The figure shows three matrices placed horizontally. The first matrix is labeled “X G Boost Confusion Matrix”. The matrix consists of 2 rows and 2 columns. The vertical axis is labeled “True” and is labeled, from top to bottom, as “No-Cheat” and “Cheat”. The horizontal axis is labeled “Predicted” and is labeled, from left to right, as “No-Cheat” and “Cheat”. The values from the matrix are: Row 1, Column 1: No-Cheat, No-Cheat: 276. Row 1, Column 2: No-Cheat, Cheat: 0. Row 2, Column 1: Cheat, No-Cheat: 30. Row 2, Column 2: Cheat, Cheat: 0. The second matrix is labeled “Cat Boost Confusion Matrix”. The matrix consists of 2 rows and 2 columns. The vertical axis is labeled “True” and is labeled, from top to bottom, as “No-Cheat” and “Cheat”. The horizontal axis is labeled “Predicted” and is labeled, from left to right, as “No-Cheat” and “Cheat”. The values from the matrix are: Row 1, Column 1: No-Cheat, No-Cheat: 276. Row 1, Column 2: No-Cheat, Cheat: 0. Row 2, Column 1: Cheat, No-Cheat: 30. Row 2, Column 2: Cheat, Cheat: 0. The third matrix is labeled “Light G B M Confusion Matrix”. The matrix consists of 2 rows and 2 columns. The vertical axis is labeled “True” and is labeled, from top to bottom, as “No-Cheat” and “Cheat”. The horizontal axis is labeled “Predicted” and is labeled, from left to right, as “No-Cheat” and “Cheat”. Row 1, Column 1: No-Cheat, No-Cheat: 276. Row 1, Column 2: No-Cheat, Cheat: 0. Row 2, Column 1: Cheat, No-Cheat: 30. Row 2, Column 2: Cheat, Cheat: 0. For each matrix, a scale bar is shown on the right, indicating the magnitude of values, ranging from 0 (white) to 250 (dark blue) in increments of 50. The cells are colored according to the scalebar.The comparison of confusion-matrix analysis between XGBoost, CatBoost, and LightGBM
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