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Bloom Filter Encoding for Machine Learning

Cartmell, John et al.
arXiv (All) · Papers
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We present a method that uses a Bloom filter transform to preprocess data for machine learning. Each sample is encoded into a compact bit-array representation using hash-based encoding, producing a fixed-length feature space that reduces memory usage and obfuscates original feature values. The encod
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