TY - GEN
T1 - Profiling node conditions of distributed system with sequential pattern mining
AU - Hirate, Yu
AU - Yamana, Hayato
PY - 2009/12/1
Y1 - 2009/12/1
N2 - Recently, with wide-spread of distributed systems, distributed monitoring systems are needed to mange such systems. However, since monitoring architecture of distributed system faces a huge amount of log data which come from local computing nodes, information aggregation is fundamental scheme for monitoring distributed system. In this paper, we preset a novel approach for extracting computing node-condition profiles by using sequential pattern mining, which is one of data mining techniques. Extracted computing node condition profiles represent node condition patterns which are occurred in many computing nodes frequently. Thus, extracted profiles enable summarized distributed system conditions to be small sized and easy-understandable information.
AB - Recently, with wide-spread of distributed systems, distributed monitoring systems are needed to mange such systems. However, since monitoring architecture of distributed system faces a huge amount of log data which come from local computing nodes, information aggregation is fundamental scheme for monitoring distributed system. In this paper, we preset a novel approach for extracting computing node-condition profiles by using sequential pattern mining, which is one of data mining techniques. Extracted computing node condition profiles represent node condition patterns which are occurred in many computing nodes frequently. Thus, extracted profiles enable summarized distributed system conditions to be small sized and easy-understandable information.
KW - Data Mining
KW - Distributed System
KW - Monitoring System
KW - Sequential Pattern Mining
UR - http://www.scopus.com/inward/record.url?scp=84880408629&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84880408629&partnerID=8YFLogxK
U2 - 10.1109/STFSSD.2009.38
DO - 10.1109/STFSSD.2009.38
M3 - Conference contribution
AN - SCOPUS:84880408629
SN - 9780769535722
T3 - Proceedings - 1st International Workshop on Software Technologies for Future Dependable Distributed Systems, STFSSD 2009
SP - 43
EP - 48
BT - Proceedings - 1st International Workshop on Software Technologies for Future Dependable Distributed Systems, STFSSD 2009
T2 - 1st International Workshop on Software Technologies for Future Dependable Distributed Systems, STFSSD 2009
Y2 - 17 March 2009 through 18 March 2009
ER -