111 citations · 251 across the 18 of their papers we have counts for
7 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…
Detecting Table Region in PDF Documents Using Distant Supervision
Miao Fan, Doo Soon Kim
Superior to state-of-the-art approaches which compete in table recognition with 67 annotated government reports in PDF format released by {\it ICDAR 2013 Table Competition}, this p…
Probabilistic Belief Embedding for Knowledge Base Completion
Miao Fan, Qiang Zhou, Andrew Abel +2
This paper contributes a novel embedding model which measures the probability of each belief in a large-scale knowledge repository via simultaneously learn…
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…
Jointly Embedding Relations and Mentions for Knowledge Population
Miao Fan, Kai Cao, Yifan He +1
This paper contributes a joint embedding model for predicting relations between a pair of entities in the scenario of relation inference. It differs from most stand-alone approache…