表一：使用關聯規則探勘(min support 為 0.01，min confidence 為 0.3)，得到 的結果。
關聯規則 信心值
com.whatsapp, com.htc.socialnetwork.plurk → com.htc.launcher 0.91 com.facebook.katana, com.htc.socialnetwork.plurk → com.htc.launcher 0.89 com.android.browser, com.htc.socialnetwork.plurk → com.htc.launcher 0.87 com.google.android.gm, com.htc.socialnetwork.plurk → com.htc.launcher 0.87 com.htc.socialnetwork.plurk → com.htc.launcher 0.78 com.android.htcdialer → com.android.phone 0.77 com.android.contacts → com.android.phone 0.76 com.google.android.gm, com.android.htcdialer → com.android.phone 0.76 com.htc.launcher, com.android.htcdialer → com.android.phone 0.75 com.android.mms, com.android.htcdialer → com.android.phone 0.75 com.android.settings, com.android.htcdialer → com.htc.launcher 0.74 com.google.android.gm, com.whatsapp → com.htc.launcher 0.73 com.htc.album, com.android.camera → com.htc.launcher 0.72 com.android.htcdialer, com.android.htccontacts → com.android.phone 0.72 com.android.packageinstaller → com.android.settings 0.71 com.android.mms, com.android.htcdialer → com.htc.launcher 0.68
20
com.htc.album → com.htc.launcher 0.66 com.facebook.katana, com.android.settings → com.htc.launcher 0.65 com.htc.launcher, com.android.phone → com.android.htcdialer 0.63 com.android.phone, com.android.htccontacts → com.android.htcdialer 0.63 com.android.browser, com.android.settings → com.htc.launcher 0.62 com.android.settings, com.android.vending → com.htc.launcher 0.61 com.htc.android.mail → com.htc.launcher 0.6 com.facebook.katana, com.android.camera → com.htc.launcher 0.59 com.htc.launcher, com.htc.album → com.android.camera 0.59 com.android.settings, com.google.android.gm → com.htc.launcher 0.57 com.android.htccontacts → com.android.phone 0.57 com.android.camera → com.htc.launcher 0.57 com.htc.launcher, com.android.htccontacts → com.android.phone 0.56 com.facebook.katana, com.android.browser → com.htc.launcher 0.56 com.android.settings, com.android.phone → com.htc.launcher 0.55 com.facebook.katana, com.google.android.gm → com.htc.launcher 0.55 com.htc.album → com.android.camera 0.54 com.android.packageinstaller → com.htc.launcher 0.54 com.android.browser, com.google.android.gm → com.htc.launcher 0.52 com.htc.launcher, com.android.vending → com.android.settings 0.52 com.android.settings → com.htc.launcher 0.51 com.android.phone, com.android.mms → com.htc.launcher 0.51 com.android.htccontacts → com.htc.launcher 0.51 com.android.htcdialer → com.htc.launcher 0.51 com.google.android.gsf → com.htc.launcher 0.5 com.android.phone, com.android.htccontacts → com.htc.launcher 0.5 com.android.htcdialer, com.android.htccontacts → com.htc.launcher 0.5 com.android.htccontacts → com.android.htcdialer 0.5 com.android.phone, com.google.android.gm → com.android.htcdialer 0.5 com.android.mms → com.htc.launcher 0.5 com.android.phone, com.android.htcdialer → com.htc.launcher 0.49 com.whatsapp → com.htc.launcher 0.49 com.htc.launcher, com.android.htccontacts → com.android.htcdialer 0.49 com.htc.launcher, com.android.camera → com.htc.album 0.48 com.android.phone, com.android.mms → com.android.htcdialer 0.48 com.google.android.gm → com.htc.launcher 0.47 com.android.vending → com.htc.launcher 0.46 com.htc.calendar → com.htc.launcher 0.46
21
com.android.browser → com.htc.launcher 0.45 com.google.android.apps.maps → com.htc.launcher 0.43 com.google.android.talk → com.htc.launcher 0.42 com.facebook.katana → com.htc.launcher 0.42 com.android.vending → com.android.settings 0.4 com.htc.album → com.htc.launcher, com.android.camera 0.39 com.android.phone → com.android.htcdialer 0.38 com.android.htcdialer → com.htc.launcher, com.android.phone 0.38 com.android.camera → com.htc.album 0.38
android → com.htc.launcher 0.37
com.htc.launcher, com.android.camera → com.facebook.katana 0.37 com.htc.android.worldclock → com.htc.launcher 0.37 com.htc.launcher, com.facebook.katana → com.google.android.gm 0.37 com.htc.launcher, com.android.browser → com.android.settings 0.37 com.android.htccontacts → com.android.phone, com.android.htcdialer 0.36 com.htc.launcher, com.htc.socialnetwork.plurk → com.whatsapp 0.36 com.android.camera → com.facebook.katana 0.36 com.htc.launcher, com.htc.socialnetwork.plurk → com.android.browser 0.35 com.nd.android.pandahome2 → com.whatsapp 0.35 com.htc.launcher, com.whatsapp → com.google.android.gm 0.35 com.android.launcher → com.facebook.katana 0.34 com.htc.launcher, com.android.browser → com.facebook.katana 0.34 com.htc.socialnetwork.plurk → com.android.browser 0.32 com.htc.launcher, com.facebook.katana → com.android.browser 0.32 com.google.android.apps.maps → com.android.settings 0.32 com.google.android.apps.maps → com.facebook.katana 0.32 com.htc.launcher, com.htc.socialnetwork.plurk → com.facebook.katana 0.31 com.htc.launcher, com.android.mms → com.android.phone 0.31 com.htc.socialnetwork.plurk → com.whatsapp 0.31 com.android.phone → com.htc.launcher 0.3
表二：使用關聯規則探勘(min support 為 0.03，min confidence 為 0.3)，得到 的結果。
關聯規則 信心值
com.android.htcdialer → com.android.phone 0.77 com.android.settings → com.htc.launcher 0.51 com.android.htcdialer → com.htc.launcher 0.51 com.google.android.gm → com.htc.launcher 0.47
22
表三：使用關聯規則探勘(min support 為 0.05，min confidence 為 0.4)，得到 的結果。
關聯規則 信心值
com.htc.socialnetwork.plurk → com.htc.launcher 0.78 com.android.htcdialer → com.android.phone 0.77 com.htc.launcher, com.android.htcdialer → com.android.phone 0.75 com.htc.launcher, com.android.phone → com.android.htcdialer 0.63 com.android.settings → com.htc.launcher 0.51 com.android.htcdialer → com.htc.launcher 0.51 com.android.mms → com.htc.launcher 0.5 com.android.phone, com.android.htcdialer→ com.htc.launcher 0.49 com.whatsapp → com.htc.launcher 0.49 com.google.android.gm → com.htc.launcher 0.47 com.android.browser → com.htc.launcher 0.45 com.facebook.katana → com.htc.launcher 0.42 com.android.phone → com.android.htcdialer 0.38 com.android.htcdialer → com.htc.launcher com.android.phone 0.38 com.android.phone → com.htc.launcher 0.3
表四：移除使用歷程內的 launcher 的資料，使用關聯規則探勘(min support 為 0.005，min confidence 為 0.3)，得到的結果。
關聯規則 信心值
com.android.vending, com.android.packageinstaller → com.android.settings 0.8 com.nd.android.pandahome2, com.android.contacts → com.android.phone 0.8 com.android.htcdialer → com.android.phone 0.77 com.google.android.talk, com.android.htcdialer → com.android.phone 0.77 com.android.contacts → com.android.phone 0.76 com.google.android.gm, com.android.htcdialer → com.android.phone 0.76 com.android.mms, com.android.htcdialer → com.android.phone 0.75 com.android.browser, com.android.htcdialer → com.android.phone 0.72 com.android.htcdialer, com.android.htccontacts → com.android.phone 0.72 com.android.packageinstaller → com.android.settings 0.71 com.android.settings, com.android.htcdialer → com.android.phone 0.71 com.facebook.katana, com.htc.album → com.android.camera 0.71 com.facebook.katana, com.android.htcdialer → com.android.phone 0.7 com.android.phone, com.nd.android.pandahome2 → com.android.contacts 0.67 com.android.phone, com.android.htccontacts → com.android.htcdialer 0.63
23
com.android.phone, com.google.android.talk → com.android.htcdialer 0.62 com.android.browser, com.google.android.talk → com.facebook.katana 0.59 com.android.htccontacts → com.android.phone 0.57 com.google.android.gm, com.android.camera → com.facebook.katana 0.57 com.facebook.katana, com.android.phone → com.android.htcdialer 0.57 com.android.mms, com.android.htccontacts → com.android.phone 0.56 com.android.browser, com.android.vending → com.android.settings 0.56 com.htc.album → com.android.camera 0.54 com.android.mms, com.android.htccontacts → com.android.htcdialer 0.52 com.google.android.gm, com.android.vending → com.android.settings 0.52 com.android.htccontacts → com.android.htcdialer 0.5 com.android.phone, com.google.android.gm → com.android.htcdialer 0.5 com.android.settings, com.android.packageinstaller → com.android.vending 0.5 com.google.android.gm, com.htc.socialnetwork.plurk → com.facebook.katana 0.49 com.android.browser, com.android.phone → com.android.htcdialer 0.48 com.android.phone, com.android.mms → com.android.htcdialer 0.48 com.facebook.katana, com.htc.socialnetwork.plurk → com.google.android.gm 0.48 com.android.settings, com.android.phone → com.android.htcdialer 0.44 com.facebook.katana, com.android.settings → com.google.android.gm 0.44 com.android.packageinstaller → com.android.vending 0.44 com.android.browser, com.android.phone → com.android.settings 0.43 com.facebook.katana, com.android.settings → com.android.browser 0.42 com.facebook.katana, com.htc.socialnetwork.plurk → com.android.browser 0.42 com.android.browser, com.google.android.gm → com.facebook.katana 0.42 com.google.android.gm, com.google.android.talk → com.facebook.katana 0.42 com.google.android.gm, com.htc.socialnetwork.plurk → com.whatsapp 0.42 com.android.browser, com.google.android.gm → com.android.settings 0.41 com.facebook.katana, com.android.camera → com.htc.album 0.4 com.android.settings, com.android.vending → com.android.browser 0.4 com.facebook.katana, com.whatsapp → com.google.android.gm 0.4 com.android.vending → com.android.settings 0.4 com.google.android.gm, com.android.mms → com.android.phone 0.4 com.android.settings, com.android.mms → com.android.phone 0.39 com.android.phone → com.android.htcdialer 0.38 com.htc.album, com.android.camera → com.facebook.katana 0.38 com.android.settings, com.google.android.gm → com.android.browser 0.38 com.android.settings, com.android.vending → com.android.packageinstaller 0.38 com.android.camera → com.htc.album 0.38
24
com.facebook.katana, com.android.phone → com.google.android.gm 0.37 com.whatsapp, com.htc.socialnetwork.plurk → com.google.android.gm 0.37 com.android.browser, com.htc.socialnetwork.plurk → com.facebook.katana 0.36 com.facebook.katana, com.android.phone → com.android.settings 0.36 com.android.htccontacts → com.android.phone com.android.htcdialer 0.36 com.facebook.katana, com.android.phone → com.android.browser 0.36 com.android.camera → com.facebook.katana 0.36 com.android.mms, com.android.htcdialer → com.android.htccontacts 0.35 com.android.packageinstaller → com.android.settings com.android.vending 0.35 com.nd.android.pandahome2 → com.whatsapp 0.35 com.android.browser, com.android.settings → com.google.android.gm 0.35 com.facebook.katana, com.android.browser → com.google.android.gm 0.35 com.android.settings, com.google.android.gm → com.facebook.katana 0.34 com.android.browser, com.android.phone → com.facebook.katana 0.34 com.facebook.katana, com.android.camera → com.google.android.gm 0.32 com.htc.socialnetwork.plurk → com.android.browser 0.32 com.google.android.apps.maps → com.android.settings 0.32 com.google.android.apps.maps → com.facebook.katana 0.32 com.facebook.katana, com.google.android.talk → com.google.android.gm 0.31 com.htc.socialnetwork.plurk → com.whatsapp 0.31 com.google.android.gm, com.whatsapp → com.facebook.katana 0.31 com.android.browser, com.android.settings → com.facebook.katana 0.31 com.android.phone, com.google.android.gm → com.android.settings 0.3 com.android.settings, com.android.vending→ com.google.android.gm 0.3
表五：移除使用歷程內的 launcher 的資料，使用關聯規則探勘(min support 為 0.01，min confidence 為 0.2)，得到的結果。
關聯規則 信心值
com.android.htcdialer → com.android.phone 0.77 com.android.contacts → com.android.phone 0.76 com.google.android.gm, com.android.htcdialer → com.android.phone 0.76 com.android.mms, com.android.htcdialer → com.android.phone 0.75 com.android.htcdialer, com.android.htccontacts → com.android.phone 0.72 com.android.packageinstaller → com.android.settings 0.71 com.android.phone, com.android.htccontacts → com.android.htcdialer 0.63 com.android.htccontacts → com.android.phone 0.57 com.htc.album → com.android.camera 0.54 com.android.htccontacts → com.android.htcdialer 0.5
25
com.android.phone, com.google.android.gm → com.android.htcdialer 0.5 com.android.phone, com.android.mms → com.android.htcdialer 0.48 com.android.vending → com.android.settings 0.4 com.android.phone → com.android.htcdialer 0.38 com.android.camera → com.htc.album 0.38 com.android.htccontacts → com.android.phone, com.android.htcdialer 0.36 com.android.camera → com.facebook.katana 0.36 com.nd.android.pandahome2 → com.whatsapp 0.35 com.htc.socialnetwork.plurk → com.android.browser 0.32 com.google.android.apps.maps → com.android.settings 0.32 com.google.android.apps.maps → com.facebook.katana 0.32 com.htc.socialnetwork.plurk → com.whatsapp 0.31 com.android.mms → com.android.phone 0.3 com.htc.album → com.facebook.katana 0.29 com.android.vending → com.android.browser 0.29 com.google.android.talk → com.facebook.katana 0.29 com.facebook.katana → com.google.android.gm 0.28 com.htc.socialnetwork.plurk → com.facebook.katana 0.28 com.google.android.gsf → com.android.settings 0.27 com.android.browser → com.facebook.katana 0.27 com.htc.socialnetwork.plurk → com.google.android.gm 0.27 android → com.android.settings 0.27 com.android.browser → com.android.settings 0.27 com.android.htccontacts → com.android.mms 0.26 android → com.facebook.katana 0.26 android → com.google.android.gm 0.25
android → com.whatsapp 0.25
com.android.settings → com.android.browser 0.25 com.facebook.katana → com.android.browser 0.24 com.htc.socialnetwork.plurk → com.android.settings 0.23 com.whatsapp → com.google.android.gm 0.23 com.android.vending → com.google.android.gm 0.23 com.android.settings → com.google.android.gm 0.23 com.android.browser → com.google.android.gm 0.23 com.google.android.gm → com.facebook.katana 0.22 com.google.android.talk → com.google.android.gm 0.21 com.android.settings → com.android.phone 0.21 com.android.camera → com.google.android.gm 0.2
26
表六：使用序列模式探勘(min support 為 0.005)，得到的結果。
序列模式 支持值
com.android.phone 0.255
com.google.android.gm 0.160
com.android.htcdialer 0.128
com.facebook.katana 0.117
com.android.settings 0.114
com.android.mms 0.104
com.android.browser 0.101
com.android.htcdialer → com.android.phone 0.098
com.whatsapp 0.091
com.google.android.talk 0.077
com.htc.android.worldclock 0.071
com.android.phone → com.android.phone 0.060
com.android.camera 0.056
android 0.050
com.android.htccontacts 0.050
com.htc.socialnetwork.plurk 0.049
com.vp.alarmClockPlusDock 0.049
com.android.vending 0.048
com.htc.android.mail 0.046
com.android.launcher 0.046
com.google.android.gsf 0.045
com.nd.android.pandahome2 0.043
com.android.phone → com.android.htcdialer 0.041
com.htc.album 0.038
com.android.settings → com.android.settings 0.038
com.whatsapp → com.whatsapp 0.038
com.facebook.katana → com.facebook.katana 0.037
com.google.android.apps.maps 0.036
com.handcent.nextsms 0.036
com.fede.launcher 0.035
com.android.phone → com.android.htcdialer → com.android.phone 0.033
com.android.htcdialer → com.android.htcdialer 0.033
com.android.contacts 0.032
com.htc.calendar 0.031
com.android.browser → com.android.browser 0.030
27
com.google.android.gm → com.facebook.katana 0.029
com.android.htcdialer → com.android.phone → com.android.phone 0.029
com.rechild.advancedtaskkiller 0.027
com.android.htcdialer → com.android.htcdialer → com.android.phone 0.026 com.android.htcdialer → com.android.phone → com.android.htcdialer 0.026
com.google.android.gm → com.google.android.gm 0.025
com.facebook.katana → com.android.browser 0.025
com.android.settings → com.android.browser 0.025
com.android.htccontacts → com.android.phone 0.023
com.google.android.talk → com.google.android.talk 0.022
com.android.phone → com.android.mms 0.022
com.nd.android.pandahome2 → com.nd.android.pandahome2 0.022
com.android.phone → com.android.htccontacts 0.022
com.android.browser → com.facebook.katana 0.022
com.android.phone → com.android.phone → com.android.phone 0.022
com.whatsapp → com.whatsapp → com.whatsapp 0.021
com.google.android.gm → com.android.browser 0.021
com.android.mms → com.android.phone 0.021
com.android.htcdialer → com.android.phone → com.android.htcdialer → com.android.phone
0.021
com.android.launcher → com.android.launcher 0.021
com.facebook.katana → com.google.android.gm 0.021
com.android.packageinstaller 0.021
com.android.camera → com.htc.album 0.021
com.android.htcdialer → com.android.htccontacts 0.021
com.android.settings → com.google.android.gm 0.020
com.android.contacts → com.android.phone 0.020
com.android.browser → com.android.settings 0.020
com.google.android.gm → com.android.settings 0.020
com.google.android.talk → com.facebook.katana 0.019
com.android.phone → com.android.contacts 0.018
com.android.phone → com.android.settings 0.018
com.google.android.gm → com.whatsapp 0.018
com.android.mms → com.android.mms 0.018
com.android.phone → com.google.android.gm 0.018
com.android.settings → com.facebook.katana 0.018
com.android.settings → com.android.settings → com.android.settings 0.017
com.android.camera → com.android.camera 0.017
28
com.android.settings → com.android.phone 0.017
com.facebook.katana → com.google.android.talk 0.017
com.facebook.katana → com.facebook.katana → com.facebook.katana 0.017
com.facebook.katana → com.android.launcher 0.016
com.android.camera → com.facebook.katana 0.016
com.android.settings → com.android.vending 0.016
com.android.vending → com.android.vending 0.016
com.google.android.gm → com.android.phone 0.016
com.whatsapp → com.google.android.gm 0.016
com.facebook.katana → com.android.settings 0.015
com.android.vending → com.android.settings 0.015
com.android.htccontacts → com.android.htcdialer 0.015
com.android.phone → com.android.phone → com.android.htcdialer 0.015
com.android.browser → com.google.android.gm 0.015
com.urbandroid.sleep 0.015
com.whatsapp → com.facebook.katana 0.015
com.htc.socialnetwork.plurk → com.htc.socialnetwork.plurk 0.014
com.android.mms → com.android.htcdialer 0.014
com.whatsapp → com.whatsapp → com.whatsapp → com.whatsapp 0.014
com.android.settings → com.android.packageinstaller 0.014
com.htc.socialnetwork.plurk → com.android.browser 0.014
com.android.phone → com.android.htccontacts → com.android.phone 0.014 com.android.phone → com.android.htcdialer → com.android.htcdialer 0.014
com.android.contacts → com.android.contacts 0.014
com.android.htcdialer → com.android.mms 0.014
android → android 0.013
com.whatsapp → com.nd.android.pandahome2 0.013
com.android.browser → com.android.browser → com.android.browser 0.013
com.whatsapp → com.htc.socialnetwork.plurk 0.013
com.nd.android.pandahome2 → com.whatsapp 0.013
com.fede.launcher → com.fede.launcher 0.013
com.android.phone → com.facebook.katana 0.013
com.android.phone → com.android.htcdialer → com.android.phone → com.android.phone 0.013
com.android.phone → com.android.phone → com.android.htcdialer → com.android.phone 0.013
com.facebook.katana → com.whatsapp 0.013
com.facebook.katana → com.android.camera 0.012
com.android.launcher → com.android.launcher → com.android.launcher 0.012
29
com.facebook.katana → com.android.browser → com.facebook.katana 0.012
com.android.browser → com.android.vending 0.012
com.android.contacts → com.android.phone → com.android.contacts 0.012
com.android.phone → com.android.browser 0.012
com.google.android.talk → com.google.android.talk → com.google.android.talk 0.012
com.htc.album → com.htc.album 0.012
com.android.htcdialer → com.android.htcdialer → com.android.htcdialer 0.012 com.android.phone → com.android.htcdialer → com.android.htcdialer →
com.android.phone
0.012
com.google.android.gm → com.google.android.talk 0.012
com.android.browser → com.android.phone 0.012
com.whatsapp → android 0.012
com.android.browser → com.htc.socialnetwork.plurk 0.012
com.android.packageinstaller → com.android.settings 0.012
com.android.phone → com.android.htcdialer → com.android.phone → com.android.htcdialer
0.012
com.google.android.gm → com.android.htcdialer 0.012
com.google.android.talk → com.google.android.gm 0.012
com.android.htcdialer → com.android.settings 0.011
com.google.android.gm → com.htc.socialnetwork.plurk 0.011
com.android.mms → com.android.settings 0.011
com.htc.socialnetwork.plurk → com.whatsapp 0.011
com.nd.android.pandahome2 → com.nd.android.pandahome2 → com.nd.android.pandahome2
0.011
com.android.settings → com.android.browser → com.android.settings 0.011 com.android.htcdialer → com.android.phone → com.android.phone → com.android.phone 0.011
com.facebook.katana → com.android.phone 0.011
com.android.htccontacts → com.android.htcdialer → com.android.phone 0.011
com.android.settings → android 0.011
android → com.facebook.katana 0.011
com.android.htcdialer → com.android.phone → com.android.htccontacts 0.011
com.android.vending → com.android.browser 0.011
com.fede.launcher → com.google.android.gsf 0.011
com.android.htcdialer → com.google.android.gm 0.011
com.google.android.gm → android 0.011
com.android.htcdialer → com.android.htccontacts → com.android.phone 0.010 com.android.settings → com.android.browser → com.android.browser 0.010
30
com.android.htcdialer → com.android.htcdialer → com.android.phone → com.android.phone
0.010
com.facebook.katana → com.facebook.katana → com.android.browser 0.010 com.android.htcdialer → com.android.phone → com.android.phone →
com.android.htcdialer
0.010
com.android.settings → com.android.settings → com.android.settings → com.android.settings
0.010
com.htc.android.mail → com.google.android.gm 0.010
com.android.mms → com.android.htcdialer → com.android.phone 0.010
com.htc.album → com.android.camera 0.010
com.android.phone → com.android.htcdialer → com.android.phone → com.android.htcdialer → com.android.phone
0.010
com.google.android.gm → com.android.vending 0.010
com.htc.socialnetwork.plurk → com.facebook.katana 0.010
com.facebook.katana → com.htc.socialnetwork.plurk 0.010
com.android.mms → com.google.android.gm 0.010
com.whatsapp → com.whatsapp → com.whatsapp → com.whatsapp → com.whatsapp 0.010
com.android.htccontacts → com.android.mms 0.010
com.android.htcdialer → com.facebook.katana 0.010
com.android.htcdialer → com.facebook.katana 0.010