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

Hamooni et al. (2016) - 1.0
Agrawal et al. (2019) - 0.909
Du and Li (2016) - 0.909
Gainaru et al. (2011) - 0.909
He et al. (2017b) - 0.909
Mizutani (2013) - 0.909
Sequence (2014) - 0.909
Joshi et al. (2014) - 0.818
Nandi et al. (2016) - 0.818
Ning et al. (2014) - 0.818
Shima (2016) - 0.818
Li et al. (2018) - 0.727
Taerat et al. (2011) - 0.727
Tang and Li (2010) - 0.727
Zulkernine et al. (2013) - 0.727
Aharon et al. (2009) - 0.636
Chuah et al. (2010) - 0.636
Makanju et al. (2009a) - 0.636
Zhang et al. (2019) - 0.636
Christensen and Li (2013) - 0.545
Fu et al. (2009) - 0.545
He et al. (2017a) - 0.545
Jain et al. (2009) - 0.545
Li et al. (2017) - 0.545
Nagappan and Vouk (2010) - 0.545
Qiu et al. (2010) - 0.545
Tang et al. (2011) - 0.545
Tovarnak et al. (2019) - 0.545
Vaarandi (2003) - 0.545
Vaarandi (2004) - 0.545
Vaarandi and Pihelgas (2015) - 0.545
Zhang et al. (2017) - 0.545
Carasso (2012) - 0.455
Jayathilake et al. (2017) - 0.455
Jiang et al. (2008) - 0.455
Kimura et al. (2014) - 0.455
Menkovski and Petkovic (2017) - 0.455
Messaoudi et al. (2018) - 0.455
Reidemeister et al. (2011) - 0.455
Thaler et al. (2017) - 0.455
Wurzenberger et al. (2019) - 0.455
Xu et al. (2009) - 0.455
Zou et al. (2016) - 0.455
Du et al. (2016) - 0.364
Jia et al. (2017) - 0.364
Kobayashi et al. (2014) - 0.364
Schipper et al. (2019) - 0.364
Wurzenberger et al. (2017b) - 0.364
Zhao and Xiao (2016) - 0.364
Wang et al. (2018) - 0.273
Aussel et al. (2018) - 0.182
Juvonen et al. (2015) - 0.182
Li et al. (2005) - 0.182
Ren et al. (2018) - 0.182
Salfner and Tschirpke (2008) - 0.182
Stearley (2004) - 0.182
Wurzenberger et al. (2017a) - 0.182
Gurumdimma et al. (2015) - 0.091
Leichtnam et al. (2017) - 0.091
Du and Cao (2015) - 0.0
Lin et al. (2005) - 0.0

PCA