Research Article
Fast Training Logistic Regression via Adaptive Sampling
| Input: Dataset , a weight vector , parameters . | | Output: The vector . | (1) | Initialize: , , | (2) | Compute , where | | whiledo | (3) | | (4) | Sample a random subset with the size of from the set , | | for eachdo | (5) | Compute | | ifthen | (6) | | (7) | | | end | | end | | end | (8) | Return |
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