Deborah L. McGuinness | |
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Born | Deborah Louise McGuinness 1960 (age 63–64) |
Alma mater | Duke University (BS) University of California at Berkeley (MS) Rutgers University (PhD) |
Awards | Fellow of the American Association for the Advancement of Science (2014) |
Scientific career | |
Fields | Semantic Web Ontologies Artificial Intelligence Data Science Health Informatics |
Institutions | Rensselaer Polytechnic Institute Stanford University |
Thesis | Explaining reasoning in description logics (1996) |
Doctoral advisor | Alexander Tiberiu Borgida [1] |
Website | https://www.cs.rpi.edu/~dlm/ |
Deborah Louise McGuinness (born ca. 1960) is an American computer scientist and researcher at Rensselaer Polytechnic Institute (RPI). She is a professor of Computer, Cognitive and Web Sciences, Industrial and Systems Engineering, and an endowed chair in the Tetherless World Constellation, a multidisciplinary research institution within RPI that focuses on the study of theories, methods and applications of the World Wide Web. Her fields of expertise include interdisciplinary data integration, artificial intelligence, specifically in knowledge representation and reasoning, description logics, the semantic web, explanation, and trust.
McGuinness completed her Ph.D. in computer science from Rutgers University in 1997 with a thesis titled “Explaining Reasoning in Description Logics”. She received a master's degree in computer science from the University of California, Berkeley (1981) and a Bachelor of Science in computer science and Bachelor of Arts (BA) in mathematics from Duke University (1980).
McGuinness’ career began in 1980 as a technical staff member for AT&T Bell Labs where for eighteen years, she worked in Artificial Intelligence applied and fundamental research, with business rotations in Home Information Systems, Home Communication Systems and managed an emerging technologies and applications group for AT&T's personal online services.
From 1998 to 2007, McGuinness served as co-director and senior research scientist and later acting director in the Knowledge Systems Laboratory (KSL), Artificial Intelligence Laboratory at Stanford University. [2]
In October 2007, she joined the faculty at RPI and became an endowed constellation chair with James Hendler, within the Tetherless World Constellation. While at RPI, she became the founding director of the Web Science Research Center and Director of Health Analytics at the Institute for Data Exploration and Application (IDEA). [3]
McGuinness is CEO and president of her own consulting firm for clients wishing to plan, develop, deploy, and maintain semantic web and/or AI applications.
She also is an inventor on 5 patents and has served as an expert witness in a number of cases, many in the area of configuration. [4]
McGuinness has worked in knowledge representation and reasoning environments, and their applications, for over 40 years. She has led multimillion-dollar, government sponsored research efforts, many in multi-disciplinary areas, delivering long-lived software and world class publishable results on topics including but not limited to health, exposure, cancer, smoking and drug repurposing research.
McGuinness is known for her work on description logics, particularly her work on the CLASSIC knowledge representation system, explanation components for description logics, and a number of applications of description logics such as the PROSE and QUESTAR configurators from AT&T and Lucent Laboratories. She was integral in the creation of DARPA Agent Markup Language (DAML) and the KSL Wine Agent.
She co-authored the World Wide Web Consortium (W3C)'s recommendation for an Ontology Web Language (OWL) and provenance language (PROV) recommendations and the Proof Markup Language (PML) for representing knowledge provenance. She started Stanford's explanation effort, called Inference Web, that aims to provide infrastructure for improving trust and understand-ability of answers in distributed environments, such as the web.
Through her involvement in a variety of research areas, including those mentioned above, McGuiness is successfully leading the design and development of multi-disciplinary health and environmental informatics platforms and applications. Notable recent projects include: the Health Empowerment by Analytics, Learning, and Semantics (HEALS) project, [5] a joint IBM-RPI effort; the Human and Children's Health Exposure Analysis Resource projects (HHEAR) [6] and (CHEAR), [7] funded by NIH; the DARPA-funded Machine Commonsense (MCS) program and the Multi-modal Open World Grounded Learning and Inference (MOWGLI) project [8] and a Food Security project; the Human-Aware Data Acquisition Infrastructure (HADatAc) project, [9] the Jefferson project, [10] a joint IBM Research, RPI and Lake George Association collaboration, and the MaterialsMine project. [11]
Cyc is a long-term artificial intelligence project that aims to assemble a comprehensive ontology and knowledge base that spans the basic concepts and rules about how the world works. Hoping to capture common sense knowledge, Cyc focuses on implicit knowledge. The project began in July 1984 at MCC and was developed later by the Cycorp company.
Knowledge representation and reasoning is a field of artificial intelligence (AI) dedicated to representing information about the world in a form that a computer system can use to solve complex tasks, such as diagnosing a medical condition or having a natural-language dialog. Knowledge representation incorporates findings from psychology about how humans solve problems and represent knowledge, in order to design formalisms that make complex systems easier to design and build. Knowledge representation and reasoning also incorporates findings from logic to automate various kinds of reasoning.
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Logic in computer science covers the overlap between the field of logic and that of computer science. The topic can essentially be divided into three main areas:
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Ekaterini Panagiotou Sycara is a Greek computer scientist. She is an Edward Fredkin Research Professor of Robotics in the Robotics Institute, School of Computer Science at Carnegie Mellon University internationally known for her research in artificial intelligence, particularly in the fields of negotiation, autonomous agents and multi-agent systems. She directs the Advanced Agent-Robotics Technology Lab at Robotics Institute, Carnegie Mellon University. She also serves as academic advisor for PhD students at both Robotics Institute and Tepper School of Business.
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Peter Arthur Fox was a data science and Semantic eScience researcher at Rensselaer Polytechnic Institute (RPI), United States. He was a Tetherless World Constellation chair and professor of Earth and Environmental Science, Computer Science and Cognitive Science, and director of the Information Technology and Web Science Program at RPI. He was known for defining informatics and data science in earth sciences, bringing Semantic Web research to that community, as well as defining the sun-earth connection research agenda and co-convening the community. Fox was born in Devonport, Tasmania, Australia and resided in Troy, NY, United States until his death on 27 March 2021, at the age of 61.
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Jens Lehmann is a computer scientist who works with knowledge graphs and artificial intelligence. He is a principal scientist at Amazon, an honorary professor at TU Dresden, and a fellow of the European Laboratory for Learning and Intelligent Systems. He was formerly a full professor at the University of Bonn, Germany and lead scientist for Conversational AI and Knowledge Graphs at Fraunhofer IAIS.
Xiaogang Ma or Marshall Ma is a data science and geoinformatics researcher at the University of Idaho (UI), United States. He is an associate professor in the department of computer science at UI, and also affiliates with the department of earth and spatial sciences and several research institutes and centers at the university.