附錄一 - 應用資料探勘技術於分析電信網路障礙查修資料

Large itemsets L(3)

項次關聯規則 confidence

1 cause_id=ALU feedback_id=D03 ==> test_id=NULL 1 2 cause_id=ALU feedback_id=706.0 ==> test_id=NULL 1 3 cause_id=ALU feedback_id=614.0 ==> test_id=NULL 1 4 cause_id=ALU feedback_id=D04 ==> test_id=NULL 1 5 cause_id=ALU feedback_id=D99 ==> test_id=NULL 1 6 cause_id=DMG feedback_id=706.0 ==> test_id=NULL 1 7 cause_id=ALU feedback_id=423.0 ==> test_id=NULL 1 8 cause_id=ALU feedback_id=515.0 ==> test_id=NULL 1 9 cause_id=ALU feedback_id=D37 ==> test_id=NULL 1 10 cause_id=SPL feedback_id=F96 ==> test_id=SN 1 11 test_id=INB feedback_id=614.0 ==> cause_id=INT 1 12 test_id=SN feedback_id=D04 ==> cause_id=SPL 0.99 13 cause_id=SPL feedback_id=D04 ==> test_id=SN 0.99 14 cause_id=SPL feedback_id=D03 ==> test_id=SN 0.99 15 test_id=SN feedback_id=F96 ==> cause_id=SPL 0.99 16 cause_id=INT feedback_id=D04 ==> test_id=INB 0.99 17 cause_id=INT feedback_id=614.0 ==> test_id=INB 0.99 18 test_id=INB feedback_id=423.0 ==> cause_id=INT 0.99 19 cause_id=INT feedback_id=706.0 ==> test_id=INB 0.99 20 cause_id=INT feedback_id=F96 ==> test_id=INB 0.99 21 test_id=INB feedback_id=706.0 ==> cause_id=INT 0.99 22 test_id=SN feedback_id=D03 ==> cause_id=SPL 0.99 23 cause_id=INT feedback_id=D99 ==> test_id=INB 0.99 24 cause_id=INT feedback_id=423.0 ==> test_id=INB 0.99 25 cause_id=INT feedback_id=D03 ==> test_id=INB 0.99 26 test_id=INB feedback_id=D99 ==> cause_id=INT 0.99 27 cause_id=INT feedback_id=D37 ==> test_id=INB 0.99 28 test_id=INB feedback_id=D03 ==> cause_id=INT 0.99

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29 test_id=INB feedback_id=D04 ==> cause_id=INT 0.98 30 test_id=INB feedback_id=F96 ==> cause_id=INT 0.98 31 test_id=INB feedback_id=D37 ==> cause_id=INT 0.97 32 test_id=NULL feedback_id=515.0 ==> cause_id=ALU 0.92 33 test_id=NULL feedback_id=423.0 ==> cause_id=ALU 0.91 34 test_id=NULL feedback_id=614.0 ==> cause_id=ALU 0.89 35 test_id=NULL feedback_id=D37 ==> cause_id=ALU 0.84 36 cause_id=NOL feedback_id=D04 ==> test_id=RAS 0.77 37 cause_id=NOL feedback_id=D03 ==> test_id=RAS 0.77 38 test_id=NULL feedback_id=D03 ==> cause_id=ALU 0.76 39 test_id=RAS feedback_id=D03 ==> cause_id=NOL 0.73 40 test_id=NULL feedback_id=D99 ==> cause_id=ALU 0.72 41 test_id=NULL feedback_id=D04 ==> cause_id=ALU 0.69 42 test_id=RAS feedback_id=D04 ==> cause_id=NOL 0.63 43 test_id=NULL feedback_id=706.0 ==> cause_id=ALU 0.61 44 feedback_id=515.0 ==> cause_id=ALU test_id=NULL 0.58 45 feedback_id=614.0 ==> cause_id=ALU test_id=NULL 0.47 46 feedback_id=423.0 ==> cause_id=ALU test_id=NULL 0.44 47 feedback_id=D37 ==> cause_id=ALU test_id=NULL 0.37 48 feedback_id=423.0 ==> cause_id=INT test_id=INB 0.36 49 feedback_id=614.0 ==> cause_id=INT test_id=INB 0.34 50 cause_id=DMG test_id=NULL ==> feedback_id=706.0 0.33 51 cause_id=DMG ==> test_id=NULL feedback_id=706.0 0.33 52 feedback_id=D03 ==> cause_id=ALU test_id=NULL 0.32 53 feedback_id=D99 ==> cause_id=INT test_id=INB 0.32 54 feedback_id=D04 ==> cause_id=INT test_id=INB 0.32 關聯規則實驗2 之產生結果:

Large itemsets L(4)

項次關聯規則 confidence

1 cause_id=ALU feedback_id=D03 typhoon_flag=N ==> test_id=NULL 1 2 cause_id=ALU feedback_id=706.0 typhoon_flag=N ==> test_id=NULL 1 3 cause_id=ALU feedback_id=614.0 typhoon_flag=N ==> test_id=NULL 1

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4 cause_id=ALU feedback_id=D04 typhoon_flag=N ==> test_id=NULL 1 5 cause_id=ALU feedback_id=D99 typhoon_flag=N ==> test_id=NULL 1 6 cause_id=DMG feedback_id=706.0 typhoon_flag=N ==> test_id=NULL 1 7 cause_id=ALU feedback_id=423.0 typhoon_flag=N ==> test_id=NULL 1 8 cause_id=ALU feedback_id=515.0 typhoon_flag=N ==> test_id=NULL 1 9 cause_id=ALU feedback_id=D37 typhoon_flag=N ==> test_id=NULL 1 10 test_id=INB feedback_id=614.0 typhoon_flag=N ==> cause_id=INT 1 11 test_id=SN feedback_id=D04 typhoon_flag=N ==> cause_id=SPL 0.99 12 cause_id=SPL feedback_id=D04 typhoon_flag=N ==> test_id=SN 0.99 13 cause_id=INT feedback_id=D04 typhoon_flag=N ==> test_id=INB 0.99 14 cause_id=INT feedback_id=614.0 typhoon_flag=N ==> test_id=INB 0.99 15 test_id=INB feedback_id=423.0 typhoon_flag=N ==> cause_id=INT 0.99 16 cause_id=INT feedback_id=706.0 typhoon_flag=N ==> test_id=INB 0.99 17 cause_id=INT feedback_id=F96 typhoon_flag=N ==> test_id=INB 0.99 18 test_id=INB feedback_id=706.0 typhoon_flag=N ==> cause_id=INT 0.99 19 cause_id=INT feedback_id=D99 typhoon_flag=N ==> test_id=INB 0.99 20 cause_id=INT feedback_id=D03 typhoon_flag=N ==> test_id=INB 0.99 21 cause_id=INT feedback_id=423.0 typhoon_flag=N ==> test_id=INB 0.99 22 test_id=INB feedback_id=D99 typhoon_flag=N ==> cause_id=INT 0.99 23 test_id=INB feedback_id=D03 typhoon_flag=N ==> cause_id=INT 0.98 24 test_id=INB feedback_id=D04 typhoon_flag=N ==> cause_id=INT 0.98 25 cause_id=INT feedback_id=D37 typhoon_flag=N ==> test_id=INB 0.98 26 test_id=INB feedback_id=F96 typhoon_flag=N ==> cause_id=INT 0.98 27 test_id=INB feedback_id=D37 typhoon_flag=N ==> cause_id=INT 0.97 28 cause_id=ALU test_id=NULL feedback_id=D37 ==> typhoon_flag=N 0.96 29 cause_id=ALU feedback_id=D37 ==> test_id=NULL typhoon_flag=N 0.96 30 cause_id=INT test_id=INB feedback_id=D37 ==> typhoon_flag=N 0.96 31 cause_id=ALU test_id=NULL feedback_id=614.0 ==> typhoon_flag=N 0.95 32 cause_id=ALU feedback_id=614.0 ==> test_id=NULL typhoon_flag=N 0.95

關聯規則實驗3 之產生結果:

Large itemsets L(4)

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1 cause_id=INT feedback_id=D04 unit=E2 ==> test_id=INB 0.99 2 cause_id=INT feedback_id=D04 unit=E4 ==> test_id=INB 0.99 3 test_id=INB feedback_id=D04 unit=E2 ==> cause_id=INT 0.99 4 test_id=INB feedback_id=D04 unit=E4 ==> cause_id=INT 0.97 5 cause_id=INT test_id=INB unit=E4 ==> feedback_id=D04 0.34 6 cause_id=INT unit=E4 ==> test_id=INB feedback_id=D04 0.34 7 feedback_id=D04 unit=E2 ==> cause_id=INT test_id=INB 0.34 8 test_id=INB unit=E4 ==> cause_id=INT feedback_id=D04 0.34 9 feedback_id=D04 unit=E4 ==> cause_id=INT test_id=INB 0.33

關聯規則實驗4 之產生結果:

Large itemsets L(3)

項次關聯規則 confidence

1 t_group_id=T16 f_group_id=F06 ==> c_group_id=C01 1 2 t_group_id=T16 f_group_id=F13 ==> c_group_id=C01 1 3 t_group_id=T16 f_group_id=F04 ==> c_group_id=C01 1 4 t_group_id=T11 f_group_id=F04 ==> c_group_id=C01 1 5 t_group_id=T16 f_group_id=F05 ==> c_group_id=C01 1 6 t_group_id=T16 f_group_id=F10 ==> c_group_id=C01 1 7 t_group_id=T11 f_group_id=F10 ==> c_group_id=C01 1 8 t_group_id=T12 f_group_id=F12 ==> c_group_id=C01 0.99 9 t_group_id=T11 f_group_id=F05 ==> c_group_id=C01 0.99 10 t_group_id=T12 f_group_id=F13 ==> c_group_id=C01 0.99 11 t_group_id=T12 f_group_id=F14 ==> c_group_id=C01 0.99 12 t_group_id=T06 f_group_id=F10 ==> c_group_id=C01 0.99 13 t_group_id=T12 f_group_id=F11 ==> c_group_id=C01 0.99 14 t_group_id=T12 f_group_id=F04 ==> c_group_id=C01 0.98 15 t_group_id=T09 f_group_id=F04 ==> c_group_id=C15 0.97 16 t_group_id=T12 f_group_id=F06 ==> c_group_id=C01 0.97 17 t_group_id=T09 f_group_id=F10 ==> c_group_id=C15 0.97 18 t_group_id=T12 f_group_id=F10 ==> c_group_id=C01 0.97 19 t_group_id=T12 f_group_id=F05 ==> c_group_id=C01 0.94

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20 t_group_id=T08 f_group_id=F05 ==> c_group_id=C01 0.86 21 t_group_id=T08 f_group_id=F10 ==> c_group_id=C01 0.77 22 t_group_id=T08 f_group_id=F04 ==> c_group_id=C01 0.73 23 c_group_id=C15 f_group_id=F04 ==> t_group_id=T09 0.71 24 c_group_id=C15 f_group_id=F10 ==> t_group_id=T09 0.66 25 c_group_id=C01 f_group_id=F12 ==> t_group_id=T12 0.63 26 f_group_id=F12 ==> c_group_id=C01 t_group_id=T12 0.63 27 c_group_id=C01 f_group_id=F04 ==> t_group_id=T12 0.55 28 c_group_id=C15 t_group_id=T08 ==> f_group_id=F10 0.52 29 c_group_id=C01 f_group_id=F11 ==> t_group_id=T12 0.51 30 f_group_id=F11 ==> c_group_id=C01 t_group_id=T12 0.5 31 c_group_id=C01 t_group_id=T11 ==> f_group_id=F10 0.5 32 t_group_id=T11 ==> c_group_id=C01 f_group_id=F10 0.49 33 c_group_id=C01 f_group_id=F13 ==> t_group_id=T12 0.49 34 f_group_id=F04 ==> c_group_id=C01 t_group_id=T12 0.49 35 f_group_id=F13 ==> c_group_id=C01 t_group_id=T12 0.49 36 c_group_id=C01 f_group_id=F14 ==> t_group_id=T12 0.48 37 c_group_id=C01 f_group_id=F06 ==> t_group_id=T12 0.48 38 f_group_id=F14 ==> c_group_id=C01 t_group_id=T12 0.48 39 f_group_id=F06 ==> c_group_id=C01 t_group_id=T12 0.46 40 c_group_id=C15 t_group_id=T09 ==> f_group_id=F10 0.46 41 t_group_id=T09 ==> c_group_id=C15 f_group_id=F10 0.45 42 c_group_id=C01 t_group_id=T08 ==> f_group_id=F10 0.44 43 c_group_id=C01 t_group_id=T16 ==> f_group_id=F10 0.42 44 t_group_id=T16 ==> c_group_id=C01 f_group_id=F10 0.42 45 c_group_id=C01 f_group_id=F10 ==> t_group_id=T12 0.4 46 c_group_id=C01 t_group_id=T06 ==> f_group_id=F10 0.4 47 t_group_id=T06 ==> c_group_id=C01 f_group_id=F10 0.4 48 f_group_id=F10 ==> c_group_id=C01 t_group_id=T12 0.36 49 c_group_id=C15 t_group_id=T09 ==> f_group_id=F04 0.36 50 c_group_id=C01 t_group_id=T12 ==> f_group_id=F04 0.35 51 t_group_id=T08 ==> c_group_id=C01 f_group_id=F10 0.35 52 c_group_id=C01 f_group_id=F05 ==> t_group_id=T12 0.35

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53 t_group_id=T09 ==> c_group_id=C15 f_group_id=F04 0.35 54 c_group_id=C01 f_group_id=F13 ==> t_group_id=T16 0.35 55 f_group_id=F13 ==> c_group_id=C01 t_group_id=T16 0.34 56 t_group_id=T12 ==> c_group_id=C01 f_group_id=F04 0.34 57 c_group_id=C01 t_group_id=T12 ==> f_group_id=F10 0.34 58 t_group_id=T12 ==> c_group_id=C01 f_group_id=F10 0.33 59 c_group_id=C01 f_group_id=F10 ==> t_group_id=T16 0.33 60 c_group_id=C15 f_group_id=F10 ==> t_group_id=T08 0.32 61 c_group_id=C15 ==> t_group_id=T09 f_group_id=F10 0.32 62 f_group_id=F05 ==> c_group_id=C01 t_group_id=T12 0.31

關聯規則實驗5 之產生結果:

Large itemsets L(4)

項次關聯規則 confidence

1 t_group_id=T16 f_group_id=F06 typhoon_flag=N ==> c_group_id=C01 1 2 t_group_id=T16 f_group_id=F13 typhoon_flag=N ==> c_group_id=C01 1 3 t_group_id=T16 f_group_id=F04 typhoon_flag=N ==> c_group_id=C01 1 4 t_group_id=T11 f_group_id=F04 typhoon_flag=N ==> c_group_id=C01 1 5 t_group_id=T16 f_group_id=F05 typhoon_flag=N ==> c_group_id=C01 1 6 t_group_id=T16 f_group_id=F10 typhoon_flag=N ==> c_group_id=C01 1 7 t_group_id=T11 f_group_id=F10 typhoon_flag=N ==> c_group_id=C01 1 8 t_group_id=T12 f_group_id=F12 typhoon_flag=N ==> c_group_id=C01 0.99 9 t_group_id=T11 f_group_id=F05 typhoon_flag=N ==> c_group_id=C01 0.99 10 t_group_id=T12 f_group_id=F13 typhoon_flag=N ==> c_group_id=C01 0.99 11 t_group_id=T06 f_group_id=F10 typhoon_flag=N ==> c_group_id=C01 0.98 12 t_group_id=T12 f_group_id=F04 typhoon_flag=N ==> c_group_id=C01 0.98 13 t_group_id=T09 f_group_id=F04 typhoon_flag=N ==> c_group_id=C15 0.97 14 t_group_id=T12 f_group_id=F06 typhoon_flag=N ==> c_group_id=C01 0.97 15 t_group_id=T09 f_group_id=F10 typhoon_flag=N ==> c_group_id=C15 0.97 16 t_group_id=T12 f_group_id=F10 typhoon_flag=N ==> c_group_id=C01 0.97 17 c_group_id=C01 t_group_id=T06 f_group_id=F10 ==> typhoon_flag=N 0.96 18 c_group_id=C01 t_group_id=T16 f_group_id=F06 ==> typhoon_flag=N 0.96

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19 t_group_id=T16 f_group_id=F06 ==> c_group_id=C01 typhoon_flag=N 0.96 20 c_group_id=C01 t_group_id=T11 f_group_id=F04 ==> typhoon_flag=N 0.95 21 c_group_id=C01 t_group_id=T12 f_group_id=F06 ==> typhoon_flag=N 0.95 22 t_group_id=T11 f_group_id=F04 ==> c_group_id=C01 typhoon_flag=N 0.95 23 t_group_id=T06 f_group_id=F10 ==> c_group_id=C01 typhoon_flag=N 0.95 24 c_group_id=C01 t_group_id=T12 f_group_id=F13 ==> typhoon_flag=N 0.95 25 c_group_id=C15 t_group_id=T09 f_group_id=F10 ==> typhoon_flag=N 0.95 26 c_group_id=C15 t_group_id=T09 f_group_id=F04 ==> typhoon_flag=N 0.95 27 c_group_id=C15 t_group_id=T08 f_group_id=F10 ==> typhoon_flag=N 0.95 28 c_group_id=C01 t_group_id=T12 f_group_id=F04 ==> typhoon_flag=N 0.94 29 c_group_id=C01 t_group_id=T16 f_group_id=F04 ==> typhoon_flag=N 0.94 30 c_group_id=C01 t_group_id=T12 f_group_id=F12 ==> typhoon_flag=N 0.94 31 t_group_id=T16 f_group_id=F04 ==> c_group_id=C01 typhoon_flag=N 0.94 32 c_group_id=C01 t_group_id=T16 f_group_id=F05 ==> typhoon_flag=N 0.94 33 c_group_id=C01 t_group_id=T12 f_group_id=F05 ==> typhoon_flag=N 0.94 34 c_group_id=C01 t_group_id=T16 f_group_id=F10 ==> typhoon_flag=N 0.94 35 c_group_id=C01 t_group_id=T12 f_group_id=F10 ==> typhoon_flag=N 0.94 36 t_group_id=T16 f_group_id=F05 ==> c_group_id=C01 typhoon_flag=N 0.94 37 t_group_id=T12 f_group_id=F05 typhoon_flag=N ==> c_group_id=C01 0.94 38 c_group_id=C01 t_group_id=T11 f_group_id=F05 ==> typhoon_flag=N 0.94 39 t_group_id=T16 f_group_id=F10 ==> c_group_id=C01 typhoon_flag=N 0.94 40 t_group_id=T12 f_group_id=F13 ==> c_group_id=C01 typhoon_flag=N 0.94 41 c_group_id=C01 t_group_id=T08 f_group_id=F05 ==> typhoon_flag=N 0.94 42 t_group_id=T12 f_group_id=F12 ==> c_group_id=C01 typhoon_flag=N 0.93 43 c_group_id=C01 t_group_id=T08 f_group_id=F04 ==> typhoon_flag=N 0.93 44 t_group_id=T11 f_group_id=F05 ==> c_group_id=C01 typhoon_flag=N 0.93 45 c_group_id=C01 t_group_id=T11 f_group_id=F10 ==> typhoon_flag=N 0.93 46 c_group_id=C01 t_group_id=T16 f_group_id=F13 ==> typhoon_flag=N 0.93 47 t_group_id=T16 f_group_id=F13 ==> c_group_id=C01 typhoon_flag=N 0.93 48 t_group_id=T12 f_group_id=F04 ==> c_group_id=C01 typhoon_flag=N 0.93 49 t_group_id=T11 f_group_id=F10 ==> c_group_id=C01 typhoon_flag=N 0.93 50 t_group_id=T12 f_group_id=F06 ==> c_group_id=C01 typhoon_flag=N 0.93 51 c_group_id=C01 t_group_id=T08 f_group_id=F10 ==> typhoon_flag=N 0.92

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52 t_group_id=T09 f_group_id=F10 ==> c_group_id=C15 typhoon_flag=N 0.92 53 t_group_id=T09 f_group_id=F04 ==> c_group_id=C15 typhoon_flag=N 0.92 54 t_group_id=T12 f_group_id=F10 ==> c_group_id=C01 typhoon_flag=N 0.91 55 t_group_id=T12 f_group_id=F05 ==> c_group_id=C01 typhoon_flag=N 0.88 56 t_group_id=T08 f_group_id=F05 typhoon_flag=N ==> c_group_id=C01 0.86 57 t_group_id=T08 f_group_id=F05 ==> c_group_id=C01 typhoon_flag=N 0.81 58 t_group_id=T08 f_group_id=F10 typhoon_flag=N ==> c_group_id=C01 0.77 59 t_group_id=T08 f_group_id=F04 typhoon_flag=N ==> c_group_id=C01 0.72 60 c_group_id=C15 f_group_id=F04 typhoon_flag=N ==> t_group_id=T09 0.71 61 t_group_id=T08 f_group_id=F10 ==> c_group_id=C01 typhoon_flag=N 0.71 62 c_group_id=C15 f_group_id=F04 ==> t_group_id=T09 typhoon_flag=N 0.68 63 t_group_id=T08 f_group_id=F04 ==> c_group_id=C01 typhoon_flag=N 0.68 64 c_group_id=C15 f_group_id=F10 typhoon_flag=N ==> t_group_id=T09 0.66 65 c_group_id=C01 f_group_id=F12 typhoon_flag=N ==> t_group_id=T12 0.64 66 f_group_id=F12 typhoon_flag=N ==> c_group_id=C01 t_group_id=T12 0.63 67 c_group_id=C15 f_group_id=F10 ==> t_group_id=T09 typhoon_flag=N 0.62 68 c_group_id=C01 f_group_id=F12 ==> t_group_id=T12 typhoon_flag=N 0.6 69 f_group_id=F12 ==> c_group_id=C01 t_group_id=T12 typhoon_flag=N 0.59 70 c_group_id=C01 f_group_id=F04 typhoon_flag=N ==> t_group_id=T12 0.55 71 c_group_id=C15 t_group_id=T08 typhoon_flag=N ==> f_group_id=F10 0.52 72 c_group_id=C01 f_group_id=F04 ==> t_group_id=T12 typhoon_flag=N 0.51 73 c_group_id=C01 f_group_id=F13 typhoon_flag=N ==> t_group_id=T12 0.5 74 c_group_id=C01 t_group_id=T11 typhoon_flag=N ==> f_group_id=F10 0.49 75 f_group_id=F04 typhoon_flag=N ==> c_group_id=C01 t_group_id=T12 0.49 76 c_group_id=C15 t_group_id=T08 ==> f_group_id=F10 typhoon_flag=N 0.49 77 t_group_id=T11 typhoon_flag=N ==> c_group_id=C01 f_group_id=F10 0.49 78 f_group_id=F13 typhoon_flag=N ==> c_group_id=C01 t_group_id=T12 0.49 79 c_group_id=C01 f_group_id=F06 typhoon_flag=N ==> t_group_id=T12 0.48 80 c_group_id=C01 f_group_id=F13 ==> t_group_id=T12 typhoon_flag=N 0.47 81 f_group_id=F04 ==> c_group_id=C01 t_group_id=T12 typhoon_flag=N 0.46 82 f_group_id=F06 typhoon_flag=N ==> c_group_id=C01 t_group_id=T12 0.46 83 c_group_id=C01 t_group_id=T11 ==> f_group_id=F10 typhoon_flag=N 0.46 84 f_group_id=F13 ==> c_group_id=C01 t_group_id=T12 typhoon_flag=N 0.46

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85 t_group_id=T11 ==> c_group_id=C01 f_group_id=F10 typhoon_flag=N 0.46 86 c_group_id=C15 t_group_id=T09 typhoon_flag=N ==> f_group_id=F10 0.46 87 c_group_id=C01 f_group_id=F06 ==> t_group_id=T12 typhoon_flag=N 0.46 88 t_group_id=T09 typhoon_flag=N ==> c_group_id=C15 f_group_id=F10 0.45 89 f_group_id=F06 ==> c_group_id=C01 t_group_id=T12 typhoon_flag=N 0.44 90 c_group_id=C15 t_group_id=T09 ==> f_group_id=F10 typhoon_flag=N 0.44 91 c_group_id=C01 t_group_id=T08 typhoon_flag=N ==> f_group_id=F10 0.43 92 t_group_id=T09 ==> c_group_id=C15 f_group_id=F10 typhoon_flag=N 0.42 93 c_group_id=C01 t_group_id=T16 typhoon_flag=N ==> f_group_id=F10 0.42 94 t_group_id=T16 typhoon_flag=N ==> c_group_id=C01 f_group_id=F10 0.42 95 c_group_id=C01 t_group_id=T08 ==> f_group_id=F10 typhoon_flag=N 0.4 96 c_group_id=C01 f_group_id=F10 typhoon_flag=N ==> t_group_id=T12 0.4 97 c_group_id=C01 t_group_id=T06 typhoon_flag=N ==> f_group_id=F10 0.4 98 t_group_id=T06 typhoon_flag=N ==> c_group_id=C01 f_group_id=F10 0.39 99 c_group_id=C01 t_group_id=T16 ==> f_group_id=F10 typhoon_flag=N 0.39 100 t_group_id=T16 ==> c_group_id=C01 f_group_id=F10 typhoon_flag=N 0.39 101 c_group_id=C01 t_group_id=T06 ==> f_group_id=F10 typhoon_flag=N 0.39 102 t_group_id=T06 ==> c_group_id=C01 f_group_id=F10 typhoon_flag=N 0.38 103 c_group_id=C01 f_group_id=F10 ==> t_group_id=T12 typhoon_flag=N 0.38 104 f_group_id=F10 typhoon_flag=N ==> c_group_id=C01 t_group_id=T12 0.36 105 c_group_id=C15 t_group_id=T09 typhoon_flag=N ==> f_group_id=F04 0.36 106 c_group_id=C01 t_group_id=T12 typhoon_flag=N ==> f_group_id=F04 0.35 107 c_group_id=C01 f_group_id=F05 typhoon_flag=N ==> t_group_id=T12 0.35 108 t_group_id=T09 typhoon_flag=N ==> c_group_id=C15 f_group_id=F04 0.35 109 t_group_id=T08 typhoon_flag=N ==> c_group_id=C01 f_group_id=F10 0.35 110 c_group_id=C01 f_group_id=F13 typhoon_flag=N ==> t_group_id=T16 0.34 111 t_group_id=T12 typhoon_flag=N ==> c_group_id=C01 f_group_id=F04 0.34 112 c_group_id=C01 t_group_id=T12 typhoon_flag=N ==> f_group_id=F10 0.34 113 c_group_id=C15 t_group_id=T09 ==> f_group_id=F04 typhoon_flag=N 0.34 114 f_group_id=F13 typhoon_flag=N ==> c_group_id=C01 t_group_id=T16 0.34 115 f_group_id=F10 ==> c_group_id=C01 t_group_id=T12 typhoon_flag=N 0.34 116 c_group_id=C01 t_group_id=T12 ==> f_group_id=F04 typhoon_flag=N 0.33 117 t_group_id=T12 typhoon_flag=N ==> c_group_id=C01 f_group_id=F10 0.33

‧

118 t_group_id=T09 ==> c_group_id=C15 f_group_id=F04 typhoon_flag=N 0.33 119 c_group_id=C01 f_group_id=F05 ==> t_group_id=T12 typhoon_flag=N 0.33 120 c_group_id=C01 f_group_id=F10 typhoon_flag=N ==> t_group_id=T16 0.33 121 c_group_id=C15 f_group_id=F10 typhoon_flag=N ==> t_group_id=T08 0.32 122 t_group_id=T08 ==> c_group_id=C01 f_group_id=F10 typhoon_flag=N 0.32 123 c_group_id=C01 f_group_id=F13 ==> t_group_id=T16 typhoon_flag=N 0.32 124 t_group_id=T12 ==> c_group_id=C01 f_group_id=F04 typhoon_flag=N 0.32 125 c_group_id=C01 t_group_id=T12 ==> f_group_id=F10 typhoon_flag=N 0.32 126 f_group_id=F13 ==> c_group_id=C01 t_group_id=T16 typhoon_flag=N 0.32 127 c_group_id=C15 typhoon_flag=N ==> t_group_id=T09 f_group_id=F10 0.32 128 t_group_id=T12 ==> c_group_id=C01 f_group_id=F10 typhoon_flag=N 0.31 129 c_group_id=C01 f_group_id=F10 ==> t_group_id=T16 typhoon_flag=N 0.31 130 c_group_id=C15 f_group_id=F10 ==> t_group_id=T08 typhoon_flag=N 0.31 131 f_group_id=F05 typhoon_flag=N ==> c_group_id=C01 t_group_id=T12 0.31

關聯規則實驗6 之產生結果:

Large itemsets L(4)

項次關聯規則 confidence

1 t_group_id=T16 f_group_id=F04 unit=E2 ==> c_group_id=C01 1 2 t_group_id=T16 f_group_id=F10 unit=E4 ==> c_group_id=C01 1 3 t_group_id=T16 f_group_id=F10 unit=N2 ==> c_group_id=C01 1 4 t_group_id=T16 f_group_id=F04 unit=E3 ==> c_group_id=C01 1 5 t_group_id=T16 f_group_id=F04 unit=E1 ==> c_group_id=C01 1 6 t_group_id=T16 f_group_id=F10 unit=E2 ==> c_group_id=C01 1 7 t_group_id=T16 f_group_id=F10 unit=HH ==> c_group_id=C01 1 8 t_group_id=T16 f_group_id=F10 unit=E1 ==> c_group_id=C01 1 9 t_group_id=T12 f_group_id=F04 unit=E5 ==> c_group_id=C01 0.99 10 t_group_id=T12 f_group_id=F04 unit=E1 ==> c_group_id=C01 0.99 11 t_group_id=T12 f_group_id=F04 unit=E2 ==> c_group_id=C01 0.99 12 t_group_id=T12 f_group_id=F04 unit=HH ==> c_group_id=C01 0.98 13 t_group_id=T12 f_group_id=F04 unit=E4 ==> c_group_id=C01 0.98 14 t_group_id=T12 f_group_id=F10 unit=E2 ==> c_group_id=C01 0.97

‧

15 t_group_id=T12 f_group_id=F10 unit=E4 ==> c_group_id=C01 0.97 16 t_group_id=T12 f_group_id=F10 unit=SH ==> c_group_id=C01 0.97 17 t_group_id=T12 f_group_id=F10 unit=E1 ==> c_group_id=C01 0.97 18 t_group_id=T12 f_group_id=F10 unit=HH ==> c_group_id=C01 0.96 19 t_group_id=T12 f_group_id=F04 unit=E3 ==> c_group_id=C01 0.96 20 t_group_id=T12 f_group_id=F10 unit=N2 ==> c_group_id=C01 0.96 21 c_group_id=C01 t_group_id=T16 unit=N2 ==> f_group_id=F10 0.64 22 t_group_id=T16 unit=N2 ==> c_group_id=C01 f_group_id=F10 0.64 23 c_group_id=C01 f_group_id=F04 unit=E1 ==> t_group_id=T12 0.56 24 c_group_id=C01 f_group_id=F04 unit=HH ==> t_group_id=T12 0.55 25 c_group_id=C01 f_group_id=F04 unit=E2 ==> t_group_id=T12 0.55 26 c_group_id=C01 f_group_id=F04 unit=E4 ==> t_group_id=T12 0.54 27 c_group_id=C01 t_group_id=T12 unit=N2 ==> f_group_id=F10 0.54 28 c_group_id=C01 t_group_id=T16 unit=E4 ==> f_group_id=F10 0.53 29 c_group_id=C01 f_group_id=F04 unit=E5 ==> t_group_id=T12 0.52 30 t_group_id=T16 unit=E4 ==> c_group_id=C01 f_group_id=F10 0.52 31 t_group_id=T12 unit=N2 ==> c_group_id=C01 f_group_id=F10 0.52 32 f_group_id=F04 unit=HH ==> c_group_id=C01 t_group_id=T12 0.51 33 f_group_id=F04 unit=E1 ==> c_group_id=C01 t_group_id=T12 0.51 34 f_group_id=F04 unit=E4 ==> c_group_id=C01 t_group_id=T12 0.49 35 f_group_id=F04 unit=E2 ==> c_group_id=C01 t_group_id=T12 0.49 36 c_group_id=C01 t_group_id=T12 unit=E5 ==> f_group_id=F04 0.49 37 t_group_id=T12 unit=E5 ==> c_group_id=C01 f_group_id=F04 0.47 38 c_group_id=C01 f_group_id=F04 unit=E3 ==> t_group_id=T12 0.47 39 c_group_id=C01 t_group_id=T16 unit=E3 ==> f_group_id=F04 0.46 40 t_group_id=T16 unit=E3 ==> c_group_id=C01 f_group_id=F04 0.46 41 c_group_id=C01 t_group_id=T12 unit=E3 ==> f_group_id=F04 0.46 42 c_group_id=C01 t_group_id=T16 unit=E2 ==> f_group_id=F10 0.46 43 t_group_id=T16 unit=E2 ==> c_group_id=C01 f_group_id=F10 0.46 44 f_group_id=F04 unit=E5 ==> c_group_id=C01 t_group_id=T12 0.44

在文檔中應用資料探勘技術於分析電信網路障礙查修資料 - 政大學術集成 (頁 107-122)