Research Article
Empirical Analysis of Machine Learning Algorithms for Multiclass Prediction
Table 2
Characteristics of selected datasets.
| Dataset | No. of attributes | No. of instances | Attribute types | No. of prediction classes | Dataset library |
| Small datasets | | | Horse Colic [42] | 27 | 368 | Categorical, integer, real | 02 | UCI | Titanic [43] | 12 | 891 | Categorical, integer, real | 02 | Kaggle | CTG [42] | 23 | 2126 | Real | 03 | UCI | Spambase [42] | 57 | 4601 | Integer, real | 02 | UCI | NYS Dept. of State Business Filings [43] | 24 | 9745 | Categorical, integer | 10 | Kaggle | Medium-sized datasets | | | Avila [42] | 10 | 20867 | Real | 10 | UCI | WHO Suicide Statistics [43] | 6 | 43800 | Categorical, integer | 06 | Kaggle | Adult [42] | 14 | 48842 | Categorical, integer | 02 | UCI | Large-sized datasets | | | TripAdvisor Restaurant [43] | 11 | 126000 | Categorical, integer, real | 07 | Kaggle | NYS Nyserda [43] | 23 | 223000 | Categorical, integer, real | 06 | Kaggle | Black Friday [43] | 11 | 234000 | Categorical, integer | 10 | Kaggle |
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