Publications

(2022). An AI Approach to Integrating Climate, Hydrology, and Agriculture Models. Proceedings of the First International Workshop on Social Impact of AI for Africa (SIAIA), held at the 36th Annual Conference of the Association for the Advancement of Artificial Intelligence (AAAI-22).

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(2020). Towards Automating Time Series Analysis for the Paleogeosciences. Proceedings of the Sixth Workshop on Mining and Learning from Time Series (MiLeTS), held in conjunction with the 26th ACM SIGKDD Conference on Knowledge Discovery and Datamining (KDD'20).

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(2020). The genetic architecture of the human cerebral cortex. Science.

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(2020). ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries. Nature Translational Psychiatry.

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(2019). Towards Human-Guided Machine Learning. Proceedings of the 24th ACM International Conference on Intelligent User Interfaces (IUI).

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(2019). Towards Automated Hypothesis Testing in Neuroscience. Proceedings of the Fifth Workshop on Data Management and Analytics for Medicine and Healthcare (DMAH), held in conjunction with the 45th International Conference on Very Large Data Bases (VLDB).

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(2019). Semantic Workflows and Machine Learning for the Assessment of Carbon Storage by Urban Trees. Proceedings of the Third Workshop on Capturing Scientific Knowledge (SciKnow), held in conjunction with the 2019 ACM International Conference on Knowledge Capture (K-CAP'19).

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(2019). A Personal Visual Comfort Model: Predict an Individual' s Visual Comfort Using Occupant Eye Pupil Sizes and Machine Learning. Tenth International Conference on Indoor Air Quality, Ventilation and Energy Conservation in Buildings, IOP Conference Series in Materials Science and Engineering (609)4.

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(2019). A 20-Year Community Roadmap for Artificial Intelligence Research in the US. Computing Community Consortium (CCC) and Association for the Advancement of Artificial Intelligence (AAAI) report published in arXiv.

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(2018). Semantic Software Metadata for Workflow Exploration and Evolution. Proceedings of the Fourteenth IEEE International Conference on eScience.

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(2018). PSM-Flow: Probabilistic Subgraph Mining for Discovering Reusable Fragments in Workflows. Proceedings of IEEE/WIC/ACM International Conference on Web Intelligence (WI-18).

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(2017). Towards Automating Data Narratives. Proceedings of the Twenty-Second ACM International Conference on Intelligent User Interfaces (IUI-17).

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(2017). The DISK Hypothesis Ontology: Capturing Hypothesis Evolution for Automated Discovery. Proceedings of the Workshop on Capturing Scientific Knowledge (SciKnow), held in conjunction with the ACM International Conference on Knowledge Capture (K-CAP).

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(2017). Requirements for Supporting the Iterative Exploration of Scientific Workflow Variants. Proceedings of the Workshop on Capturing Scientific Knowledge (SciKnow), held in conjunction with the ACM International Conference on Knowledge Capture (K-CAP).

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(2017). NiW: Converting Notebooks into Workflows to Capture Dataflow and Provenance. Proceedings of the Workshop on Capturing Scientific Knowledge (SciKnow), held in conjunction with the ACM International Conference on Knowledge Capture (K-CAP).

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(2017). Improving Publication and Reproducibility of Computational Experiments through Workflow Abstractions. Proceedings of the Workshop on Capturing Scientific Knowledge (SciKnow), held in conjunction with the ACM International Conference on Knowledge Capture (K-CAP).

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(2016). Teaching Big Data Analytics Skills with Intelligent Workflow Systems. Proceedings of the Sixth Symposium on Educational Advances in Artificial Intelligence (EAAI), colocated with the National Conference of the Association for the Advancement of Artificial Intelligence (AAAI).

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(2016). Dynamically Generated Metadata and Replanning by Interleaving Workflow Generation and Execution. Proceedings of the Tenth IEEE International Conference on Semantic Computing (ICSC).

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(2015). The Provenance Bee Wiki: Tracking the Growth of Semantic Wiki Communities. Proceedings of the Eighth ACM International Conference on Knowledge Capture.

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(2015). Organic Data Science: A Task-Centered Interface to On-Line Collaboration in Science. Proceedings of the ACM International Conference on Intelligent User Interfaces.

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(2015). OntoSoft: Capturing Scientific Software Metadata. Proceedings of the Eighth ACM International Conference on Knowledge Capture.

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(2015). Human Tutorial Instruction in the Raw. ACM Transactions on Interactive Intelligent Systems.

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(2015). DRAT: An Unobtrusive, Scalable Approach to Large Scale Software License Analysis. Proceedings of the Fourth International Workshop on Software Mining, held in conjunction with the 30th IEEE/ACM International Conference on Automated Software Engineering (ASE).

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(2015). A Semantic, Task-Centered Collaborative Framework for Science. Proceedings of the Twelfth European Semantic Web Conference (ESWC).

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(2014). Towards Workflow Ecosystems Through Semantic and Standard Representations. Proceedings of the Ninth Workshop on Workflows in Support of Large-Scale Science (WORKS), held in conjunction with the IEEE ACM International Conference on High-Performance Computing (SC).

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(2014). Teaching Parallelism Without Programming: A Data Science Curriculum for Non-CS Students. Proceedings of the Workshop on Education for High-Performance Computing (EduHPC), held in conjunction with the IEEE ACM International Conference on High Performance Computing (SC).

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(2014). Intelligent Workflow Systems and Provenance-Aware Software. Proceedings of the Seventh International Congress on Environmental Modeling and Software.

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(2014). Collaborative Software Development Needs in Geosciences. Proceedings of the Second Workshop on Sustainable Software for Science: Practice and Experiences (WSSSPE2), held in conjunction with the IEEE ACM International Conference on High Performance Computing (SC).

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(2014). Challenges in Modeling Geospatial Provenance. Proceedings of the Fifth International Provenance and Annotation Workshop (IPAW).

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(2013). Using Semantic Workflows to Disseminate Best Practices and Accelerate Discoveries in Multi-Omic Data Analysis. AAAI Workshop on Expanding the Boundaries of Health Informatics using AI (HIAI), held in conjunction with the Conference of the Association for the Advancement of Artificial Intelligence (AAAI).

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(2013). Towards Task-Centered Network Models through Semantic Workflows. Proceedings of the IEEE Conference on Intelligence and Security Informatics (ISI).

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(2013). Time-Bound Analytic Tasks on Large Datasets through Dynamic Configuration of Workflows. Proceedings of the Eighth Workshop on Workflows in Support of Large-Scale Science (WORKS), held in conjunction with SC 2013.

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(2013). Social Knowledge Collection. Handbook of Human Computation.

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(2013). Mapping Semantic Workflows to Alternative Workflow Execution Engines. Seventh IEEE International Conference on Semantic Computing (ICSC).

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(2013). Knowledge Capture in the Wild: A Perspective from Semantic Wiki Communities. Seventh ACM International Conference on Knowledge Capture (K-CAP).

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(2013). Capturing Data Analysis Expertise with Visualization in Workflows. AAAI Fall Symposium on Discovery Informatics: AI Takes a Science-Centered View on Big Data.

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(2013). An Initial Analysis of Semantic Wikis. Proceedings of the ACM International Conference on Intelligent User Interfaces (IUI).

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(2012). Reusing Workflow Fragments Across Multiple Data Domains. Proceedings of the Seventh Workshop on Workflows in Support of Large-Scale Science (WORKS-12), held in conjunction with SC 2012.

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(2012). Requirements for Provenance on the Web. International Journal of Digital Curation.

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(2012). Organic Data Sharing: A Novel Approach to Scientific Data Sharing. Second International Workshop on Linked Science: Tackling Big Data (LISC), held in conjunction with the International Semantic Web Conference (ISWC).

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(2012). Discovery Informatics: AI Opportunities in Scientific Discovery. AAAI Fall Symposium on Discovery Informatics: The Role of AI Research in Innovating Scientific Processes.

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(2012). Automatic Metadata Annotation through Reconstructing Provenance. *Proceedings of the Third International Workshop on the role of Semantic Web in Provenance Management (SWPM) *.

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(2012). Augmenting PROV with Plans in P-PLAN: Scientific Processes as Linked Data. Second International Workshop on Linked Science: Tackling Big Data (LISC), held in conjunction with the International Semantic Web Conference (ISWC).

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(2011). Want World Domination? Play Risk! Matching To-Do items with How-Tos from the Web. Proceedings of the ACM International Conference on Intelligent User Interfaces.

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(2011). TellMe: Learning Procedures from Tutorial Instruction. Proceedings of the ACM International Conference on Intelligent User Interfaces.

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(2011). Retrieval of Semantic Workflows with Knowledge Intensive Similarity Metrics. Proceedings of the Nineteenth International Conference on Case Based Reasoning (ICCBR).

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(2011). Making Data Analysis Expertise Broadly Accessible through Workflows. Proceedings of the Sixth Workshop on Workflows in Support of Large-Scale Science (WORKS), held in conjunction with SC 2011.

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(2011). LinkedDataLens: Linked Data as a Network of Networks. Proceedings of the ACM International Conference on Knowledge Capture (K-CAP).

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(2011). Linked Data for Network Science. First International Workshop on Linked Science at the International Semantic Web Conference (ISWC).

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(2011). A New Approach for Publishing Workflows: Abstractions, Standards, and Linked Data. Proceedings of the Sixth Workshop on Workflows in Support of Large-Scale Science (WORKS), held in conjunction with SC 2011.

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(2011). A Formal Framework for Combining Natural Instruction and Demonstration for End-User Programming. Proceedings of the ACM International Conference on Intelligent User Interfaces.

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(2010). Towards the Integration of Programming by Demonstration and Programming by Instruction using Golog. Proceedings of the AAAI Workshop on Plan, Activity, and Intent Recognition (PAIR).

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(2010). Shortipedia: Aggregating and Curating Semantic Web Data. Semantic Web Challenge at the International Semantic Web Conference (ISWC).

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(2010). Reasoning about the Appropriate Use of Private Data through Computational Workflows. Proceedings of the AAAI Spring Symposium on Privacy Management.

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(2010). Principles for Interactive Acquisition and Validation of Workflows. Journal of Experimental and Theoretical Artificial Intelligence.

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(2010). Assisting Scientists with Complex Data Analysis Tasks through Semantic Workflows. *Proceedings of the AAAI Fall Symposium on Proactive Assistant Agents *.

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(2009). Workflow Matching using Semantic Metadata. Proceedings of the Fifth International Conference on Knowledge Capture (K-CAP).

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(2009). Scaffolding Instructions to Learn Procedures from Users.
  • Proceedings of the AAAI Spring Symposium on Agents that Learn from Human Teachers*
.

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(2009). Leveraging Social Networking Sites to Acquire Rich Task Structure.
  • Proceedings of the IJCAI Workshop on User-Contributed Knowledge and Artificial Intelligence: An Evolving Synergy (WikiAI), held in conjunction with the Twenty-First International Joint Conference on Artificial Intelligence (IJCAI)*
.

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(2009). Expressive Reusable Workflow Templates. Proceedings of the Fifth IEEE International Conference on e-Science (e-Science).

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(2009). Determining the Trustworthiness of New Electronic Contracts. Proceedings of the Tenth Annual Workshop on Engineering Societies in the Agents World (ESAW).

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(2009). Analyzing the Gap between Workflows and their Natural Language Descriptions. Proceedings of the IEEE International Workshop on Scientific Workflows (SWF).

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(2009). A Scientific Workflow Construction Command Line. Proceedings of the ACM International Conference on Intelligent User Interfaces (IUI).

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(2008). Towards Intelligent Assistance for To-Do Lists. Proceedings of the ACM International Conference on Intelligent User Interfaces (IUI).

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(2008). Self-Configuring Applications for Heterogeneous Systems: Program Composition and Optimization Using Cognitive Techniques. Proceedings of the IEEE, Special Issue on Cutting-Edge Computing: Using New Commodity Architectures.

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(2008). Provenance Trails in the Wings/Pegasus Workflow System. Concurrency and Computation: Practice and Experience, Special Issue on the First Provenance Challenge.

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(2008). Designing and Parameterizing a Workflow for Optimization: A Case Study in Biomedical Imaging. Proceedings of the Twentysecond IEEE International Symposium on Parallel and Distributed Processing (IPDPS).

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(2008). Automating To-Do Lists for Users: Interpretation of To-Dos for Selecting and Tasking Agents. Proceedings of the Twenty-Third Conference of the American Association for Artificial Intelligence (AAAI).

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(2007). Towards Privacy Aware Data Analysis Workflows for e-Science. Proceedings of the AAAI Workshop on Semantic e-Science (SeS2007), held in conjunction with the Twenty-Second Conference of the Association for the Advancement of Artificial Intelligence (AAAI).

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(2007). Privacy Enforcement in Data Analysis Workflows. Proceedings of the AAAI Workshop on Privacy Enforcement and Accountability with Semantics (PEAS), held in conjunction with the Sixth International Semantic Web Conference (ISWC) and the Second Asian Semantic Web Conference (ASWC).

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(2007). On the Black Art of Designing Computational Workflows. Proceedings of the Second Workshop on Workflows in Support of Large-Scale Science (WORKS), held in conjunction with the IEEE International Symposium on High Performance Distributed Computing (HPDC).

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(2007). Enhancing Interaction with To-Do Lists Using Artificial Assistants. Proceedings of the AAAI Spring Symposium on Interaction Challenges for Artificial Assistants.

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(2006). Workflow Composition. Workflows for e-Science.

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(2006). Wings for Pegasus: A Semantic Approach to Creating Very Large Scientific Workflows. Proceedings of the 2006 Workshop on OWL: Experiences and Directions (OWL-ED).

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(2006). Towards Content Trust of Web Resources. Proceedings of the Fifteenth International World Wide Web Conference (WWW).

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(2006). Semantic Metadata Generation for Large Scientific Workflows. Proceedings of the Fifth International Semantic Web Conference (ISWC).

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(2006). Organizing Argumentation Statements to Support Intelligence Analysis. Proceedings of the Workshop on Intelligent User Interfaces for Intelligence Analysis at the ACM International Conference on Intelligent User Interfaces.

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(2006). Metadata Catalogs with Semantic Representations. Proceedings of the International Provenance and Annotation Workshop (IPAW).

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(2006). Managing Large-Scale Scientific Workflows in Distributed Environments: Experiences and Challenges. Proceedings of the Workshop on Scientific Workflows and Business Workflow Standards in e-Science of the Second International Conference on e-Science and Grid Technologies (e-Science).

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(2005). Virtual Metadata Catalogs: Augmenting Metadata Catalogs with Semantic Representations. Proceedings of the Fourth International Semantic Web Conference (ISWC).

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(2005). User interfaces with semi-formal representations: a study of designing argumentation structures. Proceedings of the ACM International Conference on Intelligent User Interfaces (IUI).

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(2005). Towards Managing Knowledge Collection from Volunteer Contributors. Proceedings of the AAAI Spring Symposium on Knowledge Collection from Volunteer Contributors (KCVC).

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(2005). Task scheduling strategies for workflow-based applications in grids. Proceedings of the Fifth International Symposium on Cluster Computing and the Grid (CCGrid).

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(2005). An Analysis of Knowledge Collected from Volunteer Contributors. Proceedings of the Twentieth National Conference on Artificial Intelligence (AAAI).

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(2004). Incremental formalization of document annotations through ontology-based paraphrasing. Proceedings of the 13th International World Wide Web Conference (WWW).

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(2004). Artemis: Integrating Scientific Data on the Grid. Proceedings of the Sixteenth Conference on Innovative Applications of Artificial Intelligence (IAAI).

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(2004). An intelligent assistant for interactive workflow composition. Proceedings of the ACM International Conference on Intelligent User Interfaces.

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(2003). TRELLIS: Supporting Decision Making via Argumentation in the Semantic Web. Proceedings of Second International Semantic Web Conference (ISWC).

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(2003). Transparent Grid Computing: A Knowledge-Based Approach. Proceedings of the Fifteenth Conference on Innovative Applications of Artificial Intelligence (IAAI).

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(2003). The Role of Planning in Grid Computing. Proceedings of the Thirteenth International Conference on Automated Planning and Scheduling (ICAPS).

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(2003). Proactive Acquisition from Tutoring and Learning Principles. Proceedings of the Eleventh International Conference on Artificial Intelligence in Education (AI-ED).

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(2003). Pegasus and the Pulsar Search: From Metadata to Execution on the Grid. Applications Grid Workshop at the Fifth International Conference on Parallel Processing and Applied Mathematics (PPAM).

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(2003). Knowledge Mobility: Semantics for the Web as a White Knight for Knowledge-Based Systems. Spinning the Semantic Web: Bringing the World Wide Web to Its Full Potential.

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(2002). Trusting Information Sources One Citizen at a Time. Proceedings of the First Semantic Web Conference (ISWC).

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(2002). TRELLIS: An Interactive Tool for Capturing Information Analysis and Decision Making. Proceedings of the Thirteenth International Conference on Knowledge Engineering and Knowledge Management (EKAW).

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(2002). Interactive Knowledge Acquisition Tools: A Tutoring Perspective. Proceedings of the 24th Annual Meeting of the Cognitive Science Society (CogSci), Fairfax, VA, August 8-10.

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(2002). IKRAFT: Interactive Knowledge Representation and Acquisition from Text. Proceedings of the Thirteenth International Conference on Knowledge Engineering and Knowledge Management (EKAW).

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(2002). Deriving Acquisition Principles from Tutoring Principles. Proceedings of the International Conference on Intelligent Tutoring Systems (ITS).

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(2002). A Comparison of (Semantic) Markup Languages. Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference (FLAIRS).

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(2001). User Studies of Knowledge Acquisition Tools: Methodology and Lessons Learned. Journal of Experimental and Theoretical Artificial Intelligence.

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(2001). PHOSPHORUS: a task-based agent matchmaker. Proceedings of the Fifth International Conference on Autonomous Agents.

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(2001). Knowledge Analysis on Process Models. Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence (IJCAI).

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(2001). Electric Elves: Applying Agent Technology to Support Human Organizations. Proceedings of the Thirteenth Innovative Applications of Artificial Intelligence Conference (IAAI).

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(2001). An integrated environment for knowledge acquisition. Proceedings of the ACM International Conference on Intelligent User Interfaces (IUI).

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(2000). PLANET: A Shareable and Reusable Ontology for Representing Plans. AAAI Workshop on Representational Issues for Real-World Planning Systems.

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(2000). How Can a Structured Representation of Capabilities Help in Planning?. AAAI 2000 Workshop on Representational Issues for Real-world Planning Systems.

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(2000). Acquiring Problem-Solving Knowledge from End Users: Putting Interdependency Models to the Test. Proceedings of the Seventeenth National Conference on Artificial Intelligence (AAAI).

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(1999). Designing Scripts to Guide Users in Modifying Knowledge-based Systems. Proceedings of the Sixteenth National Conference on Artificial Intelligence (AAAI).

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(1999). Deriving Expectations to Guide Knowledge Base Creation. Proceedings of the Sixteenth National Conference on Artificial Intelligence (AAAI).

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(1997). A Script-Based Approach to Modifying Knowledge Bases. Proceedings of the Fourteenth National Conference on Artificial Intelligence (AAAI).

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(1996). Subsumption-Based Matching: Bringing Semantics to Goals. Proceedings of the International Workshop on Description Logics (DL).

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(1996). Planning Experiments: Resolving Interactions between Two Planning Spaces. Proceedings of the Third International Conference on Artificial Intelligence Planning Systems (AIPS).

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(1996). Explicit Representations of Problem-Solving Strategies to Support Knowledge Acquisition. Proceedings of the Thirteenth National Conference on Artificial Intelligence (AAAI).

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(1996). EXPECT: A User-Centered Environment for the Development and Adaptation of Knowledge-Based Planning Aids. Advanced Planning Technology: Technological Achievements of the ARPA/Rome Laboratory Planning Initiative, Austin Tate (Ed).

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(1994). Learning by Experimentation: Incremental Refinement of Incomplete Planning Domains. Proceedings of the Eleventh International Machine Learning Conference (ICML).

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(1994). Knowledge Refinement in a Reflective Architecture. Proceedings of the Twelfth National Conference on Artificial Intelligence (AAAI).

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(1993). Efficient Domain-Independent Experimentation. Proceedings of the Tenth International Machine Learning Conference (ICML).

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(1991). A Domain-Independent Framework for Effective Experimentation in Planning. Proceedings of the Eight International Conference on Machine Learning (ICML).

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(1990). Learning by Experimentation: The Operator Refinement Method. Machine Learning: An Artificial Intelligence Approach, Volume III, Michalski, R. S. and Kodratoff, Y. (Eds.).

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