Review Article

Towards Large-Scale, Heterogeneous Anomaly Detection Systems in Industrial Networks: A Survey of Current Trends

Table 3

Big Data comparison of the surveyed works.

Name Ref. LDC LDP Solution Eval. environ.

Beehive [23] Dist. Dist. Hadoop, Hive Operational network
Bumgardner and Marek [24] Dist. Dist. Storm, HBase, Hadoop Operational network
Camacho et al. [17] Dist. Unknown Custom Public dataset
Dromard et al. [25] Dist. Dist. Spark Operational network
Difallah et al. [26] Dist. Dist. Storm Simulated process data
Giura and Wang [27] Dist. Dist. Hadoop Operational network
Gupta and Kulariya [28] Cent. Dist. Spark Public dataset
Gonçalves et al. [29] Dist. Dist. Hadoop, Weka Operational network
Hadžiosmanović et al. [30] Cent. Cent. Custom Operational network
Hashdoop [31] Cent. Dist. Hadoop Public dataset
Hurst et al. [32] Cent. Unknown Custom Simulated process data
Iturbe et al. [33] Cent. Dist. Elasticsearch Operational network
Kiss et al. [34] Cent. Dist. Hadoop Simulated process data
Marchal et al. [35] Dist. Dist. Hadoop, Hive, Pig, Spark Operational network
MATATABI [36] Dist. Dist. Hive Operational network
Rathore et al. [37] Cent. Dist. Spark, Weka Public Dataset
Ratner and Kelly [38] Cent. Dist. Hadoop Operational network
Therdphapiyanak and Piromsopa [39] Cent. Dist. Hadoop, Mahout Public Dataset
TADOOP [40] Cent. Dist. Hadoop Operational network
Wallace et al. [18] Dist. Dist. Spark Operational network
Wang et al. [41] Dist. Dist. Storm Operational network
Xu et al. [42] Cent. Dist. Hadoop Operational network