Noisy template skip list based log filtering in cloud systems

First model noisy event logs into time series,use Haar wavelet transform to get the approximation time series and construct the noisy template library with skip list.Then,the similarity between target log time series and noisy tem-plate to filter the noisy logs was compared.Experiment results on a r...

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Main Authors: RAO Xiang1, WANG Huai-min1, CAI Hua2, ZHOU Qi2, SUN Ting-tao2, SHI Dian-xi1, YIN Gang1
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2011-01-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/74420082/
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author RAO Xiang1
WANG Huai-min1
CAI Hua2
ZHOU Qi2
SUN Ting-tao2
SHI Dian-xi1
YIN Gang1
author_facet RAO Xiang1
WANG Huai-min1
CAI Hua2
ZHOU Qi2
SUN Ting-tao2
SHI Dian-xi1
YIN Gang1
author_sort RAO Xiang1
collection DOAJ
description First model noisy event logs into time series,use Haar wavelet transform to get the approximation time series and construct the noisy template library with skip list.Then,the similarity between target log time series and noisy tem-plate to filter the noisy logs was compared.Experiment results on a real cloud service shows that successfully filter out the noisy log and increase the validity of fault feature.
format Article
id doaj-art-ddc201f16fb04993aa976bec1983c062
institution Kabale University
issn 1000-436X
language zho
publishDate 2011-01-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-ddc201f16fb04993aa976bec1983c0622025-01-14T08:46:00ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2011-01-013210311374420082Noisy template skip list based log filtering in cloud systemsRAO Xiang1WANG Huai-min1CAI Hua2ZHOU Qi2SUN Ting-tao2SHI Dian-xi1YIN Gang1First model noisy event logs into time series,use Haar wavelet transform to get the approximation time series and construct the noisy template library with skip list.Then,the similarity between target log time series and noisy tem-plate to filter the noisy logs was compared.Experiment results on a real cloud service shows that successfully filter out the noisy log and increase the validity of fault feature.http://www.joconline.com.cn/zh/article/74420082/event logtime series similaritynoisy log filteringskip listcloud computing system
spellingShingle RAO Xiang1
WANG Huai-min1
CAI Hua2
ZHOU Qi2
SUN Ting-tao2
SHI Dian-xi1
YIN Gang1
Noisy template skip list based log filtering in cloud systems
Tongxin xuebao
event log
time series similarity
noisy log filtering
skip list
cloud computing system
title Noisy template skip list based log filtering in cloud systems
title_full Noisy template skip list based log filtering in cloud systems
title_fullStr Noisy template skip list based log filtering in cloud systems
title_full_unstemmed Noisy template skip list based log filtering in cloud systems
title_short Noisy template skip list based log filtering in cloud systems
title_sort noisy template skip list based log filtering in cloud systems
topic event log
time series similarity
noisy log filtering
skip list
cloud computing system
url http://www.joconline.com.cn/zh/article/74420082/
work_keys_str_mv AT raoxiang1 noisytemplateskiplistbasedlogfilteringincloudsystems
AT wanghuaimin1 noisytemplateskiplistbasedlogfilteringincloudsystems
AT caihua2 noisytemplateskiplistbasedlogfilteringincloudsystems
AT zhouqi2 noisytemplateskiplistbasedlogfilteringincloudsystems
AT suntingtao2 noisytemplateskiplistbasedlogfilteringincloudsystems
AT shidianxi1 noisytemplateskiplistbasedlogfilteringincloudsystems
AT yingang1 noisytemplateskiplistbasedlogfilteringincloudsystems