Leveraging Deep Neural Networks and Knowledge Graphs for Entity Disambiguation
作者： Larry P. Heck , Hongzhao Huang , Heng Ji
DOI:
关键词: Semantic memory 、 Space (commercial competition) 、 Task (project management) 、 Natural language processing 、 Computer science 、 Knowledge base 、 Artificial intelligence 、 Semantic similarity 、 Semantic context 、 Feature vector 、 Descriptive knowledge 、 Coherence (statistics)
摘要: … (DSRM) based on deep neural networks (DNN) and semantic knowledge graphs (KGs) to … on large-scale KGs and it maps heterogeneous types of knowledge of an entity from KGs to …
harvard.edu
128.84.21.199
arxiv.org
researchgate.net 参考文章(48)
Ilaria Bordino, Manfred Pinkal, Stefan Thater, Gerhard Weikum, Johannes Hoffart, Marc Spaniol, Hagen Fürstenau, Mohamed Amir Yosef, Bilyana Taneva, Robust Disambiguation of Named Entities in Text empirical methods in natural language processing. pp. 782- 792 ,(2011)
Yangqiu Song, Shojiro Nishio, Masumi Shirakawa, Kotaro Nakayama, Takahiro Hara, Zhongyuan Wang, Haixun Wang, Entity Disambiguation based on a Probabilistic Taxonomy ,(2011)
Silviu Cucerzan, Large-Scale Named Entity Disambiguation Based on Wikipedia Data empirical methods in natural language processing. pp. 708- 716 ,(2007)
Michael Strube, Simone Paolo Ponzetto, WikiRelate! computing semantic relatedness using wikipedia national conference on artificial intelligence. pp. 1419- 1424 ,(2006)
Hinrich Schütze, Christopher D. Manning, Prabhakar Raghavan, Introduction to Information Retrieval ,(2005)
Yoshua Bengio, Xavier Glorot, Jason Weston, Antoine Bordes, Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing international conference on artificial intelligence and statistics. ,vol. 22, pp. 127- 135 ,(2012)
Hannaneh Hajishirzi, Luke Zettlemoyer, Daniel S. Weld, Leila Zilles, Joint Coreference Resolution and Named-Entity Linking with Multi-Pass Sieves empirical methods in natural language processing. pp. 289- 299 ,(2013)
Sourav Dutta, Gerhard Weikum, Cross-Document Co-Reference Resolution using Sample-Based Clustering with Knowledge Enrichment Transactions of the Association for Computational Linguistics. ,vol. 3, pp. 15- 28 ,(2015) , 10.1162/TACL_A_00119
Antoine Bordes, Sumit Chopra, Jason Weston, Question Answering with Subgraph Embeddings Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP). pp. 615- 620 ,(2014) , 10.3115/V1/D14-1067
David Milne, Ian H. Witten, An effective, low-cost measure of semantic relatedness obtained from Wikipedia links AAAI Press. pp. 25- 30 ,(2008)