Jie (Joena) Zhang (zj00377)

zj00377

Geek Repo

Company:Meta Inc.

Location:Menlo Park, CA

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Jie (Joena) Zhang's repositories

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HSC

A efficient online dictionary learning package

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Multi-Task-Dictionary-Learning

We formulate an unsupervised framework for multi-task sparse feature learning based on a novel dictionary learning algorithm. To solve the unsupervised learning problem, we propose a two-stage Multi-Source Multi-Target Dictionary Learning (MMDL) algorithm. In stage 1, we propose a multi-source dictionary learning method to utilize the common and individual sparse features in different time slots. In stage 2, supported by a rigorous theoretical analysis, we develop a multi-task learning method to solve the missing label problem.

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