Top Banner
Maulik R. Kamdar ([email protected]) Linked Data Motivation Word Embeddings Evaluation Graph Embeddings Neural Network Architecture Word Embeddings Graph Embeddings I would like to acknowledge CS 224D staff and Dr. Mark Musen Reference: Wang, Zhen, et al. "Knowledge Graph Embedding by Translating on Hyperplanes." AAAI. 2014. Conclusion Word & Graph embeddings and Neural Network architecture that can translate NL-queries to structured triples, and provide a usable interface to tackle integrative bioinformatics challenges. More rigorous evaluations of graph embeddings and method, and scale it to LSLOD network.
1

Word Embeddings Neural Network Architecturestanford.edu/~maulikrk/posters/cs224d.pdf · Reference: Wang, Zhen, et al. "Knowledge Graph Embedding by Translating on Hyperplanes." AAAI.

Aug 06, 2020

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Word Embeddings Neural Network Architecturestanford.edu/~maulikrk/posters/cs224d.pdf · Reference: Wang, Zhen, et al. "Knowledge Graph Embedding by Translating on Hyperplanes." AAAI.

Maulik R. Kamdar ([email protected])

Linked Data

Motivation

Word Embeddings

Evaluation Graph Embeddings

Neural Network Architecture

Word Embeddings Graph Embeddings

I would like to acknowledge CS 224D staff and Dr. Mark Musen

Reference: Wang, Zhen, et al. "Knowledge Graph Embedding by Translating on Hyperplanes." AAAI. 2014.

Conclusion Word & Graph embeddings and Neural Network

architecture that can translate NL-queries to

structured triples, and provide a usable interface to

tackle integrative bioinformatics challenges.

More rigorous evaluations of graph embeddings

and method, and scale it to LSLOD network.