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

Christensen and Li (2013) - 1.0
Gainaru et al. (2011) - 1.0
Hamooni et al. (2016) - 1.0
Jain et al. (2009) - 1.0
Joshi et al. (2014) - 1.0
Ning et al. (2014) - 1.0
Agrawal et al. (2019) - 0.75
Aharon et al. (2009) - 0.75
Carasso (2012) - 0.75
Du and Li (2016) - 0.75
He et al. (2017b) - 0.75
Li et al. (2018) - 0.75
Mizutani (2013) - 0.75
Nandi et al. (2016) - 0.75
Sequence (2014) - 0.75
Shima (2016) - 0.75
Taerat et al. (2011) - 0.75
Zhang et al. (2019) - 0.75
Du et al. (2016) - 0.625
Aussel et al. (2018) - 0.5
Fu et al. (2009) - 0.5
Gurumdimma et al. (2015) - 0.5
Jayathilake et al. (2017) - 0.5
Jiang et al. (2008) - 0.5
Juvonen et al. (2015) - 0.5
Li et al. (2017) - 0.5
Makanju et al. (2009a) - 0.5
Qiu et al. (2010) - 0.5
Salfner and Tschirpke (2008) - 0.5
Schipper et al. (2019) - 0.5
Wurzenberger et al. (2017b) - 0.5
Xu et al. (2009) - 0.5
Zou et al. (2016) - 0.5
Zulkernine et al. (2013) - 0.5
Chuah et al. (2010) - 0.375
Tang and Li (2010) - 0.375
Du and Cao (2015) - 0.25
He et al. (2017a) - 0.25
Jia et al. (2017) - 0.25
Kimura et al. (2014) - 0.25
Leichtnam et al. (2017) - 0.25
Li et al. (2005) - 0.25
Lin et al. (2005) - 0.25
Menkovski and Petkovic (2017) - 0.25
Messaoudi et al. (2018) - 0.25
Nagappan and Vouk (2010) - 0.25
Reidemeister et al. (2011) - 0.25
Ren et al. (2018) - 0.25
Stearley (2004) - 0.25
Tang et al. (2011) - 0.25
Tovarnak et al. (2019) - 0.25
Vaarandi (2003) - 0.25
Vaarandi (2004) - 0.25
Vaarandi and Pihelgas (2015) - 0.25
Wang et al. (2018) - 0.25
Wurzenberger et al. (2017a) - 0.25
Wurzenberger et al. (2019) - 0.25
Zhang et al. (2017) - 0.25
Zhao and Xiao (2016) - 0.25
Kobayashi et al. (2014) - 0.0
Thaler et al. (2017) - 0.0

PCA