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
Joshi et al. (2014) - 1.0
Christensen and Li (2013) - 0.909
Gainaru et al. (2011) - 0.909
Jain et al. (2009) - 0.909
Mizutani (2013) - 0.909
Nandi et al. (2016) - 0.909
Sequence (2014) - 0.864
Agrawal et al. (2019) - 0.818
Aharon et al. (2009) - 0.818
Carasso (2012) - 0.818
Du and Li (2016) - 0.818
He et al. (2017b) - 0.818
Ning et al. (2014) - 0.818
Shima (2016) - 0.727
Taerat et al. (2011) - 0.727
Zhang et al. (2019) - 0.727
Zulkernine et al. (2013) - 0.727
Du et al. (2016) - 0.636
Jiang et al. (2008) - 0.636
Li et al. (2018) - 0.636
Makanju et al. (2009a) - 0.636
Salfner and Tschirpke (2008) - 0.636
Schipper et al. (2019) - 0.636
Wurzenberger et al. (2017b) - 0.636
Xu et al. (2009) - 0.636
Zou et al. (2016) - 0.636
Aussel et al. (2018) - 0.545
Jayathilake et al. (2017) - 0.545
Jia et al. (2017) - 0.545
Li et al. (2017) - 0.545
Qiu et al. (2010) - 0.545
Reidemeister et al. (2011) - 0.545
Tang and Li (2010) - 0.545
Chuah et al. (2010) - 0.455
Fu et al. (2009) - 0.455
Gurumdimma et al. (2015) - 0.455
He et al. (2017a) - 0.455
Juvonen et al. (2015) - 0.455
Nagappan and Vouk (2010) - 0.455
Ren et al. (2018) - 0.455
Tang et al. (2011) - 0.455
Tovarnak et al. (2019) - 0.455
Vaarandi (2003) - 0.455
Vaarandi (2004) - 0.455
Vaarandi and Pihelgas (2015) - 0.455
Wurzenberger et al. (2017a) - 0.455
Zhang et al. (2017) - 0.455
Kimura et al. (2014) - 0.364
Li et al. (2005) - 0.364
Menkovski and Petkovic (2017) - 0.364
Messaoudi et al. (2018) - 0.364
Wang et al. (2018) - 0.364
Wurzenberger et al. (2019) - 0.364
Du and Cao (2015) - 0.273
Leichtnam et al. (2017) - 0.273
Lin et al. (2005) - 0.273
Stearley (2004) - 0.273
Zhao and Xiao (2016) - 0.273
Thaler et al. (2017) - 0.182
Kobayashi et al. (2014) - 0.091

PCA