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2016년 6월 14일 화요일

The DeepQA Research Team Publications

Automated Problem List Generation from Electronic Medical Records in IBM Watson

Murthy Devarakonda, Ching-Huei Tsou
Innovative Applications of Artificial Intelligence (IAAI-15), 2015

Unsupervised Entity-Relation Analysis in IBM Watson

Aditya Kalyanpur, J William Murdock
Proceedings of the Third Annual Conference on Advances in Cognitive Systems (ACS 2015)
Abstract

Commonsense Reasoning: An Event Calculus Based Approach

E T Mueller
Morgan Kaufmann/Elsevier, 2015

2014

Problem-oriented patient record summary: An early report on a Watson application

M. Devarakonda, Dongyang Zhang, Ching-Huei Tsou, M. Bornea
e-Health Networking, Applications and Services (Healthcom), 2014 IEEE 16th International Conference onpp. 281-286

WatsonPaths: Scenario-based Question Answering and Inference over Unstructured Information

Adam Lally, Sugato Bachi, Michael A. Barborak, David W. Buchanan, Jennifer Chu-Carroll, David A. Ferrucci*, Michael R. Glass, Aditya Kalyanpur, Erik T. Mueller, J. William Murdock, Siddharth Patwardhan, John M. Prager, Christopher A. Welty.
IBM Research Report RC25489, IBM, 2014
Abstract

Medical Relation Extraction with Manifold Models

Chang Wang and James Fan
The 52nd Annual Meeting of the Association for Computational Linguistics (ACL 2014)pp. 828-838
Abstract

2013

Semantic Technologies in IBM Watson

A. Gliozzo, O. Biran, S. Patwardhan, K. McKeown
Proceedings of the Fourth Workshop on Teaching NLP and CLpp. 85--92, 2013

Parallel and Nested Decomposition for Factoid Questions

B. Boguraev, S. Patwardhan, A. Kalyanpur, J. Chu-Carroll, A. Lally
Natural Language Engineering, 2013

 Analysis of watson's strategies for playing Jeopardy!

G. Tesauro, D. C. Gondek, J. Lenchner, J. Fan and J. M. Prager
Journal of Artificial Intelligence Research47, 205-251, AI Access Foundation, 2013

Computational models of narrative

E T Mueller
Sprache und Datenverarbeitung (International Journal for Language Data Processing)1/2, 2013
Abstract

Tools and Methods for Building Watson

Eric Brown, Eddie EpsteinJ William Murdock, Tong-Haing Fin
IBM Research Report RC25356, 2013
Abstract

Distant Supervision for Relation Extraction with an Incomplete Knowledge Base

Bonan Min, Ralph Grishman, Li Wan, Chang Wang, David Gondek
The 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2013)

Multiscale Manifold Learning

Chang Wang and Sridhar Mahadevan
The 27th AAAI Conference on Artificial Intelligence (AAAI 2013)

Manifold Alignment Preserving Global Geometry

Chang Wang and Sridhar Mahadevan
The 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013),

Watson: Beyond Jeopardy!

D Ferrucci, A Levas, S Bagchi, D Gondek, E T Mueller
Artificial Intelligence199-200, 93-105, Elsevier, 2013
Abstract

2012

Question answering in natural language narratives using symbolic probabilistic reasoning

H Hajishirzi, E T Mueller
Proceedings of the Twenty-Fifth International Florida Artificial Intelligence Research Society Conference, 2012

Question analysis: How Watson reads a clue

A. Lally, J. M. Prager, M. C. McCord, B. K. Boguraev, S. Patwardhan, J. Fan, P. Fodor, J. Chu-Carroll
IBM Journal of Research and Development 56(3.4), 2--1, IBM, 2012

Fact-based question decomposition in DeepQA

A. Kalyanpur, S. Patwardhan, B. K. Boguraev, A. Lally, J. Chu-Carroll
IBM Journal of Research and Development 56(3.4), 2012

When Did that Happen? -- Linking Events and Relations to Timestamps

D. Hovy, J. Fan, A. Gliozzo, S. Patwardhan, C. Welty
Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics, 2012

Labeling by Landscaping: Classifying Tokens in Context by Pruning and Decorating Trees

S. Patwardhan, B. Boguraev, A. Agarwal, A. Moschitti, J. Chu-Carroll
Proceedings of CIKM '12: International Conference on Information and Knowledge Management, 2012

A Comparison of Hard Filters and Soft Evidence for Answer Typing in Watson

C. Welty, J.W. Murdock, A. Kalyanpur, J. Fan
The 11th International Semantic Web Conference (ISWC), 2012

A framework for merging and ranking of answers in DeepQA

DC Gondek, A. Lally, A. Kalyanpur, JW Murdock, P. Duboue, L. Zhang, Y. Pan, ZM Qiu, C. Welty
IBM Journal of Research and Development 56(3/4), 14, 2012

Relation extraction and scoring in DeepQA

C. Wang, A. Kalyanpur, J. Fan, BK Boguraev, DC Gondek
IBM Journal of Research and Development 56(3/4), 9, 2012

Automatic knowledge extraction from documents

J. Fan, A. Kalyanpur, DC Gondek, DA Ferrucci
IBM Journal of Research and Development 56(3/4), 5, 2012

Typing candidate answers using type coercion

JW Murdock, A Kalyanpur, C Welty, J Fan, DA Ferrucci, DC Gondek, L Zhang, H Kanayama
IBM Journal of Research and Development 56(3/4), 7:1 - 7:13, IBM, 2012
Abstract

Deep parsing in Watson

MC McCord, JW Murdock, BK Boguraev
IBM Journal of Research and Development 56(3/4), 3:1 - 3:15, 2012

Structured Data and Inference in DeepQA

A. Kalyanpur, B. Boguraev, S. PatwardhanJ.W. Murdock, A. Lally, C. Welty, J. Prager, B. Coppola, A. Fokoue
IBM Journal of Research and Development 56(3/4), 10:1 - 10:14, IBM, 2012

Special Questions and Techniques

J. Prager, E. Brown, J. Chu-Carroll
IBM Journal of Research and Development 56(3-4), 11--1, IBM, 2012

Finding needles in the haystack: Search and candidate generation

J. Chu-Carroll, J. Fan, BK Boguraev, D. Carmel, D. Sheinwald, C. Welty
IBM Journal of Research and Development 56(3/4), 2012

Textual resource acquisition and engineering

J Chu-Carroll, J Fan, N Schlaefer, W. Zadrozny
IBM Journal of Research and Development 56(3-4), 2012

Question analysis: How Watson reads a clue

A. Lally, J. M. Prager, M. C. McCord, B. K. Boguraev, S. Patwardhan, J. Fan, P. Fodor, J. Chu-Carroll
IBM Journal of Research and Development 56(3/4), 2012

Identifying implicit relationships

J. Chu-Carroll, E. W. Brown, A. Lally, J. W. Murdock
IBM Journal of Research and Development 56(3/4), 12:1 - 12:10, 2012

Textual evidence gathering and analysis

J. W. Murdock, J. Fan, A. Lally, H. Shima, B. K. Boguraev
IBM Journal of Research and Development 56(3/4), 8:1 - 8:14, 2012
Abstract

Structured data and inference in DeepQA

A. Kalyanpur, B. K. Boguraev, S. Patwardhan, J. W. Murdock, A. Lally, C. Welty, C.; J. M. Prager, B. Coppola, A. Fokoue-Nkoutche, L. Zhang, Y. Pan, Z. M. Qiu
IBM Journal of Research and Development 56(3.4), 2012

Fact-based question decomposition in DeepQA

A. Kalyanpur, S. Patwardhan, BK Boguraev, A. Lally, J. Chu-Carroll
IBM Journal of Research and Development 56(3/4), 13, 2012

Statistical Approaches to Question Answering in Watson

J. W. Murdock, G. Tesauro
Mathematics Awareness Month theme essay, Joint Policy Board for Mathematics (JPBM), 2012

Making Watson fast

E. A. EpsteinM. I. Schor, B. Iyer, A. Lally, E. W. Brown, J. Cwiklik
IBM Journal of Research and Development 56(3.4), 15--1, IBM, 2012

2011

Jointly Learning Data-Dependent Label and Locality-Preserving Projections

Chang Wang and Sridhar Mahadevan
The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011)

Heterogeneous Domain Adaptation using Manifold Alignment

Chang Wang and Sridhar Mahadevan
The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011)

Relevance Feedback Exploiting Query-Specific Document Manifolds

Chang Wang, Emine Yilmaz, and Martin Szummer
The 20th ACM Conference on Information and Knowledge Management (CIKM2011)

Manifold Alignment

Chang Wang, Peter Krafft, and Sridhar Mahadevan
Manifold Learning: Theory and Applications, Taylor and Francis CRC Press, 2011

Reasoning about RoboCup soccer narratives

H Hajishirzi, E Amir, E T Mueller, J Hockenmaier
Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, AUAI Press, 2011

Symbolic probabilistic reasoning for narratives

H Hajishirzi, E T Mueller
Logical Formalizations of Commonsense Reasoning: Papers from the 2011 AAAI Spring Symposium, AAAI Press

Improving Recall on Conjunctive Queries against Text Documents using Query-Driven Hypothesis Generation

K Barker, J Fan, C Welty
Learning by Reading Workshop at IJCAI, 2011

Mining Knowledge from Large Corpora for Type Coercion in Question Answering

James Fan, Aditya Kalyanpur, J. William Murdock, and Branimir K. Boguraev
Web Scale Knowledge Extraction (WEKEX) Workshop at International Semantic Web Conference, 2011

Mining Knowledge from Large Corpora for Type Coercion in Question Answering

James Fan, Aditya Kalyanpur, J. William Murdock and Branimir K. Boguraev
Web Scale Knowledge Extraction (WEKEX) Workshop at International Semantic Web Conference, 2011

Statistical source expansion for question answering

Nico Schlaefer, Jennifer Chu-Carroll, Eric Nyberg, James Fan, Wlodek Zadrozny, David Ferrucci
CIKM '11 Proceedings of the 20th ACM international conference on Information and knowledge management , 2011

Fact-Based Question Decomposition for Candidate Answer Re-Ranking

Aditya Kalyanpur, Siddharth Patwardhan, Branimir Boguraev, Adam Lally, and Jennifer Chu-Carroll
Proceedings of the ACM Conference on Information and Knowledge Management (CIKM), 2011pp. 2045--2048

Relation Extraction with Relation Topics

Chang Wang, James Fan, Aditya Kalyanpur, and David Gondek
The 2011 Conference on Empirical Methods in Natural Language Processing (EMNLP 2011).

Leveraging Wikipedia Characteristics for Search and Candidate Generation in Question Answering

J Chu-Carroll, J Fan
Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

Using Syntactic and Semantic Structural Kernels for Classifying Definition Questions in Jeopardy!

A Moschitti, J Chu-Carroll, S Patwardhan, J Fan, G Riccardi
Proceedings of the Conference on Empirical Methods for Natural Language Processingpp. 73--76, 2011

Leveraging Community-built Knowledge for Type Coercion in Question Answering

Aditya Kalyanpur, J William Murdock, James Fan, Chris Welty
International Semantic Web Conference (ISWC 2011). Winner of the Best Paper Award (In-Use Track),pp. 144--156, Springer

Structure Mapping for Jeopardy! Clues

J William Murdock
19th International Conference on Case Based Reasoning (ICCBR'11)pp. 6-10, Springer-Verlag, 2011

2010

Computational models of narrative: Papers from the 2010 AAAI Fall Symposium, Technical Report FS-10-04

M Finlayson, P Gervas, E T Mueller, S Narayanan, P Winston
AAAI Press, 2010

Learning to Predict Readability using Diverse Linguistic Features

Rohit Kate, Xiaoqiang Luo, Siddharth Patwardhan, Martin Franz, Radu Florian, Raymond Mooney, Salim Roukos, Chris Welty
Proceedings of the 23rd International Conference on Computational Linguisticspp. 546--554, 2010

Prismatic: Inducing knowledge from a large scale lexicalized relation resource

J Fan, D Ferrucci, D Gondek, A Kalyanpur
Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Readingpp. 122--127

Building Watson: An overview of the DeepQA project

D. Ferrucci, E. Brown, J. Chu-Carroll, J. Fan, D. Gondek, A.A. Kalyanpur, A. Lally, J.W. Murdock, E. Nyberg, J. Prager, others
AI Magazine 31(3), 59--79, American Association for Artificial Intelligence, 2010

2009

Automating commonsense reasoning using the event calculus

E T Mueller
Communications of the ACM 52(1), 113--117, 2009
Abstract

Towards the Open Advancement of Question Answering Systems

D Ferrucci, E Nyberg, J Allan, K Barker, E Brown, J Chu-Carroll, A Ciccolo, P Duboue, J Fan, D Gondek, E Hovy, B Katz, A Lally, M McCord, P Morarescu, J. William Murdock, B Porter, J Prager, T Strzalkowski, C Welty, W Zadrozny
IBM Research Report RC24789, IBM Research Report. RC24789 (W0904-093), IBM Research, New York, 2009

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