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Intro ] [ 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 ]

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-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-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.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
|   epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (361.08/112.23)
|   epworth_score > 27
|   |   paralysis <= 0
|   |   |   unable_move <= 1
|   |   |   |   bottles_beer <= 1.5
|   |   |   |   |   gender = m
|   |   |   |   |   |   limbs_twitch <= 0: 0_1_2_3_4_5_6_7_8_9 (35.81/11.08)
|   |   |   |   |   |   limbs_twitch > 0
|   |   |   |   |   |   |   grind_teeth <= 0: 10_11_12_13_14_15_16 (19.48/8.16)
|   |   |   |   |   |   |   grind_teeth > 0: 0_1_2_3_4_5_6_7_8_9 (16.09/9.49)
|   |   |   |   |   gender = f
|   |   |   |   |   |   exercise_rate <= 3
|   |   |   |   |   |   |   fa_reading <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (11.62/4.0)
|   |   |   |   |   |   |   fa_reading > 0
|   |   |   |   |   |   |   |   glasses_wine <= 0
|   |   |   |   |   |   |   |   |   wake_am_headache <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (15.0/8.0)
|   |   |   |   |   |   |   |   |   wake_am_headache > 1: 10_11_12_13_14_15_16 (17.77/6.0)
|   |   |   |   |   |   |   |   glasses_wine > 0: 10_11_12_13_14_15_16 (10.0/4.0)
|   |   |   |   |   |   exercise_rate > 3: 0_1_2_3_4_5_6_7_8_9 (11.0/3.0)
|   |   |   |   bottles_beer > 1.5: 10_11_12_13_14_15_16 (21.77/8.0)
|   |   |   unable_move > 1: 10_11_12_13_14_15_16 (14.05/4.05)
|   |   paralysis > 0
|   |   |   stop_breath <= 1
|   |   |   |   walk_talk_sleep <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.05/3.03)
|   |   |   |   walk_talk_sleep > 0: 0_1_2_3_4_5_6_7_8_9 (12.05/3.01)
|   |   |   stop_breath > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (27.8/13.77)
eat_work_worry_bed > 1
|   paralysis <= 1
|   |   leg_crawly <= 0
|   |   |   glasses_wine <= 3
|   |   |   |   gender = m
|   |   |   |   |   caffeinated_day <= 1.5
|   |   |   |   |   |   grind_teeth <= 1: 0_1_2_3_4_5_6_7_8_9 (23.7/8.7)
|   |   |   |   |   |   grind_teeth > 1: 10_11_12_13_14_15_16 (10.3/4.0)
|   |   |   |   |   caffeinated_day > 1.5
|   |   |   |   |   |   wa_confused <= 0
|   |   |   |   |   |   |   walk_talk_sleep <= 0: 0_1_2_3_4_5_6_7_8_9 (22.57/7.09)
|   |   |   |   |   |   |   walk_talk_sleep > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (11.09/5.04)
|   |   |   |   |   |   wa_confused > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (14.35/5.06)
|   |   |   |   gender = f
|   |   |   |   |   fa_talking <= 0
|   |   |   |   |   |   exercise_rate <= 1
|   |   |   |   |   |   |   fa_passenger <= 0
|   |   |   |   |   |   |   |   fa_pm_rest <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (14.28/7.59)
|   |   |   |   |   |   |   |   fa_pm_rest > 1: 10_11_12_13_14_15_16 (17.87/8.0)
|   |   |   |   |   |   |   fa_passenger > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (22.41/8.41)
|   |   |   |   |   |   exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (24.65/13.33)
|   |   |   |   |   fa_talking > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (11.35/3.47)
|   |   |   glasses_wine > 3: 0_1_2_3_4_5_6_7_8_9 (12.15/5.05)
|   |   leg_crawly > 0
|   |   |   unable_move <= 1
|   |   |   |   fa_reading <= 1
|   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   sleep_problem_family <= 1: 0_1_2_3_4_5_6_7_8_9 (17.19/7.02)
|   |   |   |   |   |   sleep_problem_family > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (11.03/1.02)
|   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   height <= 65.5: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (10.16/3.16)
|   |   |   |   |   |   |   height > 65.5: 10_11_12_13_14_15_16 (13.58/4.58)
|   |   |   |   |   |   vivid_dream_nightmares > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (15.38/3.11)
|   |   |   |   fa_reading > 1
|   |   |   |   |   smoke <= 0.3: 10_11_12_13_14_15_16 (25.98/8.5)
|   |   |   |   |   smoke > 0.3
|   |   |   |   |   |   weight <= 208: 10_11_12_13_14_15_16 (12.48/4.54)
|   |   |   |   |   |   weight > 208: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (15.52/2.0)
|   |   |   unable_move > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (11.15/2.07)
|   paralysis > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (46.26/10.4)

Number of Leaves  : 	35

Size of the tree : 	69


Time taken to build model: 4.78 seconds

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

Correctly Classified Instances         466               49.1043 %
Incorrectly Classified Instances       483               50.8957 %
Kappa statistic                          0.189 
Mean absolute error                      0.3779
Root mean squared error                  0.466 
Relative absolute error                 87.7239 %
Root relative squared error            100.4154 %
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
  0.712     0.433      0.574     0.712     0.635      0.694    0_1_2_3_4_5_6_7_8_9
  0.223     0.194      0.313     0.223     0.26       0.502    10_11_12_13_14_15_16
  0.403     0.18       0.449     0.403     0.425      0.714    17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

=== Confusion Matrix ===

   a   b   c   <-- classified as
 304  64  59 |   a = 0_1_2_3_4_5_6_7_8_9
 143  60  66 |   b = 10_11_12_13_14_15_16
  83  68 102 |   c = 17_18_19_20_21_22_23_24_25_26_27_28_29_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 12:42 PM
© 2009 - 2007 Keith A. Pray.
All rights reserved.

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