===================================================
wrapper on ripper
8( 80 %) 1 beeper
7( 70 %) 3 booleanWeightSensor
6( 60 %) 11 spanishDisplayPrompts
5( 50 %) 2 turntable
4( 40 %) 13 italianDisplayPrompts
3( 30 %) 6 microwaveOvenSystem
3( 30 %) 7 ovenTimer
3( 30 %) 9 displayPrompts
3( 30 %) 12 germanDisplayPrompts
2( 20 %) 4 oneLineDisplay
2( 20 %) 5 multiLineDisplay
0( 0 %) 8 tODTimer
0( 0 %) 10 frenchDisplayPrompts
0( 0 %) 14 minutePlus
-----------------------------------------------------
using all
TP Rate FP Rate Precision Recall F-Measure Class
0.375 0.344 0.353 0.375 0.364 a
0.472 0.483 0.37 0.472 0.415 b
0.179 0.162 0.313 0.179 0.227 c
-----------------------------------------------------
using 1, 2, 11 ,2, 13
TP Rate FP Rate Precision Recall F-Measure Class
0.406 0.172 0.542 0.406 0.464 a
0.722 0.6 0.419 0.722 0.531 b
0.143 0.088 0.4 0.143 0.211 c
-----------------------------------------------------
just using 1,3,11
TP Rate FP Rate Precision Recall F-Measure Class
0.188 0.234 0.286 0.188 0.226 a
0.694 0.65 0.391 0.694 0.5 b
0.107 0.118 0.273 0.107 0.154 c
-----------------------------------------------------
just using 1,3
TP Rate FP Rate Precision Recall F-Measure Class
0 0.047 0 0 0 a
0.972 0.967 0.376 0.972 0.543 b
0 0 0 0 0 c
-----------------------------------------------------
just using 1
TP Rate FP Rate Precision Recall F-Measure Class
0 0 0 0 0 a
1 1 0.375 1 0.545 b
0 0 0 0 0 c
===================================================
wrapper on prism
8( 80 %) 1 beeper
8( 80 %) 3 booleanWeightSensor
8( 80 %) 13 italianDisplayPrompts
7( 70 %) 11 spanishDisplayPrompts
5( 50 %) 9 displayPrompts
5( 50 %) 2 turntable
4( 40 %) 5 multiLineDisplay
4( 40 %) 7 ovenTimer
3( 30 %) 4 oneLineDisplay
3( 30 %) 6 microwaveOvenSystem
3( 30 %) 12 germanDisplayPrompts
3( 30 %) 14 minutePlus
2( 20 %) 10 frenchDisplayPrompts
1( 10 %) 8 tODTimer
-----------------------------------------------------
using all
TP Rate FP Rate Precision Recall F-Measure Class
0.464 0.5 0.31 0.464 0.371 a
0.4 0.353 0.438 0.4 0.418 b
0.174 0.127 0.333 0.174 0.229 c
-----------------------------------------------------
using 1,2,13,11
TP Rate FP Rate Precision Recall F-Measure Class
0.968 0.556 0.462 0.968 0.625 a
0.457 0.153 0.64 0.457 0.533 b
0.143 0 1 0.143 0.25 c
-----------------------------------------------------
using 1,2,3,9,11,13
TP Rate FP Rate Precision Recall F-Measure Class
0.742 0.355 0.511 0.742 0.605 a
0.6 0.241 0.6 0.6 0.6 b
0.148 0.136 0.308 0.148 0.2 c
=== Confusion Matrix ===
a b c <-- classified as
23 4 4 | a = a
9 21 5 | b = b
13 10 4 | c = c
Prism rules
----------
If spanishDisplayPrompts = true
and turntable = true
and booleanWeightSensor = true
and displayPrompts = false
and italianDisplayPrompts = true then a
If italianDisplayPrompts = false
and beeper = false
and booleanWeightSensor = true
and displayPrompts = false
and turntable = true then a
If spanishDisplayPrompts = true
and turntable = true
and beeper = true
and displayPrompts = false
and italianDisplayPrompts = true then a
If italianDisplayPrompts = false
and beeper = false
and turntable = false
and spanishDisplayPrompts = false
and displayPrompts = false then a
If spanishDisplayPrompts = true
and turntable = true
and booleanWeightSensor = true
and beeper = false
and italianDisplayPrompts = true then a
If spanishDisplayPrompts = true
and turntable = true
and beeper = true
and displayPrompts = false
and booleanWeightSensor = false
and italianDisplayPrompts = false then a
If spanishDisplayPrompts = true
and booleanWeightSensor = true
and turntable = true
and italianDisplayPrompts = false
and beeper = true
and displayPrompts = false then a
If displayPrompts = true
and beeper = true
and spanishDisplayPrompts = false then a
If spanishDisplayPrompts = true
and displayPrompts = true
and booleanWeightSensor = true
and italianDisplayPrompts = false
and beeper = false
and turntable = true then a
If spanishDisplayPrompts = true
and beeper = true
and italianDisplayPrompts = true
and booleanWeightSensor = true
and turntable = false
and displayPrompts = true then a
If spanishDisplayPrompts = true
and beeper = true
and italianDisplayPrompts = true
and booleanWeightSensor = true
and turntable = false
and displayPrompts = false then a
If spanishDisplayPrompts = true
and italianDisplayPrompts = false
and beeper = false
and turntable = false
and displayPrompts = false
and booleanWeightSensor = false then a
If spanishDisplayPrompts = true
and displayPrompts = true
and beeper = true
and booleanWeightSensor = false
and italianDisplayPrompts = true
and turntable = true then a
If spanishDisplayPrompts = true
and booleanWeightSensor = true
and beeper = false
and italianDisplayPrompts = false
and turntable = false
and displayPrompts = false then a
If spanishDisplayPrompts = true
and italianDisplayPrompts = true
and beeper = true
and displayPrompts = true
and turntable = false
and booleanWeightSensor = false then a
If booleanWeightSensor = true
and beeper = false
and turntable = true
and displayPrompts = false
and spanishDisplayPrompts = false
and italianDisplayPrompts = true then a
If spanishDisplayPrompts = true
and booleanWeightSensor = true
and beeper = false
and displayPrompts = false
and turntable = false
and italianDisplayPrompts = true then a
If booleanWeightSensor = false
and spanishDisplayPrompts = false
and italianDisplayPrompts = true
and turntable = false
and beeper = true then b
If booleanWeightSensor = false
and spanishDisplayPrompts = false
and turntable = true
and beeper = false
and italianDisplayPrompts = false then b
If displayPrompts = true
and spanishDisplayPrompts = false
and beeper = false then b
If booleanWeightSensor = false
and beeper = false
and displayPrompts = true then b
If booleanWeightSensor = false
and spanishDisplayPrompts = false
and italianDisplayPrompts = true
and turntable = false
and beeper = false
and displayPrompts = false then b
If booleanWeightSensor = false
and spanishDisplayPrompts = false
and italianDisplayPrompts = true
and beeper = false
and turntable = true
and displayPrompts = false then b
If italianDisplayPrompts = false
and beeper = true
and turntable = false
and booleanWeightSensor = false then b
If italianDisplayPrompts = false
and beeper = true
and turntable = false
and spanishDisplayPrompts = true
and booleanWeightSensor = true
and displayPrompts = false then b
If booleanWeightSensor = false
and turntable = true
and beeper = false
and italianDisplayPrompts = false then b
If beeper = true
and italianDisplayPrompts = false
and turntable = false
and booleanWeightSensor = true
and displayPrompts = false
and spanishDisplayPrompts = false then b
If booleanWeightSensor = false
and displayPrompts = false
and italianDisplayPrompts = true
and beeper = false
and spanishDisplayPrompts = true
and turntable = true then b
If booleanWeightSensor = false
and spanishDisplayPrompts = false
and beeper = true
and displayPrompts = false
and italianDisplayPrompts = false then b
If booleanWeightSensor = false
and italianDisplayPrompts = true
and beeper = false
and turntable = false
and displayPrompts = false
and spanishDisplayPrompts = true then b
If beeper = true
and italianDisplayPrompts = false
and booleanWeightSensor = true
and turntable = true
and displayPrompts = false
and spanishDisplayPrompts = true then b
If displayPrompts = true
and booleanWeightSensor = true
and italianDisplayPrompts = true
and spanishDisplayPrompts = true
and beeper = true
and turntable = true then b
If booleanWeightSensor = false
and beeper = true
and spanishDisplayPrompts = false
and displayPrompts = false
and turntable = true
and italianDisplayPrompts = true then b
If turntable = false
and displayPrompts = true
and beeper = false then b
If booleanWeightSensor = false
and beeper = true
and displayPrompts = false
and turntable = false
and spanishDisplayPrompts = true
and italianDisplayPrompts = true then b
If italianDisplayPrompts = false
and beeper = true
and booleanWeightSensor = true
and turntable = true
and displayPrompts = false
and spanishDisplayPrompts = false then b
If booleanWeightSensor = false
and turntable = true
and italianDisplayPrompts = false
and displayPrompts = false
and beeper = true
and spanishDisplayPrompts = true then b
If turntable = false
and beeper = false
and italianDisplayPrompts = true
and spanishDisplayPrompts = true
and booleanWeightSensor = true
and displayPrompts = false then b
If italianDisplayPrompts = true
and booleanWeightSensor = true
and spanishDisplayPrompts = false
and beeper = true then c
If italianDisplayPrompts = true
and turntable = false
and spanishDisplayPrompts = true
and displayPrompts = false
and beeper = false
and booleanWeightSensor = true then c
If italianDisplayPrompts = true
and displayPrompts = false
and booleanWeightSensor = true
and spanishDisplayPrompts = false
and turntable = false then c
If italianDisplayPrompts = true
and displayPrompts = false
and booleanWeightSensor = true
and spanishDisplayPrompts = false
and beeper = false
and turntable = true then c
If italianDisplayPrompts = true
and beeper = true
and turntable = false
and spanishDisplayPrompts = true
and displayPrompts = false
and booleanWeightSensor = true then c
If italianDisplayPrompts = true
and booleanWeightSensor = false
and displayPrompts = true
and beeper = true
and spanishDisplayPrompts = true
and turntable = true then c
If turntable = false
and spanishDisplayPrompts = true
and displayPrompts = false
and italianDisplayPrompts = true
and booleanWeightSensor = false
and beeper = true then c
If turntable = false
and spanishDisplayPrompts = true
and displayPrompts = false
and italianDisplayPrompts = true
and beeper = false
and booleanWeightSensor = false then c
If turntable = false
and spanishDisplayPrompts = true
and displayPrompts = false
and beeper = false
and booleanWeightSensor = true
and italianDisplayPrompts = false then c
If beeper = true
and spanishDisplayPrompts = false
and booleanWeightSensor = true
and turntable = true
and displayPrompts = false
and italianDisplayPrompts = false then c
If italianDisplayPrompts = true
and booleanWeightSensor = false
and displayPrompts = true
and beeper = true
and turntable = false
and spanishDisplayPrompts = true then c
If italianDisplayPrompts = true
and booleanWeightSensor = false
and turntable = true
and spanishDisplayPrompts = false
and beeper = true
and displayPrompts = false then c
If turntable = false
and displayPrompts = false
and spanishDisplayPrompts = true
and beeper = false
and booleanWeightSensor = false
and italianDisplayPrompts = false then c
If turntable = false
and beeper = true
and booleanWeightSensor = true
and spanishDisplayPrompts = false
and displayPrompts = false
and italianDisplayPrompts = false then c
If italianDisplayPrompts = true
and beeper = false
and booleanWeightSensor = false
and spanishDisplayPrompts = true
and displayPrompts = false
and turntable = true then c
If turntable = false
and displayPrompts = false
and spanishDisplayPrompts = true
and beeper = true
and booleanWeightSensor = true
and italianDisplayPrompts = false then c
If beeper = false
and italianDisplayPrompts = true
and booleanWeightSensor = false
and displayPrompts = false
and turntable = true
and spanishDisplayPrompts = false then c
If beeper = false
and italianDisplayPrompts = true
and booleanWeightSensor = false
and turntable = false
and displayPrompts = false
and spanishDisplayPrompts = false then c
If displayPrompts = true
and booleanWeightSensor = true
and italianDisplayPrompts = false
and spanishDisplayPrompts = true
and beeper = false
and turntable = true then c
===================================================
wrapper on j48
10(100 %) 11 spanishDisplayPrompts
7( 70 %) 3 booleanWeightSensor
6( 60 %) 7 ovenTimer
2( 20 %) 12 germanDisplayPrompts
1( 10 %) 1 beeper
1( 10 %) 2 turntable
1( 10 %) 5 multiLineDisplay
1( 10 %) 6 microwaveOvenSystem
1( 10 %) 8 tODTimer
1( 10 %) 9 displayPrompts
1( 10 %) 10 frenchDisplayPrompts
0( 0 %) 13 italianDisplayPrompts
0( 0 %) 14 minutePlus
0( 0 %) 4 oneLineDisplay
---------------------------------------------------
all
TP Rate FP Rate Precision Recall F-Measure Class
0.438 0.297 0.424 0.438 0.431 a
0.583 0.267 0.568 0.583 0.575 b
0.321 0.25 0.346 0.321 0.333 c
---------------------------------------------------
just 3,7,11
TP Rate FP Rate Precision Recall F-Measure Class
0.625 0.344 0.476 0.625 0.541 a
0.639 0.2 0.657 0.639 0.648 b
0.25 0.176 0.368 0.25 0.298 c
just 11,2
TP Rate FP Rate Precision Recall F-Measure Class
0.469 0.297 0.441 0.469 0.455 a
0.583 0.367 0.488 0.583 0.532 b
0.357 0.132 0.526 0.357 0.426 c
===================================================
wrapper on nb
10(100 %) 11 spanishDisplayPrompts
9( 90 %) 3 booleanWeightSensor
7( 70 %) 14 minutePlus
6( 60 %) 7 ovenTimer
3( 30 %) 1 beeper
0( 0 %) 2 turntable
0( 0 %) 4 oneLineDisplay
0( 0 %) 5 multiLineDisplay
1( 10 %) 6 microwaveOvenSystem
0( 0 %) 8 tODTimer
3( 30 %) 9 displayPrompts
1( 10 %) 10 frenchDisplayPrompts
1( 10 %) 12 germanDisplayPrompts
0( 0 %) 13 italianDisplayPrompts
---------------------------------------------------
all
TP Rate FP Rate Precision Recall F-Measure Class
0.344 0.297 0.367 0.344 0.355 a
0.472 0.367 0.436 0.472 0.453 b
0.321 0.265 0.333 0.321 0.327 c
---------------------------------------------------
just 11,3,14,7
TP Rate FP Rate Precision Recall F-Measure Class
0.406 0.219 0.481 0.406 0.441 a
0.611 0.333 0.524 0.611 0.564 b
0.536 0.176 0.556 0.536 0.545 c
booleanWeightSensor = true
| spanishDisplayPrompts = true
| | minutePlus = true: a (18.0/8.0)
| | minutePlus = false
| | | ovenTimer = true: a (6.0/2.0)
| | | ovenTimer = false: c (7.0/3.0)
| spanishDisplayPrompts = false: c (19.0/9.0)
booleanWeightSensor = false
| ovenTimer = true: b (22.0/7.0)
| ovenTimer = false
| | spanishDisplayPrompts = true
| | | minutePlus = true: a (8.0/2.0)
| | | minutePlus = false: c (3.0/1.0)
| | spanishDisplayPrompts = false: b (13.0/5.0)
---------------------------------------------------
just 11,3,14
TP Rate FP Rate Precision Recall F-Measure Class
0.406 0.188 0.52 0.406 0.456 a
0.611 0.4 0.478 0.611 0.537 b
0.464 0.176 0.52 0.464 0.491 c
---------------------------------------------------
just 11,3
TP Rate FP Rate Precision Recall F-Measure Class
0.531 0.359 0.425 0.531 0.472 a
0.5 0.317 0.486 0.5 0.493 b
0.357 0.132 0.526 0.357 0.426 c
--------------------------------------------------------
just 11
TP Rate FP Rate Precision Recall F-Measure Class
0.75 0.484 0.436 0.75 0.552 a
0.556 0.35 0.488 0.556 0.519 b
0 0 0 0 0 c