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.