Probabilistic Hash Embeddings for Online Learning of Categorical Features

Aodong Li, Abishek Sankararaman, Balakrishnan Narayanaswamy

We study streaming data with categorical features where the vocabulary of categorical feature values is changing and can even grow unboundedly over time. Feature hashing is commonl…