Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research
Mining logs for long-term patterns. / Novikov, B.; Michailova, E.; Vasilik, D.; Ivannikova, E.; Pigul, A.
Mining logs for long-term patterns. 2013. p. 57-70.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research
}
TY - GEN
T1 - Mining logs for long-term patterns
AU - Novikov, B.
AU - Michailova, E.
AU - Vasilik, D.
AU - Ivannikova, E.
AU - Pigul, A.
PY - 2013
Y1 - 2013
N2 - The discovery of high-level long-term system behavior patterns is essential for several tasks such as system analysis, performance tuning, adaptive data placement in a cloud data centers. This paper describes techniques for mining long-term activities from database query logs. We describe algorithms for extraction of query groups with similar occurrence patterns, identification of periodic groups, and experimentally evaluate the correspondence of the query groups with business processes in the system.
AB - The discovery of high-level long-term system behavior patterns is essential for several tasks such as system analysis, performance tuning, adaptive data placement in a cloud data centers. This paper describes techniques for mining long-term activities from database query logs. We describe algorithms for extraction of query groups with similar occurrence patterns, identification of periodic groups, and experimentally evaluate the correspondence of the query groups with business processes in the system.
KW - Pattern mining
KW - log mining
KW - period detection
U2 - 10.3233/978-1-61499-161-8-57
DO - 10.3233/978-1-61499-161-8-57
M3 - Conference contribution
SN - 9781614991601
SP - 57
EP - 70
BT - Mining logs for long-term patterns
ER -
ID: 7369708