parameters:


cost = 31.6228


epsilon = 0.1


gamma = 0.00031623

SVM: number of SVs: 37

RMSEC: 13.1585

RMSECV: 30.0618

Bias:
-
1.5911

CV Bias:
-
0.332205

R^2 Cal: 0.993088

R^2 CV: 0.957796



Prediction



This is a model of ty
pe: SVM_PRED

Developed 12
-
Aug
-
2011 17:34:34.98

Author: james@BILALMALIK

X
-
block: 30 by 301 (james@BILALMALIK@20110812T164935.17194814)

Included: [ 1
-
30 ] [ 1
-
301 ]

Preprocessing: 1st Derivative (order: 1, window: 15 pt, incl only), Autoscale

Y
-
block:

30 by 1 (james@BILALMALIK@20110812T164943.90679608)

Included: [ 1
-
30 ] [ 1 ]

Preprocessing: Autoscale

SVM type: epsilon
-
SVR

SVM kernel type: radial basis function

SVM optimal parameters:


cost = 31.6228


epsilon = 0.1


gamma = 0.00031623

SVM
: number of SVs: 37

RMSEC: 13.1585

RMSECV: 30.0618

RMSEP: 23.7791

Bias:
-
1.5911

CV Bias:
-
0.332205

Pred Bias:0.498133

R^2 Cal: 0.993088

R^2 CV: 0.957796

R^2 Pred: 0.972467



Comments

SVM on Glucose Data