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

Agrawal et al. (2019) - 1.0
Sequence (2014) - 1.0
Hamooni et al. (2016) - 0.917
Du and Li (2016) - 0.833
Gainaru et al. (2011) - 0.833
He et al. (2017b) - 0.833
Li et al. (2018) - 0.833
Mizutani (2013) - 0.833
Chuah et al. (2010) - 0.75
Joshi et al. (2014) - 0.75
Nandi et al. (2016) - 0.75
Ning et al. (2014) - 0.75
Shima (2016) - 0.75
Zhang et al. (2019) - 0.75
Fu et al. (2009) - 0.667
Qiu et al. (2010) - 0.667
Taerat et al. (2011) - 0.667
Tang and Li (2010) - 0.667
Zulkernine et al. (2013) - 0.667
Aharon et al. (2009) - 0.583
Jiang et al. (2008) - 0.583
Makanju et al. (2009a) - 0.583
Christensen and Li (2013) - 0.5
He et al. (2017a) - 0.5
Jain et al. (2009) - 0.5
Li et al. (2017) - 0.5
Nagappan and Vouk (2010) - 0.5
Tang et al. (2011) - 0.5
Tovarnak et al. (2019) - 0.5
Vaarandi (2003) - 0.5
Vaarandi (2004) - 0.5
Vaarandi and Pihelgas (2015) - 0.5
Zhang et al. (2017) - 0.5
Zhao and Xiao (2016) - 0.5
Carasso (2012) - 0.417
Jayathilake et al. (2017) - 0.417
Kimura et al. (2014) - 0.417
Menkovski and Petkovic (2017) - 0.417
Messaoudi et al. (2018) - 0.417
Reidemeister et al. (2011) - 0.417
Thaler et al. (2017) - 0.417
Wurzenberger et al. (2019) - 0.417
Xu et al. (2009) - 0.417
Zou et al. (2016) - 0.417
Aussel et al. (2018) - 0.333
Du et al. (2016) - 0.333
Jia et al. (2017) - 0.333
Kobayashi et al. (2014) - 0.333
Ren et al. (2018) - 0.333
Schipper et al. (2019) - 0.333
Wurzenberger et al. (2017b) - 0.333
Wang et al. (2018) - 0.25
Du and Cao (2015) - 0.167
Juvonen et al. (2015) - 0.167
Li et al. (2005) - 0.167
Salfner and Tschirpke (2008) - 0.167
Stearley (2004) - 0.167
Wurzenberger et al. (2017a) - 0.167
Gurumdimma et al. (2015) - 0.083
Leichtnam et al. (2017) - 0.083
Lin et al. (2005) - 0.0

PCA