STIDS 2016 The Eleventh International Conference on Semantic Technology for Intelligence, Defense, and Security Semantics in the Internet of Things November 14-17, 2016 George Mason University Fairfax, Virginia Campus Conference Proceedings Kathryn B. Laskey, Ian D. Emmons, Paulo C. G. Costa, Alessandro Oltramari, Eds. Preface The Eleventh International Conference on Semantic Technology for Intelligence, Defense, and Security (STIDS 2016) provides a forum for academia, government, and industry to share the latest research on semantic technology for defense, intelligence, and security applications. Semantic technology is a fundamental enabler to achieve great- er flexibility, precision, timeliness, and automation of analysis and response to rapidly evolving threats. The STIDS 2016 theme is Semantics in the Internet of Things. In addition, topics of general interest for STIDS in- clude: • Best practices in the engineering of ontologies • Collaboration • Command and Control (C2) and Situation Awareness (SA) • Cyberspace: defense, exploitation, and counter-attack • Decision making • Economics and financial analysis • Emergency response • Human factors and usability issues related to semantic technologies • Information sharing • Infrastructure protection • Intelligence collection, analysis, and dissemination • Law and law enforcement • Planning: representation of and reasoning over plans and processes • Predictive analysis • Provenance, source credibility, and evidential pedigree • Resiliency, risk analysis, and vulnerability assessment • Science and technology (biology, health, chemistry, engineering, etc.) • Sensor systems • Sociology (social networks, ethnicity, religion, culture, politics, etc.) • Spatial and temporal phenomena and reasoning • Uncertainty as it relates to ontologies and reasoning Fairfax, VA November 2016 Ian Emmons and Kathryn Laskey STIDS 2016 Technical Chairs Paulo Costa and Alessandro Oltramari STIDS 2016 General Chairs STIDS 2016 Proceedings Page i STIDS 2015 Committees Program Committee Carl Andersen Raytheon BBN Technologies Rommel Novaes Carvalho Brazil’s Office of the Comptroller General Erik Blasch AFRL Paulo Costa George Mason University Timothy Darr Knowledge Based Systems Inc. Ian Emmons Raytheon BBN Technologies Matthew Fisher Progeny Systems Mark Greaves Pacific Northwest National Laboratory Richard Haberlin EMSolutions, Inc. Peter Haddawy Mahidol University Brian Haugh IDA Edward Huang George Mason University Gregory Joiner Raytheon BBN Technologies Anne-Laure Jousselme NATO Centre for Maritime Research and Experimentation (CMRE) Mieczyslaw Kokar Northeastern University Dave Kolas Raytheon BBN Technologies Kathryn Laskey George Mason University Louise Leenen CSIR Richard Markeloff Raytheon BBN Technologies David Mireles Raytheon BBN Technologies Ranjeev Mittu US Naval Research Laboratory Leo Obrst MITRE Corporation Alessandro Oltramari Bosch Research and Technology Center Patrice Seyed Rensselaer Polytechnic Institute Barry Smith University at Buffalo Andrew Perez-Lopez BBN Technologies Tony Stein Raytheon BBN Technologies Kathleen Stewart University of Maryland Gheorghe Tecuci George Mason University Brian Ulicny Thomson Reuters Amanda Vizedom Criticollab, LLC Andrea Westerinen Nine Points Solutions, LLC Duminda Wijesekera George Mason University Abbas Zaidi George Mason University STIDS 2016 Proceedings Page ii STIDS Steering Committee Paulo Costa George Mason University Ian Emmons Raytheon BBN Technologies Katherine Goodier Xcelerate Solutions Kathryn Laskey George Mason University Leo Obrst MITRE Corporation Barry Smith NCOR, University at Buffalo STIDS 2016 Proceedings Page iii STIDS 2015 Organizing Committee General Chairs Paulo Costa Alessandro Oltramari Technical Chairs Ian Emmons Kathryn Laskey Publicity Chair Richard Markeloff Local Arrangements Chair André Negrão Costa Classified Session Chair Brian Haugh Local Team (GMU) Debra Schenaker (Administrative Chair) Priscilla McAndrews Nicholas Clark Shou Matsumoto Jeronymo Carvalho STIDS 2016 Proceedings Page iv Michael Dean Best Paper Award August 7, 1961 - November 19, 2014 The Michael Dean Best Paper Award was established in 2014 in recognition of Michael Dean’s many and diverse contributions to the STIDS community. In selecting the winner, the committee sought to highlight the qualities that made Mike such an asset to this community. The criteria for selection exemplify the very best contributions to the conference and the community. To this end, the Michael Dean Best paper is the one that, in the judgment of the award committee, best satisfies the following criteria: 1. Conveys a clear, careful understanding of the problem or issue being addressed, and clearly states why it matters. 2. Conveys a thorough understanding of technical issues, and a well-grounded, pragmatic view of prior and related work. 3. Clearly identifies the specific semantic technologies being discussed, and their relationship to the problem. 4. Identifies specific experience or expertise on which the paper and its conclusions draw. 5. If a semantic system or application is being presented as part of a solution, clearly identifies and com- municates the components of this system, including any ontologies, and how they interact, as well as their degree of actuality, availability, maturity and source. 6. Identifies whether and how such system/application/components have been evaluated and with what re- sults. 7. Identifies outcomes, experiences, and lessons learned. 8. Demonstrates prioritization of greater technical and domain understanding and problem-solving over self- promotion, organizational promotion, partisan or programmatic scorekeeping, or other, narrower concerns. 9. Demonstrates knowledge of prior and current art, strengthens such knowledge in the community, and promotes better understanding by sharing the rationale for choices, especially when they diverge from common practice. 10. Demonstrates and strengthens the state of the art of semantic technology via the quality of the work de- scribed. Provides promising ways forward while negotiating known trade-offs and avoiding known pit- falls. Helps more junior technologists avoid repetition of old errors, and provides more senior technolo- gists with new insights. The winning paper was announced on the last day of the conference: • 2016 Michael Dean Best Paper: Michael Reep, Bo Yu, Duminda Wijesekera, Paulo Costa. Sharing Data under Genetic Privacy Laws. • Runner-up: Frank Greitzer, Muhammad Imran, Justin Purl, Elise Axelrad, Yung Mei, Leong, D. E., Sun- ny Becker, Kathryn Laskey, Paul Sticha. Developing an Ontology for Individual and Organizational So- ciotechnical Indicators of Insider Threat Risk. STIDS 2016 Proceedings Page v 2015 Michael Dean Award Committee Leo Obrst (chair) MITRE Corporation Mark Underwood Krypton Brothers LLC Ian Emmons Raytheon BBN Technologies Richard Markeloff Raytheon BBN Technologies STIDS 2016 Proceedings Page vi