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Personal profile

Education/Academic qualification

Computer Science and Engineering, PhD, University of Washington

… → 2008

Computer Science and Engineering, MS, University of Washington

… → 2004

Computer Science, Minors in Mathematics and Economics, BS/MS, Case Western Reserve University

… → 2000

Fingerprint Fingerprint is based on mining the text of the experts' scientific documents to create an index of weighted terms, which defines the key subjects of each individual researcher.

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Semantics Engineering & Materials Science
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Experiments Engineering & Materials Science
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Redundancy Engineering & Materials Science
Labels Engineering & Materials Science

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Grants 2010 2021

Learning systems
Students
Digital computers
Game theory
Teaching
Costs
Search engines
World Wide Web
Artificial intelligence
Learning systems
Search engines
World Wide Web
Artificial intelligence
Learning systems
Labels
Metadata
Neural networks
Search engines
Gold
Personnel

Research Output 2000 2018

Controlling global statistics in recurrent neural network text generation

Noraset, T., Demeter, D. & Downey, D. C., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI press, p. 5333-5341 9 p. (32nd AAAI Conference on Artificial Intelligence, AAAI 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Recurrent neural networks
Statistics

Extracting commonsense properties from embeddings with limited human guidance

Yang, Y., Birnbaum, L. A., Wang, J. P. & Downey, D. C., Jan 1 2018, ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Short Papers). Association for Computational Linguistics (ACL), p. 644-649 6 p. (ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers); vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Intelligent systems
Experiments
Problem-Based Learning

Otyper: A neural architecture for open named entity typing

Yuan, Z. & Downey, D. C., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI press, p. 6037-6044 8 p. (32nd AAAI Conference on Artificial Intelligence, AAAI 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Network architecture
Neural networks
Processing

Sampling informative training data for RNN language models

Fernandez, J. & Downey, D. C., Jan 1 2018, ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Student Research Workshop. Association for Computational Linguistics (ACL), p. 9-13 5 p. (ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Student Research Workshop).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Recurrent neural networks
Sampling
Importance sampling

Definition modeling: Learning to define word embeddings in natural language

Noraset, T., Liang, C., Birnbaum, L. A. & Downey, D. C., Jan 1 2017, p. 3259-3266. 8 p.

Research output: Contribution to conferencePaper

Semantics
Recurrent neural networks
Glossaries
Convolution
Error analysis