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sparse-constrained-lda

The detailed instructions will be updated soon.

The sparse constrained LDA code is designed and built upon python package lda: https://pypi.python.org/pypi/lda, as it utilizes Cython for fast arithmetic operations.

It currently supports four types of constraints:

  • Document Seed
  • Document Pairwise
  • Word Seed
  • Word Pairwise

Reference:

  1. Limin Yao, David Mimno, and Andrew McCallum. Efficient methods for topic model inference on streaming document collections. KDD, 2009

  2. Yi Yang, Doug Downey, and Jordan Boyd-Graber. Efficient Methods for Incorporating Knowledge into Topic Models. EMNLP, 2015.

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