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3, 5 4. 4 weka 82%., 19 weka. 19 12..
iii iii v vii 1 1 1.1.............................. 1 1.2.............................. 1 2,, 3 3 7 3.1,............................ 7 3.2 weka............................. 7 3.3................................. 8 3.3.1 1........................ 9 3.3.2 2........................ 9 3.3.3 3........................ 10 3.3.4 J48....................... 10 4 15 4.1............... 15
4.2 Flea................... 17 5 23 25
v 3.1 2 4....... 9 3.2.............. 12 4.1............................. 16 4.2 0............ 17 4.3............................ 18 4.4................ 19 4.5 3............ 20 4.6 5....... 21 4.7.................................. 21 4.8 Higher Ground.............. 22 4.9 Don t Forget Me............. 22
vii 2.1..................... 4 2.2..................... 5 2.3..................... 5 3.1................................. 8 3.2................................. 8 3.3 1............................ 10 3.4 2............................ 11 3.5 3............................ 13 3.6 J48.............................. 14
1 1 1.1,,,,,,. ( ),.,,.,,.,,,.,,., [1], Mozart [2],. 1.2, Red Hot Chili Peppers, Flea. Red Hot Chili Peppers,, Red Hot Chili Peppers.
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3 2,,,,, [3],,,,, 1 1,,., Flea, [4],. [5],., Flea,,., [3, 6, 7],, 57. 2.1, 2.2, 2.3.,, 8., P-2, P-3, P-16, P-36, P-4,,P-15, P-17,,P-34, D-3, D-6
2.1: P-1 P-2 P-3,,P-15 i (i = 0,, 12 13 ) P-16,,P-28 i (i = 0,, 12 13 ) P-29 P-30 (3 ) P-31 (3 ) P-32 6 P-33 P-34 13 P-35 1 2 P-36 P-37., 1,, P-15, P-28, P-33, P-2, P-16, P-36., Flea,, D-6, F-1, F-2, F-4, D-1, D-4., F-3, F-5, F-1, F-2, F-4.
2.2: D-1 D-2 D-3 D-4 D-5 D-6 16 D-7 8 D-8 16 D-9 2.3: F-1 F-2 1 F-3 1 F-4 1 F-5 1 F-6,,F-10 i (i = 1,, 5 5 ) F-11 1
7 3, 2, weka [8]. 3.1, 3.1. Red Hot Chili Peppers, Flea, John Frusciante Californication. [4],,., John Frusciante,, 2 4.,, 3 3, 4 2, 3. 3.2 weka, J48, IBk(k=3), BayesNet, MultilayerPerceptron, weka., 2 4 3.1.MultilayerPerceptron.
3.1: 1989 Mother s Milk 13 1991 Blood Sugar Sex Magik 17 1999 Californication 15 2002 By the Way 16 2006 Stadium Arcadium 28 2011 I m with You 14 3.2: 2:4 3:3 4:2 J48 75.7282 % 61.165 % 65.0485 % IBk 77.6699 % 54.3689 % 55.3398 % BayesNet 72.8155 % 61.165 % 62.1359 % MultilayerPerceptron 83.4951 % 63.1068 % 49.5146 %, 3 3, 4 2. 3.2., 2 4., 2 3. 3.3, 3.
3.1: 2 4 3.3.1 1 1, ReliefAttributeEval, Ranker,. 3.3., 8 16. 3.3.2 2 2, WrapperSubsetEval, Classifier MultilayerPerceptron, BestFirst,. 3.4.,.
3.3: 1 ReliefAttributeEval Ranker 1 0.049624 8 2 0.048921 3 0.048505 16 4 0.043722 5 0.041692 6 0.041645 7 0.038036 1 8 0.034884 2 9 0.030739 16 10 0.030096 3.3.3 3 3, WrapperSubsetEval, Classifier MultilayerPerceptron, GeneticSearch. 3.5.,. 3.3.4 J48,,. WrapperSubsetEval, Classifier J48, BestFirst 3.6 4,.
3.4: 2 Classifier WrapperSubsetEval MultilayerPerceptron BestFirst 0 4 6 6 13 1, 3.3 10, 3.4 10, 3.5 19, 3.6 4 weka. 3.2.
3.2:
3.5: 3 Classifier WrapperSubsetEval MultilayerPerceptron Geneticsearch 0 0 2 3 5 6 8 8 9 12 13 2 5 16
3.6: J48 Classifier WrapperSubsetEval J48 BestFirst (1) 0 (2) 3 5 (3)
15 4, 3. 4.1 3, 2 4, 3 3, 4 2 3 weka.,, 2 4. John Frusciante, Anthony Californication Flea.,, [4]., 4.1, 4.2 0. 4.1, 21 30%, 41 50%.,., 4.2, 0, 11 20%, 31 40%.,.,
4.1:,,., [4]., 4. Flea, 2 4, MultilayerPerceptron 83.4951%,4., 3 3 MultilayerPerceptron 63. 1068%, 4 2 49.5146%, 4. 2 4, 3 3, 4 2,, MultilayerPerceptron,,., J48,
4.2: 0.,J48. 4.2 Flea 4 MultilayerPerceptron, 2.1, 2.2, 2.3, ( 4.3), ( 4.4). 2,. 4.3, 4.4. 4.3,,., 4.4,
4.3:,.,, Flea., J48 3.6 4 82%., 4., 4.5 3, 4.6 5, 4.7 4. (1), (2), (3) 3.6., first, second,,.,,, 5
4.4:., 3.5 19 88.3495%. 19, 14, 12.,., 19 3.6 4,.. 4.8 Mother s Milk Higher Ground, 4.9 By the
4.5: 3 Way Higher Ground. 4.8,,. 4.9, Higher Ground,. 2., Vol. 1 [9]., ( ),.. 4.1,,,. Vol. 1 [9].
4.6: 5 4.7:
4.8: Higher Ground 4.9: Don t Forget Me
23 5, Red Hot Chili Peppers Flea. John Frusciante, Anthony Californication 4 2 weka, 3 3, 4 2., Californication Flea., Red Hot Chili Peppers,,.,,, 5..,,. Flea 1,. MIDI, MIDI,.,,., MIDI., CD,,,,
. Flea.
25 [1],, :, 73, Vol. 2011, No. 1, p. 275-276(2011). [2], :,, Vol. 2016, No. 30, pp. 1-4. (2016). [3], : SOM,, Vol. 2006, No. 90, pp. 31-36(2006). [4], http://bass-hakase.com/bassist/flea/ [5], (2004) 38. [6],, :,, Vol. 2008, No. 12, pp. 217-224(2008). [7],,, :,, Vol. 2014, No. 16, pp. 1-6(2014). [8] Weka-jp.info, http://www.weka-jp.info/ [9], (2003) Vol. 1.