Apriori Sets And Sequences : ASAS Home : Results : 2002-06-26-even-better-rules

Apriori Sets And Sequences - Keith's MS Thesis
Apriori Sets And Sequences
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Results - Rules and Performance
[ Intro ]	[ 2002-06-26-even-better-rules ]	[ 2002-07-27-66 ]
[ 2002-07-29-99 ]	[ 2003-03-03-random-test ]	[ Test-Matrix.xls ]
[ compare-duplicate-lookup-vector-tree-1 ]	[ compare-previous-dups-no-previous-1 ]	[ purpose ]
[ reduced-k=1-2002-05-09 ]	[ trace-2002-05-03-16:53 ]	[ very first rules ever ]
[ caches ] [ old-incomplete ] [ performance-improvements ] [ promoters ] [ sleep ] [ stock-market ]
=== Run information ===

Scheme:       weka.associations.AprioriSets -N 10 -C 0.9 -D 0.05 -U 1.0 -M 0.1 -E 0 -B 1 -Z 0 -X 1 -W 2 -F I-no-sequences-2002-06-14.cache
Relation:     weka-peroformance-EventFilter-A-T0.05-N2-I-weka.filters.DiscretizeFilter-O-B10-Rfirst-last-weka.filters.AttributeFilter-V-R1-7,18,21,96-181
Instances:    33
Attributes:   95
              option-M
              option-I
              option-H
              option-E
              option-U
              option-R
              option-S
              training-data
              learning-algorithm
              data-from
              \MORDREDProcess(mcupdate)% Processor Time-increase-events
              \MORDREDProcess(mcupdate)Working Set-increase-events
              \MORDREDProcess(bash#2)% Processor Time-increase-events
              \MORDREDProcess(net)% Processor Time-increase-events
              \MORDREDProcess(net1)% Processor Time-increase-events
              \MORDREDProcess(bash#2)Working Set-increase-events
              \MORDREDProcess(net)Working Set-increase-events
              \MORDREDProcess(net1)Working Set-increase-events
              \MORDREDProcess(sleep)% Processor Time-increase-events
              \MORDREDProcess(sleep)Working Set-increase-events
              \MORDREDProcess(scrnsave.scr)% Processor Time-increase-events
              \MORDREDProcess(scrnsave.scr)Working Set-increase-events
              \MORDREDProcess(Avconsol)% Processor Time-increase-events
              \MORDREDProcess(explorer)% Processor Time-increase-events
              \MORDREDProcess(loadqm)% Processor Time-increase-events
              \MORDREDProcess(mixer)% Processor Time-increase-events
              \MORDREDProcess(pcxsvc32)% Processor Time-increase-events
              \MORDREDProcess(xncd)% Processor Time-increase-events
              \MORDREDProcess(CMD)% Processor Time-increase-events
              \MORDREDProcess(make)% Processor Time-increase-events
              \MORDREDProcess(bash#1)% Processor Time-increase-events
              \MORDREDProcess(java)% Processor Time-increase-events
              \MORDREDProcess(bash)% Processor Time-increase-events
              \MORDREDProcess(Avconsol)Working Set-increase-events
              \MORDREDProcess(explorer)Working Set-increase-events
              \MORDREDProcess(loadqm)Working Set-increase-events
              \MORDREDProcess(mixer)Working Set-increase-events
              \MORDREDProcess(pcxsvc32)Working Set-increase-events
              \MORDREDProcess(xncd)Working Set-increase-events
              \MORDREDProcess(CMD)Working Set-increase-events
              \MORDREDProcess(make)Working Set-increase-events
              \MORDREDProcess(bash#1)Working Set-increase-events
              \MORDREDProcess(java)Working Set-increase-events
              \MORDREDProcess(bash)Working Set-increase-events
              time-line-increase-events
              (PDH-CSV 4.0) (Eastern Standard Time)(300)-increase-events
              Memory% Committed Bytes In Use-increase-events
              MemoryAvailable Bytes-increase-events
              \MORDREDPhysicalDisk(0)Current Disk Queue Length-increase-events
              \MORDREDPhysicalDisk(_Total)Current Disk Queue Length-increase-events
              \MORDREDProcess(Idle)% Processor Time-increase-events
              \MORDREDProcess(System)% Processor Time-increase-events
              \MORDREDProcess(SMSS)% Processor Time-increase-events
              \MORDREDProcess(CSRSS)% Processor Time-increase-events
              \MORDREDProcess(WINLOGON)% Processor Time-increase-events
              \MORDREDProcess(SERVICES)% Processor Time-increase-events
              \MORDREDProcess(LSASS)% Processor Time-increase-events
              \MORDREDProcess(svchost#1)% Processor Time-increase-events
              \MORDREDProcess(spoolsv)% Processor Time-increase-events
              \MORDREDProcess(Avsynmgr)% Processor Time-increase-events
              \MORDREDProcess(svchost)% Processor Time-increase-events
              \MORDREDProcess(ntpd)% Processor Time-increase-events
              \MORDREDProcess(regsvc)% Processor Time-increase-events
              \MORDREDProcess(mstask)% Processor Time-increase-events
              \MORDREDProcess(smlogsvc)% Processor Time-increase-events
              \MORDREDProcess(WinMgmt)% Processor Time-increase-events
              \MORDREDProcess(mspmspsv)% Processor Time-increase-events
              \MORDREDProcess(VSStat)% Processor Time-increase-events
              \MORDREDProcess(vshwin32)% Processor Time-increase-events
              \MORDREDProcess(MCSHIELD)% Processor Time-increase-events
              \MORDREDProcess(_Total)% Processor Time-increase-events
              \MORDREDProcess(Idle)Working Set-increase-events
              \MORDREDProcess(System)Working Set-increase-events
              \MORDREDProcess(SMSS)Working Set-increase-events
              \MORDREDProcess(CSRSS)Working Set-increase-events
              \MORDREDProcess(WINLOGON)Working Set-increase-events
              \MORDREDProcess(SERVICES)Working Set-increase-events
              \MORDREDProcess(LSASS)Working Set-increase-events
              \MORDREDProcess(svchost#1)Working Set-increase-events
              \MORDREDProcess(spoolsv)Working Set-increase-events
              \MORDREDProcess(Avsynmgr)Working Set-increase-events
              \MORDREDProcess(svchost)Working Set-increase-events
              \MORDREDProcess(ntpd)Working Set-increase-events
              \MORDREDProcess(regsvc)Working Set-increase-events
              \MORDREDProcess(mstask)Working Set-increase-events
              \MORDREDProcess(smlogsvc)Working Set-increase-events
              \MORDREDProcess(WinMgmt)Working Set-increase-events
              \MORDREDProcess(mspmspsv)Working Set-increase-events
              \MORDREDProcess(VSStat)Working Set-increase-events
              \MORDREDProcess(vshwin32)Working Set-increase-events
              \MORDREDProcess(MCSHIELD)Working Set-increase-events
              \MORDREDProcess(_Total)Working Set-increase-events
              Processor(_Total)% Processor Time-increase-events
              SystemProcesses-increase-events
              SystemThreads-increase-events
=== Associator model (full training set) ===

Required Attributes in Antecedents:
none

Required Attributes in Consequents:
none

option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(smlogsvc)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(smlogsvc)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(smlogsvc)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(smlogsvc)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
time-line-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:2 ==> \MORDREDProcess(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(_Total)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(_Total)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(_Total)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(_Total)% Processor Time-increase-events=0:1 ==> time-line-increase-events=0:2  [Conf: 1.0, Sup: 1.0]
option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(mcupdate)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(smlogsvc)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(mcupdate)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(smlogsvc)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(mcupdate)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(smlogsvc)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1 ==> \MORDREDProcess(mcupdate)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1 ==> time-line-increase-events=0:2  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1 ==> \MORDREDProcess(smlogsvc)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)Working Set-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(mcupdate)Working Set-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)Working Set-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)Working Set-increase-events=0:1 ==> \MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)Working Set-increase-events=0:1 ==> time-line-increase-events=0:2  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(mcupdate)Working Set-increase-events=0:1 ==> \MORDREDProcess(smlogsvc)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
time-line-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:2 ==> \MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:2 ==> \MORDREDProcess(mcupdate)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:2 ==> \MORDREDProcess(smlogsvc)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)Working Set-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(smlogsvc)Working Set-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)Working Set-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)Working Set-increase-events=0:1 ==> \MORDREDProcess(mcupdate)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)Working Set-increase-events=0:1 ==> \MORDREDProcess(mcupdate)Working Set-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(smlogsvc)Working Set-increase-events=0:1 ==> time-line-increase-events=0:2  [Conf: 1.0, Sup: 1.0]
option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> MemoryAvailable Bytes-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> MemoryAvailable Bytes-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> MemoryAvailable Bytes-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
MemoryAvailable Bytes-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
MemoryAvailable Bytes-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
MemoryAvailable Bytes-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> time-line-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
time-line-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
time-line-increase-events=0:2 ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> time-line-increase-events=0:2  [Conf: 1.0, Sup: 1.0]
option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> Processor(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> Processor(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> Processor(_Total)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(Idle)% Processor Time-increase-events=0:1 ==> Processor(_Total)% Processor Time-increase-events=1:2  [Conf: 1.0, Sup: 1.0]
Processor(_Total)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
Processor(_Total)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
Processor(_Total)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
Processor(_Total)% Processor Time-increase-events=1:2 ==> \MORDREDProcess(Idle)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-U=-U ==> option-R=-R  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> option-S=-S  [Conf: 1.0, Sup: 0.969697]
option-U=-U ==> \MORDREDProcess(System)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 0.969697]
option-R=-R ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-R=-R ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
option-R=-R ==> \MORDREDProcess(System)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
option-S=-S ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
option-S=-S ==> \MORDREDProcess(System)% Processor Time-increase-events=0:1  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(System)% Processor Time-increase-events=0:1 ==> option-U=-U  [Conf: 0.969697, Sup: 0.969697]
\MORDREDProcess(System)% Processor Time-increase-events=0:1 ==> option-R=-R  [Conf: 1.0, Sup: 1.0]
\MORDREDProcess(System)% Processor Time-increase-events=0:1 ==> option-S=-S  [Conf: 1.0, Sup: 1.0]
by: Keith A. Pray
Last Modified: July 4, 2004 7:56 AM