Dataset complexity assessment based on cumulative maximum scaled area under Laplacian spectrum |
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Authors: | Li Guang Togo Ren Ogawa Takahiro Haseyama Miki |
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Affiliation: | 1.Graduate School of Information Science and Technology, Hokkaido University, Sapporo, Japan ;2.Education and Research Center for Mathematical and Data Science, Hokkaido University, Sapporo, Japan ;3.Faculty of Information Science and Technology, Hokkaido University, Sapporo, Japan ; |
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Abstract: | Multimedia Tools and Applications - Dataset complexity assessment aims to predict classification performance on a dataset with complexity calculation before training a classifier, which can also be... |
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