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Randall Davis

Randall Davis

D-Index & Metrics

Computer Science

D-Index
61
Citations
19823
World Ranking
3015
National Ranking
1478

Overview

Randall Davis is affiliated with MIT in the United States. Their research spans multiple fields, with a primary focus on medicine and neuroscience. Key subfields include cognitive neuroscience, psychiatry and mental health, artificial intelligence, mechanical engineering, and accounting.

Their work concentrates on a variety of topics, including dementia and cognitive impairment research, attention deficit hyperactivity disorder, spatial neglect and hemispheric dysfunction, design education and practice, financial distress and bankruptcy prediction, machine learning in healthcare, and the neurobiology of language and bilingualism.

Randall Davis has contributed to several recent papers, covering interdisciplinary subjects that intersect healthcare, cognitive science, and financial risk analysis. Notable publications include:

  • "Cognitive Correlates of Digital Clock Drawing Metrics in Older Adults with and without Mild Cognitive Impairment," 2020, published in Journal of Alzheimer s Disease
  • "DCTclock: Clinically-Interpretable and Automated Artificial Intelligence Analysis of Drawing Behavior for Capturing Cognition," 2021, published in Frontiers in Digital Health
  • "Explainable Machine Learning Models of Consumer Credit Risk," 2022, published in SSRN Electronic Journal
  • "Explainable Machine Learning Models of Consumer Credit Risk," 2023, published in The Journal of Financial Data Science
  • "Proof of concept: digital clock drawing behaviors prior to transcatheter aortic valve replacement may predict length of hospital stay and cost of care," 2021, published in Exploration of Medicine

The frequent co-authors in their collaborations include Dana L. Penney, Catherine Dion, David J. Libon, Catherine C. Price, and Shawna Amini.

Randall Davis has published in several scientific venues, with repeated contributions to the following journals:

  • Alzheimer s & Dementia
  • Journal of Alzheimer s Disease
  • Frontiers in Digital Health
  • SSRN Electronic Journal
  • The Journal of Financial Data Science

Best Publications

  • Negotiation as a Metaphor for Distributed Problem Solving

    Randall Davis;Reid G. Smith

  • Diagnostic reasoning based on structure and behavior

    Randall Davis

  • Frameworks for Cooperation in Distributed Problem Solving

    Reid G. Smith;Randall Davis

  • What Is a Knowledge Representation

    Randall Davis;Howard E. Shrobe;Peter Szolovits

  • Production rules as a representation for a knowledge-based consultation program

    Randall Davis;Bruce Buchanan;Edward Shortliffe

  • Knowledge-based systems in artificial intelligence

    Randall Davis;Douglas B Lenat

  • An overview of production systems

    Randall Davis;Jonathan King

  • Interactive transfer of expertise: Acquisition of new inference rules

    Randall Davis

  • Computer-based consultations in clinical therapeutics: explanation and rule acquisition capabilities of the MYCIN system.

    Edward H. Shortliffe;Randall Davis;Stanton G. Axline;Bruce G. Buchanan

  • Model-based reasoning: troubleshooting

    Randall Davis;Walter Hamscher

  • Expert Systems: Where Are We? And Where Do We Go from Here?

    Randall Davis

  • Sketch based interfaces: early processing for sketch understanding

    Tevfik Metin Sezgin;Thomas Stahovich;Randall Davis

  • LADDER, a sketching language for user interface developers

    Tracy Hammond;Randall Davis

  • SketchREAD: a multi-domain sketch recognition engine

    Christine Alvarado;Randall Davis

  • Tahuti: a geometrical sketch recognition system for UML class diagrams

    Tracy Hammond;Randall Davis

  • Diagnosis based on description of structure and function

    Randall Davis;Howard Shrobe;Walter Hamscher;Karen Wieckert

  • Meta-rules: Reasoning about control

    Randall Davis

  • LADDER, a sketching language for user interface developers

    Tracy Hammond;Randall Davis

  • Reasoning from first principles in electronic troubleshooting

    Randall Davis

  • Meta-level knowledge: overview and applications

    Randall Davis;Bruce C. Buchanan

Frequent Co-Authors

Jacob Eisenstein
Jacob Eisenstein Google (United States)
David J. Libon
David J. Libon Rowan University
Bruce G. Buchanan
Bruce G. Buchanan University of Pittsburgh
Melissa Lamar
Melissa Lamar Rush University Medical Center
Rhoda Au
Rhoda Au Boston University
Edward H. Shortliffe
Edward H. Shortliffe Columbia University
Catherine C. Price
Catherine C. Price University of Florida
Reid Simmons
Reid Simmons Carnegie Mellon University

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