2011
Charles Greenbacker, Peng Wu, Sandra Carberry, Kathleen McCoy, Stephanie Elzer, David McDonald, Daniel Chester and Seniz Demir, Improving the Accessibility of Line Graphs in Multimodal Documents,  In Proceedings of the EMNLP 2011 Workshop on Speech and Language Processing for Assistive Technologies (SLPAT), 2011, pp. 52-62.

Charles Greenbacker, Peng Wu, Sandra Carberry, Stephanie Elzer, and Kathleen F. McCoy. Abstractive Summarization of Line Graphs from Popular Media, In Proceedings of the ACL-HLT 2011 Workshop on Summarization for Different Genres, Media and Languages, pp. 41-48, Portland, Oregon, June 2011.

Pape, Matthew, Robert Grube and Stephanie Elzer. Face the Waste: A Software Productization Center Project from the Computer Science Student’s Perspective, In the Proceedings 26th Annual Spring Conference of the Pennsylvania Computer and Information Science Educators (PACISE), April 2011, Shippensburg, PA, 90-94.

Stephanie Elzer, Sandra Carberry, and Ingrid Zukerman, The automated understanding of simple bar charts, Artificial Intelligence, Volume 175, Issue 2, February 2011, Pages 526-555, ISSN 0004-3702, DOI: 10.1016/j.artint.2010.10.003.

2010
Seniz Demir, David Oliver, Edward Schwartz, Stephanie Elzer, Sandra Carberry, Kathleen Mccoy, and Daniel Chester, Interactive SIGHT: textual access to simple bar charts. New Review of Hypermedia and Multimedia, 16(3), 2010, 245-279.

Patrick McCaskey, Stephanie Elzer, Nancy Mata and Amanda Godley, Software Productization Center and RunOff Studios: A Case Study. In the Proceedings of the 2010 Eastern SBI® Annual Meeting, Pittsburgh, PA, October,1-2, 2010, pp. 31-43.

Peng Wu, Sandra Carberry, and Stephanie Elzer, “Segmenting Line Graphs into Trends,” In the Proceedings of the Twelfth International Conference on Artificial Intelligence, Las Vegas, NV USA , July 2010, Volume II, pages 697-703.

Elyse Dougherty, Trevor Scheitrum, Stephanie Elzer, “Cruzcourt: A Software Productization Project from the Computer Science Students’ Perspective,” In the Proceedings of the 25th Annual Conference of the Pennsylvania Computer and Information Science Educators (PACISE), West Chester, PA USA , April 2010.

David Oliver and Stephanie Elzer, The User Interface for Interactive_SIGHT, In the Proceedings of the 25th Annual Conference of the Pennsylvania Computer and Information Science Educators (PACISE) , West Chester, PA USA , April 2010.

Seniz Demir, David Oliver, Edward Schwartz, Stephanie Elzer, Sandra Carberry, and Kathleen F. McCoy, Interactive SIGHT into Information Graphics, In Proceedings of the 7th International Cross-Disciplinary Conference on Web Accessibility (W4A), Raleigh, NC, US, April 2010.

Patrick McCaskey, Stephanie Elzer and Nancy Mata, Software Productization Center — Small Business Institute ®: A Case Study of Cooperation, In the Proceedings of the 2010 Annual Meeting of the Small Business Institute ®, Albuquerque, NM USA, February 2010, Vol. 34, Issue 1,  pages 218-223

Richard Burns, Sandra Carberry, Stephanie Elzer, Visual and Spatial Factors in a Bayesian Reasoning Framework for the Recognition of Intended Messages in Grouped Bar Charts, AAAI Workshop: Visual Representations and Reasoning, Technical Report WS-10-07 2010, pages 6-13.

Stephanie Elzer, Edward Schwartz, Sandra Carberry, Daniel Chester, Seniz Demir and Peng Wu, “Bar Charts in Popular Media: Conveying Their Message to Visually Impaired Users via Speech,” in Advances in Intelligent Information Systems, Z. W. Ras, W. Ribarsky (Eds), Studies in Computational Intelligence, Volume 251, Springer, 2010, pages 275-298

2009
Richard Burns, Stephanie Elzer and Sandra Carberry, “Modeling Relative Task Effort for Grouped Bar Charts,” In Proceedings of the Annual Meeting of the Cognitive Science Society, Amsterdam, Netherlands, July 2009, pages 2292-2297.

Seniz Demir; Sandra Carberry and Stephanie Elzer, “Issues in Realizing the Overall Message of a Bar Chart,” in Recent Advances in Natural Language Processing V, Nicolas Nicolov, Galia Angelova, and Ruslan Mitkov (Eds) Current Issues in Linguistic Theory , John Benjamins 2009 , pages 311-320.

2008
Stephanie Elzer, Richard Burns, and Sandra Carberry, “The Role of Cognitive Modeling in an Automated System for Understanding Bar Charts,” In the Proceedings of the Workshop on Cognitive Models of Human Spatial Reasoning (in conjunction with International Conference on Spatial Cognition), Freiburg, Germany, September 2008, pages 1-6.

Richard Burns, Stephanie Elzer, and Sandra Carberry, “Estimating Effort for Trend Messages in Grouped Bar Charts,” Proceedings of the Fifth International Conference on the Theory and Application of Diagrams, Herrsching, Germany, September 2008, Pages 353-356.

Stephanie Elzer, Edward Schwartz, Sandra Carberry, Daniel Chester, Seniz Demir, and Peng Wu, “Accessible Bar Charts for Visually Impaired Users,” In the Proceedings of the Fourth Annual IASTED International Conference on Telehealth and Assistive Technologies, Baltimore, MD, April 2008, pages 55-60.

Jarett Cummings, Stephanie Elzer and Gary Zoppetti, “Bayesian Networks in Video Games,” In the Proceedings of the 23rd Annual Conference of the Pennsylvania Computer and Information Science Educators (PACISE), Kutztown, PA, April 2008.

David Hober and Stephanie Elzer, “Does the Real-Time Java Specification Form a Viable Real-Time Programming Language?“ In the Proceedings of the 23rd Annual Conference of the Pennsylvania Computer and Information Science Educators (PACISE), Kutztown, PA  April 2008.

Kevin Workman and Stephanie Elzer, “Creating an Upper-Level Undergraduate Robotics Elective in Computer Science,” In the Proceedings of the 23rd Annual Conference of the Pennsylvania Computer and Information Science Educators (PACISE), Kutztown, PA, USA, April 2008.

Richard Burns, Sandra Carberry, and Stephanie Elzer, “Processing Information Graphics in Multimodal Documents,” In the Proceedings of the AAAI Fall Symposium on Multimedia Information Extraction, 2008,  pages 5-9.

Sandra Carberry and Stephanie Elzer, “Toward Effective Processing of Information Graphics in Multimodal Documents: A Bayesian Network Approach,” Computational Intelligence in Multimedia Processing: Recent Advances, Aboul-Ella Hassanien, Ajith Abraham, and Janusz Kacprzyk, Editors, Springer, 2008, pages 191-212.

Peng Wu, Sandra Carberry, Daniel Chester, and Stephanie Elzer, “Decision Tree Induction for Identifying Trends in Line Graphs,” Proceedings of the 17th International Symposium on Methodologies for Intelligent Systems (ISMIS), Springer, Toronto, Canada 2008, pages 399-409.

2007
Seniz Demir, Sandra Carberry, and Stephanie Elzer, “Effectively Realizing the Inferred Message of an Information Graphic,” In the Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP), Borovets, Bulgaria, September 2007, pages 150–156.

Sandra Carberry and Stephanie Elzer, “Exploiting Evidence Analysis in Plan Recognition,” In Proceedings of the 11th International Conference on User Modeling (UM2007), Corfu, Greece, June 2007, pages 7–16.

Edward Schwartz and Stephanie Elzer. “An Introduction to COM, ATL, and the Windows API Through Creation of an Internet Explorer Browser Helper Object,” In Proceedings of the 22nd Annual Spring conference of the Pennsylvania Computer and Information Science Educators (PACISE) ,Lock Haven, PA, March 2007.

Stephanie Elzer, Edward Schwartz, Sandra Carberry, Daniel Chester, Seniz Demir, and Peng Wu, “A Browser Extension for Providing Visually Impaired Users Access to the Content of Bar Charts on the Web,” In the Proceedings of Third International Conference on Web Information Systems and Technology (WebIST), Barcelona, Spain, March 2007, pages 59-6.

2006
Sandra Carberry, Stephanie Elzer, and Seniz Demir, “Information Graphics: An Untapped Resource for Digital Libraries,” In the Proceedings of the 29th Annual International ACM SIGIR Conference on Research & Development on Information Retrieval, Seattle, WA, August 2006, pages 581–588.

Stephanie Elzer, Sandra Carberry and Seniz Demir, “Communicative Signals as the Key to the Automated Understanding of Simple Bar Charts,” In the Proceedings of the Fourth International Conference on the Theory and Application of Diagrams (Diagrams ‘06), Stanford, CA, June 2006, pages 25–39.

Stephanie Elzer, Nancy Green, Sandra Carberry, James Hoffman, “A Model of Perceptual Task Effort for Bar Charts and its Role in Recognizing Intention,” User Modeling and User-Adapted Interaction User Modeling and User-Adapted Interaction, Volume 16, Number 1, March 2006, pages 1–30.

2005
Stephanie Elzer, Sandra Carberry, Ingrid Zukerman, Daniel Chester, Nancy Green and Seniz Demir, “A Probabilistic Framework for Recognizing Intention in Information Graphics,” In the Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), Edinburgh, Scotland, July 2005, pages 1042–1047.

Stephanie Elzer, Sandra Carberry, Daniel Chester, Seniz Demir, Nancy Green, Ingrid Zukerman, and Keith Trnka, “Exploring and Exploiting the Limited Utility of Captions in Recognizing Intention in Information Graphics,” In the Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics, Ann Arbor, Michigan, June 2005, pages 223–230.

Daniel Chester and Stephanie Elzer, “Getting Computers to See Information Graphics so Users Do Not Have to,” In Proceedings of the 15th International Symposium on Methodologies for Intelligent Systems, Lecture Notes in Artificial Intelligence 3488, Springer-Verlag, June 2005, pages 660–668.

2004
Sandra Carberry, Stephanie Elzer, Nancy Green, Kathleen McCoy and Daniel Chester, “Extending Document Summarization to Information Graphics,” In the Proceedings of the Workshop ‘Text Summarization Branches Out’, Association for Computational Linguistics, Barcelona, Spain, July 2004, pages 3–9.

Stephanie Elzer, Nancy Green, Sandra Carberry and James Hoffman, “Incorporating Perceptual Task Effort into the Recognition of Intention in Information Graphics,” In the Proceedings of the Third International Conference on the Theory and Application of Diagrams (Diagrams ‘04), Cambridge, UK, March 2004, pages 255-270.

2003
Stephanie Elzer, Nancy Green and Sandra Carberry, “Exploiting Cognitive Psychology Research for Recognizing Intention in Information Graphics,” In Proceedings of the 25th Annual Meeting of the Cognitive Science Society, Boston, MA, July 2003.

Sandra Carberry, Stephanie Elzer, Nancy Green, Kathleen McCoy and Daniel Chester, “Understanding Information Graphics: A Discourse-Level Problem,” In the Proceedings of the Fourth SIGdial Workshop on Discourse and Dialogue, Association for Computational Linguistics, Sapporo, Japan, July 2003, pages 1-12.

Stephanie Elzer, Nancy Green, Sandra Carberry and Kathleen McCoy, “Extending Plan Inference Techniques to Recognize Intention in Information Graphics,” In Proceedings of the Ninth International Conference on User Modeling, Pittsburgh, PA, USA, June 2003, pages 122–132.

1999
Sandra Carberry, Jennifer Chu-Carroll, and Stephanie Elzer, “Constructing and Utilizing a Model of User Preferences in Collaborative Consultation Dialogues,” Computational Intelligence, 15(3), 1999, pages 185-217.

1995
Stephanie Elzer, “The Role of User Preferences and Problem-Solving Knowledge in Plan Recognition for Expert Consultation Systems,” In Proceedings of the workshop on The Next Generation of Plan Recognition Systems: Challenges for and Insight from Related Areas of AI, Montreal, Canada, August 1995, pages 37–41.

1994
Stephanie Elzer, Jennifer Chu-Carroll and Sandra Carberry, “Recognizing and Utilizing User Preferences in Collaborative Consultation Dialogues,”  Proceedings of the Fourth International Conference on User Modeling, Hyannis, MA, US, August 1994, pages 19-24.