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Intro ] [ sleep-bdi-4-bins-J48-2008-12-19 ] [ sleep-bdi-4-bins-J48-Sana-2009-01-10 ] [ sleep-bdi-4-bins-SimpleLog-2008-12-19 ]

Up: Experiments ]

=== Run information ===

Scheme:       weka.classifiers.trees.J48 -C 0.25 -M 10
Relation:     outmacro.txt-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R2,11-19,51-52,76-78,80,82,86,89-weka.filters.unsupervised.attribute.Remove-R8-9-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R38-58-weka.filters.unsupervised.instance.RemoveWithValues-S17.0-Cfirst-Lfirst-last-weka.filters.unsupervised.instance.RemoveWithValues-S18.0-Cfirst-Lfirst-last-weka.filters.unsupervised.attribute.NumericToNominal-R38-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.Reorder-R1-last,38-weka.filters.unsupervised.attribute.Remove-R38
Instances:    952
Attributes:   47
              age
              gender
              height
              weight
              bmi
              collarsize
              fa_reading
              fa_watching_tv
              fa_theater_meeting
              fa_passenger
              fa_pm_rest
              fa_after_lunch
              fa_as_driver
              fa_talking
              sleep_problem_family
              tired
              fa_meeting_watching_tv
              fa_routine_tasks
              eat_work_worry_bed
              wake_am_headache
              wa_gasp
              snore_loud
              stop_breath
              leg_uneasy
              leg_crawly
              limbs_twitch
              paralysis
              act_out_dreams
              unable_move
              vivid_dream_nightmares
              walk_talk_sleep
              wa_confused
              grind_teeth
              recall_dream
              epworth_score
              ess1
              ess2
              if_eat_less
              exercise_rate
              caffeinated_day
              glasses_wine
              bottles_beer
              shots_hard_liquor
              smoke
              quit_yrs
              heart_disease
              bdi
Test mode:    10-fold cross-validation

=== Classifier model (full training set) ===

J48 pruned tree
------------------

eat_work_worry_bed <= 1
|   wa_confused <= 0
|   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (206.95/44.67)
|   |   tired > 2
|   |   |   paralysis <= 0
|   |   |   |   wa_gasp <= 0: 0_1_2_3_4_5_6_7_8_9 (138.58/52.88)
|   |   |   |   wa_gasp > 0
|   |   |   |   |   exercise_rate <= 2
|   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   height <= 69.5
|   |   |   |   |   |   |   |   leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (10.12/3.12)
|   |   |   |   |   |   |   |   leg_uneasy > 0: 10_11_12_13_14_15_16 (16.49/4.49)
|   |   |   |   |   |   |   height > 69.5: 10_11_12_13_14_15_16 (11.15/4.26)
|   |   |   |   |   |   eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (13.25/5.25)
|   |   |   |   |   exercise_rate > 2: 0_1_2_3_4_5_6_7_8_9 (12.03/3.31)
|   |   |   paralysis > 0
|   |   |   |   wake_am_headache <= 1: 10_11_12_13_14_15_16 (12.81/6.7)
|   |   |   |   wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.8/4.07)
|   wa_confused > 0
|   |   paralysis <= 1
|   |   |   leg_crawly <= 2
|   |   |   |   sleep_problem_family <= 1
|   |   |   |   |   wa_confused <= 2
|   |   |   |   |   |   epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (33.69/14.3)
|   |   |   |   |   |   epworth_score > 28: 10_11_12_13_14_15_16 (35.06/18.38)
|   |   |   |   |   wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.17/5.44)
|   |   |   |   sleep_problem_family > 1
|   |   |   |   |   exercise_rate <= 1: 10_11_12_13_14_15_16 (18.92/9.11)
|   |   |   |   |   exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (17.93/3.26)
|   |   |   leg_crawly > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (14.17/8.17)
|   |   paralysis > 1
|   |   |   eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (12.37/7.33)
|   |   |   eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.06/4.05)
eat_work_worry_bed > 1
|   paralysis <= 2
|   |   wa_confused <= 0
|   |   |   act_out_dreams <= 1
|   |   |   |   walk_talk_sleep <= 2
|   |   |   |   |   fa_as_driver <= 0
|   |   |   |   |   |   glasses_wine <= 1.5
|   |   |   |   |   |   |   fa_passenger <= 0
|   |   |   |   |   |   |   |   grind_teeth <= 1
|   |   |   |   |   |   |   |   |   walk_talk_sleep <= 0
|   |   |   |   |   |   |   |   |   |   gender = m: 0_1_2_3_4_5_6_7_8_9 (17.35/5.06)
|   |   |   |   |   |   |   |   |   |   gender = f
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 18: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.3/5.57)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 18: 10_11_12_13_14_15_16 (24.65/11.76)
|   |   |   |   |   |   |   |   |   walk_talk_sleep > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (13.88/7.71)
|   |   |   |   |   |   |   |   grind_teeth > 1: 10_11_12_13_14_15_16 (18.03/7.61)
|   |   |   |   |   |   |   fa_passenger > 0
|   |   |   |   |   |   |   |   height <= 66.5: 17_18_19_20_21_22_23_24_25_26_27_28_29 (26.13/11.36)
|   |   |   |   |   |   |   |   height > 66.5: 0_1_2_3_4_5_6_7_8_9 (23.81/10.63)
|   |   |   |   |   |   glasses_wine > 1.5: 0_1_2_3_4_5_6_7_8_9 (18.19/9.26)
|   |   |   |   |   fa_as_driver > 0: 0_1_2_3_4_5_6_7_8_9 (18.13/8.13)
|   |   |   |   walk_talk_sleep > 2: 0_1_2_3_4_5_6_7_8_9 (12.87/7.99)
|   |   |   act_out_dreams > 1: 10_11_12_13_14_15_16 (19.46/10.08)
|   |   wa_confused > 0
|   |   |   leg_uneasy <= 0
|   |   |   |   exercise_rate <= 0
|   |   |   |   |   fa_routine_tasks <= 0
|   |   |   |   |   |   wa_gasp <= 0: 10_11_12_13_14_15_16 (13.85/6.11)
|   |   |   |   |   |   wa_gasp > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.08/4.01)
|   |   |   |   |   fa_routine_tasks > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.06/4.06)
|   |   |   |   exercise_rate > 0: 0_1_2_3_4_5_6_7_8_9 (11.74/4.64)
|   |   |   leg_uneasy > 0
|   |   |   |   unable_move <= 1
|   |   |   |   |   fa_as_driver <= 1
|   |   |   |   |   |   limbs_twitch <= 0
|   |   |   |   |   |   |   ess1 <= 6: 17_18_19_20_21_22_23_24_25_26_27_28_29 (16.98/6.9)
|   |   |   |   |   |   |   ess1 > 6: 10_11_12_13_14_15_16 (16.12/7.12)
|   |   |   |   |   |   limbs_twitch > 0
|   |   |   |   |   |   |   limbs_twitch <= 2
|   |   |   |   |   |   |   |   fa_pm_rest <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (13.01/4.0)
|   |   |   |   |   |   |   |   fa_pm_rest > 2: 10_11_12_13_14_15_16 (12.1/7.1)
|   |   |   |   |   |   |   limbs_twitch > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.99/2.05)
|   |   |   |   |   fa_as_driver > 1: 10_11_12_13_14_15_16 (10.91/3.84)
|   |   |   |   unable_move > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.15/5.04)
|   paralysis > 2
|   |   limbs_twitch <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.4/5.11)
|   |   limbs_twitch > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.25/4.23)

Number of Leaves  : 	41

Size of the tree : 	81


Time taken to build model: 4.97 seconds

=== Stratified cross-validation ===
=== Summary ===

Correctly Classified Instances         414               43.6249 %
Incorrectly Classified Instances       535               56.3751 %
Kappa statistic                          0.1252
Mean absolute error                      0.3019
Root mean squared error                  0.4189
Relative absolute error                 90.0761 %
Root relative squared error            102.3432 %
Total Number of Instances              949     
Ignored Class Unknown Instances                  3     

=== Detailed Accuracy By Class ===

TP Rate   FP Rate   Precision   Recall  F-Measure   ROC Area  Class
  0.698     0.441      0.564     0.698     0.624      0.689    0_1_2_3_4_5_6_7_8_9
  0.201     0.219      0.266     0.201     0.229      0.515    10_11_12_13_14_15_16
  0.281     0.187      0.286     0.281     0.284      0.625    17_18_19_20_21_22_23_24_25_26_27_28_29
  0.111     0.018      0.273     0.111     0.158      0.774    30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

=== Confusion Matrix ===

   a   b   c   d   <-- classified as
 298  82  45   2 |   a = 0_1_2_3_4_5_6_7_8_9
 142  54  68   5 |   b = 10_11_12_13_14_15_16
  77  57  56   9 |   c = 17_18_19_20_21_22_23_24_25_26_27_28_29
  11  10  27   6 |   d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

Intro
2009-01-23-KDDR-2.arff
2009-01-23-KDDR-2.exp
2009-01-23-KDDR.arff
Trial.csv
sleep-bdi-2008-12-14.csv
sleep-bdi-2009-01-30.arff
sleep-bdi-3-bins-08-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-08-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-IBK-2008-12-20
sleep-bdi-3-bins-08-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-J48-2008-12-20
sleep-bdi-3-bins-08-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-09-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-09-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-IBK-2008-12-20
sleep-bdi-3-bins-09-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-J48-2008-12-20
sleep-bdi-3-bins-09-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-11-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-11-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-IBK-2008-12-20
sleep-bdi-3-bins-11-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-J48-2008-12-20
sleep-bdi-3-bins-11-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-13-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-13-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-IBK-2008-12-20
sleep-bdi-3-bins-13-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-J48-2008-12-20
sleep-bdi-3-bins-13-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-BayesNet-2008-12-19
sleep-bdi-3-bins-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-IBK-2008-12-19
sleep-bdi-3-bins-IBK-Sana-2009-01-10
sleep-bdi-3-bins-J48-2008-12-19
sleep-bdi-3-bins-J48-Sana-2009-01-10
sleep-bdi-3-bins-SimpleLog-2008-12-19
sleep-bdi-4-bins-08-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-08-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-IBK-2008-12-20
sleep-bdi-4-bins-08-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-J48-2008-12-20
sleep-bdi-4-bins-08-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-09-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-09-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-IBK-2008-12-20
sleep-bdi-4-bins-09-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-J48-2008-12-20
sleep-bdi-4-bins-09-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-11-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-11-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-IBK-2008-12-20
sleep-bdi-4-bins-11-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-J48-2008-12-20
sleep-bdi-4-bins-11-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-12-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-12-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-IBK-2008-12-20
sleep-bdi-4-bins-12-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-J48-2008-12-20
sleep-bdi-4-bins-12-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-BayesNet-2008-12-19
sleep-bdi-4-bins-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-IBK-2008-12-19
sleep-bdi-4-bins-IBK-Sana-2009-01-10
sleep-bdi-4-bins-J48-2008-12-19
sleep-bdi-4-bins-J48-Sana-2009-01-10
sleep-bdi-4-bins-SimpleLog-2008-12-19
sleep-bdi-Linear-Regression-2009-02-04
sleep-bdi-classification-2009-02-12-algorithm
sleep-bdi-classification-2009-02-12-data-set
sleep-bdi-classification-2009-02-12.arff
sleep-bdi-regression-2009-02-12-algorithm
sleep-bdi-regression-2009-02-12-data-set
sleep-bdi-regression-2009-02-12.arff

by: Keith A. Pray
Last Modified: January 12, 2009 1:17 PM
© 2009 - 2007 Keith A. Pray.
All rights reserved.

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