40 citations · 105 across the 9 of their papers we have counts for
4 papers · 1 filter
Parallel Knowledge Embedding with MapReduce on a Multi-core Processor
Miao Fan, Qiang Zhou, Thomas Fang Zheng +1
This article firstly attempts to explore parallel algorithms of learning distributed representations for both entities and relations in large-scale knowledge repositories with {\it…
Distant Supervision for Entity Linking
Miao Fan, Qiang Zhou, Thomas Fang Zheng
Entity linking is an indispensable operation of populating knowledge repositories for information extraction. It studies on aligning a textual entity mention to its corresponding d…
Large Margin Nearest Neighbor Embedding for Knowledge Representation
Miao Fan, Qiang Zhou, Thomas Fang Zheng +1
Traditional way of storing facts in triplets ({\it head\_entity, relation, tail\_entity}), abbreviated as ({\it h, r, t}), makes the knowledge intuitively displayed and easily acqu…
Learning Embedding Representations for Knowledge Inference on Imperfect and Incomplete Repositories
Miao Fan, Qiang Zhou, Thomas Fang Zheng
This paper considers the problem of knowledge inference on large-scale imperfect repositories with incomplete coverage by means of embedding entities and relations at the first att…