Methods | Category | # Features | # Instances | Size (GB) | Framework |
---|---|---|---|---|---|
[70] | FS | 630 | 65,003,913 | 305.1196 | Hadoop MapReduce |
[69] | FS | 630 | 65,003,913 | 305.1196 | Hadoop MapReduce |
[74] | FS | 1,156 | 5,670,000 | 48.8350 | MPI |
[60] | FS | 29,890,095 | 19,264,097 | 4.1623 | C++/MATLAB |
[59] | FS | 100,000 | 10,000,000 | 1.4901 | MapReduce |
[76] | FS | 100 | 1,600,000 | 1.1921 | Apache Spark |
[80] | FS | 127 | 1,131,571 | 1.0707 | Hadoop MapReduce |
[71] | FS | 54,675 | 2,096 | 0.8538 | Hadoop MapReduce |
[75] | FS | 54 | 581,012 | 0.2338 | Hadoop MapReduce |
[73] | FS | 20 | 1,000,000 | 0.1490 | MapReduce |
[77] | FS | – | – | 0.0976 | Hadoop MapReduce |
[79] | FS | 256 | 38,232 | 0.0729 | Hadoop MapReduce |
[68] | FS | 52 | 5,253 | 0.0020 | Hadoop MapReduce |
[78] | FS | – | – | 0.0000 | Hadoop MapReduce |
[67] | FS | – | – | 0.0000 | Hadoop MapReduce |
[72] | FS | – | – | 0.0000 | Hadoop MapReduce |
[83] | Imbalanced | 630 | 32,000,000 | 150.2037 | Hadoop MapReduce |
[84] | Imbalanced | 630 | 32,000,000 | 150.2037 | Hadoop MapReduce |
[90] | Imbalanced | 630 | 16,000,000 | 75.1019 | Apache Spark |
[89] | Imbalanced | 41 | 4,856,151 | 1.4834 | Hadoop MapReduce |
[82] | Imbalanced | 41 | 4,000,000 | 1.2219 | Hadoop MapReduce |
[81] | Imbalanced | 14 | 1,432,941 | 0.1495 | Hadoop MapReduce |
[86] | Imbalanced | 9,731 | 1,446 | 0.1048 | Hadoop MapReduce |
[91] | Imbalanced | 14 | 524,131 | 0.0547 | Hadoop MapReduce |
[87] | Imbalanced | 36 | 95,048 | 0.0255 | Hadoop MapReduce |
[88] | Imbalanced | 8 | 2,687,280 | 0.0200 | Hadoop MapReduce |
[93] | Incomplete | 625 | 4,096,000 | 19.0735 | MapReduce (Twister) |
[92] | Incomplete | 481 | 191,779 | 0.6873 | Hadoop MapReduce |
[95] | discretization | 630 | 65,003,913 | 305.1196 | Apache Spark |
[96] | discretization | 630 | 65,003,913 | 305.1196 | Apache Spark |
[94] | discretization | – | – | 4.0000 | Hadoop MapReduce |
[97] | IR | 41 | 4,856,151 | 1.4834 | Hadoop MapReduce |