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 |
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