Table 2.

MLBCD vs. existing automatic selection methods for machine learning algorithms and/or hyper-parameter values

Method	Select algorithms	Select hyper-parameter values	Can efficiently handle big data	Can handle a wide range of algorithms	Can handle various types of hyper-parameters
MLBCD	✓	✓	✓	✓	✓
[130]	✓	×	×	×	×
[57, 131]	✓	×	×	✓	×
[9, 51, 54, 55, 132]	✓	×	✓	✓	×
[58, 61]	×	✓	×	×	✓
[10, 59, 133–138]	×	✓	×	×	×
[7, 8, 13, 14]	✓	✓	×	✓	✓