An Analysis of Logistic Models: Exponential Family Connections and Online Performance

@inproceedings{Banerjee2007AnAO,
  title={An Analysis of Logistic Models: Exponential Family Connections and Online Performance},
  author={Arindam Banerjee},
  booktitle={SDM},
  year={2007}
}
Logistic models are arguably one of the most widely used data analysis techniques. In this paper, we present analyses focussing on two important aspects of logistic models—its relationship with exponential family based generative models, and its performance in online and potentially adversarial settings. In particular, we present two new theoretical results on logistic models focusing on the above two aspects. First, we establish an exact connection between logistic models and exponential… CONTINUE READING

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