Mutual Information

This page details my mutual information results.

Hyperparameter Search

Age

Age Range	Num Samples	Num Connections	r^2
All (6-16)	577	1000	0.127
Bin 1 (<= 9)	175	2500	0.045
Bin 2 (9 < Age <= 12)	202	2000	0.163
Bin 3 (> 12)	200	500	0.036

WISC

All Ages

WISC Primary Index	Num Connections	r^2
Intelligence Quotient (FSIQ)	2000	0.127
Visual Spatial (VSI)	1000	0.112
Verbal Comprehension (VCI)	1500	0.120
Fluid Reasoning (FRI)	2000	0.042
Working Memory (WMI)	3000	0.038
Processing Speed (PSI)	3000	-0.073

Bin 1

WISC Primary Index	Num Connections	r^2
Intelligence Quotient (FSIQ)	3000	0.041
Visual Spatial (VSI)	500	0.084
Verbal Comprehension (VCI)	1000	0.033
Fluid Reasoning (FRI)	1500	-0.066
Working Memory (WMI)	3000	-0.036
Processing Speed (PSI)	500	-0.019

Bin 2

WISC Primary Index	Num Connections	r^2
Intelligence Quotient (FSIQ)	1500	0.169
Visual Spatial (VSI)	1000	0.131
Verbal Comprehension (VCI)	1500	0.136
Fluid Reasoning (FRI)	500	0.076
Working Memory (WMI)	1000	0.079
Processing Speed (PSI)	2000	0.027

Bin 3

WISC Primary Index	Num Connections	r^2
Intelligence Quotient (FSIQ)	2000	0.041
Visual Spatial (VSI)	2500	-0.027
Verbal Comprehension (VCI)	500	0.047
Fluid Reasoning (FRI)	1000	-0.029
Working Memory (WMI)	3500	-0.042
Processing Speed (PSI)	2000	0.007

Number of Overlapping Connections

Note: This is at the mutual information level and may not be reflective of the connections that the PLS model is actually using.

	All	Bin 1	Bin 2	Bin 3
All	1000	197	202	59
Bin 1	-	2500	145	30
Bin 2	-	-	2000	35
Bin 3	-	-	-	500

Number of Overlapping Overlapping Connections

	All x Bin 1	All x Bin 2	All x Bin 3	Bin 1 x Bin 2	Bin 1 x Bin 3	Bin 2 x Bin 3
All x Bin 1	197	23	4	23	4	0
All x Bin 2	-	202	7	23	0	7
All x Bin 3	-	-	59	0	4	7
Bin 1 x Bin 2	-	-	-	145	3	3
Bin 1 x Bin 3	-	-	-	-	30	3
Bin 2 x Bin 3	-	-	-	-	-	35