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
He et al. (2017b) - 1.0
Li et al. (2018) - 1.0
Nandi et al. (2016) - 1.0
Chuah et al. (2010) - 0.857
Du and Li (2016) - 0.857
Hamooni et al. (2016) - 0.857
He et al. (2017a) - 0.857
Kimura et al. (2014) - 0.857
Li et al. (2017) - 0.857
Mizutani (2013) - 0.857
Ning et al. (2014) - 0.857
Shima (2016) - 0.857
Tang and Li (2010) - 0.857
Tovarnak et al. (2019) - 0.857
Xu et al. (2009) - 0.857
Zhang et al. (2017) - 0.857
Zou et al. (2016) - 0.857
Lin et al. (2005) - 0.786
Aharon et al. (2009) - 0.714
Du et al. (2016) - 0.714
Fu et al. (2009) - 0.714
Gainaru et al. (2011) - 0.714
Jain et al. (2009) - 0.714
Jia et al. (2017) - 0.714
Kobayashi et al. (2014) - 0.714
Menkovski and Petkovic (2017) - 0.714
Qiu et al. (2010) - 0.714
Schipper et al. (2019) - 0.714
Stearley (2004) - 0.714
Taerat et al. (2011) - 0.714
Tang et al. (2011) - 0.714
Vaarandi (2004) - 0.714
Zhang et al. (2019) - 0.714
Zhao and Xiao (2016) - 0.714
Zulkernine et al. (2013) - 0.714
Carasso (2012) - 0.571
Gurumdimma et al. (2015) - 0.571
Jiang et al. (2008) - 0.571
Joshi et al. (2014) - 0.571
Li et al. (2005) - 0.571
Makanju et al. (2009a) - 0.571
Messaoudi et al. (2018) - 0.571
Salfner and Tschirpke (2008) - 0.571
Vaarandi (2003) - 0.571
Vaarandi and Pihelgas (2015) - 0.571
Wurzenberger et al. (2019) - 0.571
Christensen and Li (2013) - 0.5
Aussel et al. (2018) - 0.429
Du and Cao (2015) - 0.429
Jayathilake et al. (2017) - 0.429
Juvonen et al. (2015) - 0.429
Leichtnam et al. (2017) - 0.429
Nagappan and Vouk (2010) - 0.429
Ren et al. (2018) - 0.429
Sequence (2014) - 0.429
Wang et al. (2018) - 0.429
Reidemeister et al. (2011) - 0.286
Thaler et al. (2017) - 0.286
Wurzenberger et al. (2017a) - 0.286
Wurzenberger et al. (2017b) - 0.286

PCA