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Temporary repository for implementing tensor factorization algorithms on Apache Spark

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Spark-Tensors

Temporary repository for implementing tensor factorization algorithms on Apache Spark

Currently I am working on the following 3 algorithms:

  1. PARAFAC (parallel algorithms given here: GigaTensor, U. Kang's PhD thesis) Also check the HaTen2 paper that apparently improves upon GigaTensor.
  2. RESCAL RESCAL paper, M. Nickel's PhD thesis (Spark-based distributed algorithm will be designed for this)
  3. HolE Holographic Embeddings of Knowledge Graphs (Spark-based distributed algorithm will be designed for this)

This will be divided across the Spark-RDF (interface, I/O, storage) and Spark-Sem-ML (algorithm) repositories eventually.

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Temporary repository for implementing tensor factorization algorithms on Apache Spark

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  • Python 88.4%
  • Scala 11.6%