A Simple Exponential Family Framework for Zero-Shot Learning

25 Jul 2017Vinay Kumar VermaPiyush Rai

We present a simple generative framework for learning to predict previously unseen classes, based on estimating class-attribute-gated class-conditional distributions. We model each class-conditional distribution as an exponential family distribution and the parameters of the distribution of each seen/unseen class are defined as functions of the respective observed class attributes... (read more)

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