Log Clustering Approach Selection

Attribute weights

Objectives

Overview:

Templates:

Outliers:

Sequences:

Broad:

Commercial:

Code:

Data & System

Unsupervised:

Character:

Token:

Signatures:

Online:

Adaptive:

Fast:

Parallel:

Deterministic:

Clustering techniques

Distance:

Density:

Neural net.:

Partitioning:

LCS:

Source code:

Genetic:

Freq. Items:

Statistical:

Graph-based:

Heuristics:

Evaluation

Quantitative:

Qualitative:

Runtime:

Benchmarks:

Real data:

Open data:

Approaches ranked by query similarity

Carasso (2012) - 1.0
Aharon et al. (2009) - 0.667
Chuah et al. (2010) - 0.667
Du et al. (2016) - 0.667
He et al. (2017b) - 0.667
Juvonen et al. (2015) - 0.667
Li et al. (2018) - 0.667
Nandi et al. (2016) - 0.667
Wurzenberger et al. (2017b) - 0.667
Zhang et al. (2019) - 0.667
Agrawal et al. (2019) - 0.333
Christensen and Li (2013) - 0.333
Du and Li (2016) - 0.333
Du and Cao (2015) - 0.333
Fu et al. (2009) - 0.333
Gainaru et al. (2011) - 0.333
Gurumdimma et al. (2015) - 0.333
Hamooni et al. (2016) - 0.333
He et al. (2017a) - 0.333
Jain et al. (2009) - 0.333
Jia et al. (2017) - 0.333
Joshi et al. (2014) - 0.333
Kimura et al. (2014) - 0.333
Leichtnam et al. (2017) - 0.333
Lin et al. (2005) - 0.333
Mizutani (2013) - 0.333
Ning et al. (2014) - 0.333
Salfner and Tschirpke (2008) - 0.333
Sequence (2014) - 0.333
Shima (2016) - 0.333
Stearley (2004) - 0.333
Taerat et al. (2011) - 0.333
Tang and Li (2010) - 0.333
Vaarandi (2004) - 0.333
Wang et al. (2018) - 0.333
Wurzenberger et al. (2017a) - 0.333
Xu et al. (2009) - 0.333
Zou et al. (2016) - 0.333
Zulkernine et al. (2013) - 0.333
Aussel et al. (2018) - 0.0
Jayathilake et al. (2017) - 0.0
Jiang et al. (2008) - 0.0
Kobayashi et al. (2014) - 0.0
Li et al. (2005) - 0.0
Li et al. (2017) - 0.0
Makanju et al. (2009a) - 0.0
Menkovski and Petkovic (2017) - 0.0
Messaoudi et al. (2018) - 0.0
Nagappan and Vouk (2010) - 0.0
Qiu et al. (2010) - 0.0
Reidemeister et al. (2011) - 0.0
Ren et al. (2018) - 0.0
Schipper et al. (2019) - 0.0
Tang et al. (2011) - 0.0
Thaler et al. (2017) - 0.0
Tovarnak et al. (2019) - 0.0
Vaarandi (2003) - 0.0
Vaarandi and Pihelgas (2015) - 0.0
Wurzenberger et al. (2019) - 0.0
Zhang et al. (2017) - 0.0
Zhao and Xiao (2016) - 0.0

PCA