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Ensemble

C++ implementation of TransE, RESCAL-ALS, RESCAL_Rank, HOLE and Ensemble.

Requirements

  • Ubuntu 16.04
  • GCC 5.4
  • Boost 1.63
  • Intel MKL 2017
  • Intel TBB 4.4~20151115
  • Blas 3.6.0

The component for logistic regression is modified from Multi-core LIBLINEAR 2.11 (released in March 2017).

Data

  • FB15k & WN18. Antoine Bordes, Nicolas Usunier, Alberto García-Durán, Jason Weston, Oksana Yakhnenko, Translating Embeddings for Modeling Multi-relational Data. NIPS 2013. [Download]

Evaluation

For fast evaluation, comment #define detailed_eval in include/tf/util/Base.h, so that only filtered hit@10, mean rank, MAP and MRR will be outputed. Otherwise, raw measures and evaluation for each relation will be outputed.

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