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log.txt
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24 hour max hour-growth
periods: 12,36,120,360
test: > 0.01 = T, < 0.01 = F
train: > 0.01 = T, < 0.003 = F
-------
*9,*8,*7,*6,*5,*4, 1000/5000
time to complete: 15 hours
[1] "train error: 0.0731542445456774"
a.t a.f
p.t 717 622
p.f 283 3378
[1] "precision: 0.535474234503361"
[1] "recall: 0.717"
-------
*10,*9,*8,*7,*6,*5,*4,*3,*2,*1 1000/5000
time to complete: 24 hours
[1] "train error: 0.0270565770927318"
a.t a.f
p.t 688 646
p.f 312 3354
[1] "precision: 0.515742128935532"
[1] "recall: 0.688"
--------------------------------------------------------------------------------
24 hour max hour-growth
periods: 4,12,36,120,360
test > 0.01
train > 0.014 = T < 0.003 = F
-------
*4,*3,*2, 100/1000
[1] "train error: 0.067115346525736"
a.t a.f
p.t 47 188
p.f 53 712
[1] "precision: 0.2"
[1] "recall: 0.47"
-------
*4,*3,*2, 500/2500
[1] "train error: 0.328855037216048"
a.t a.f
p.t 292 484
p.f 208 1516
[1] "precision: 0.376288659793814"
[1] "recall: 0.584"
--------------------------------------------------------------------------------
8 hour max hour-growth
periods: 4,12,36,120,360
test > 0.01
train > 0.014 = T < 0.003 = F
-------
*4,*3,*2, 100/500
[1] "train error: 0.0444276649555252"
a.t a.f
p.t 59 99
p.f 41 301
[1] "precision: 0.373417721518987"
[1] "recall: 0.59"
-------
*5,*4,*3,*2, 150/1000
time to complete: 3min
[1] "train error: 0.0294697196418724"
a.t a.f
p.t 76 175
p.f 74 675
[1] "precision: 0.302788844621514"
[1] "recall: 0.506666666666667"
-------
*5,*4,*3,*2,*1 400/2000
time to complete: 24min
[1] "train error: 0.0561730642474861"
a.t a.f
p.t 236 416
p.f 164 1184
[1] "precision: 0.361963190184049"
[1] "recall: 0.59"
-------
*5,*4,*3,*2,*1 800/3000
time to complete: 62min
[1] "train error: 0.151947393256922"
a.t a.f
p.t 552 534
p.f 248 1666
[1] "precision: 0.50828729281768"
[1] "recall: 0.69"
-------
*5,*4,*3,*2,*1 2000/5000
time to complete: 4.5hr
[1] "train error: 0.305102688701941"
a.t a.f
p.t 1557 883
p.f 443 2117
[1] "precision: 0.638114754098361"
[1] "recall: 0.7785"