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  • © 2016

Robust Intelligence and Trust in Autonomous Systems

  • Explores the effective integration of human-autonomous systems

  • Examines the implications of gaps that must be tackled to enable a successful integration of autonomous and human systems

  • Written by leading international experts on the topic

  • Includes supplementary material: sn.pub/extras

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Table of contents (12 chapters)

  1. Front Matter

    Pages i-xii
  2. Introduction

    • Ranjeev Mittu, Donald Sofge, Alan Wagner, W. F. Lawless
    Pages 1-10
  3. Towards Modeling the Behavior of Autonomous Systems and Humans for Trusted Operations

    • Gavin Taylor, Ranjeev Mittu, Ciara Sibley, Joseph Coyne
    Pages 11-31
  4. Learning Trustworthy Behaviors Using an Inverse Trust Metric

    • Michael W. Floyd, Michael Drinkwater, David W. Aha
    Pages 33-53
  5. The “Trust V”: Building and Measuring Trust in Autonomous Systems

    • Gari Palmer, Anne Selwyn, Dan Zwillinger
    Pages 55-77
  6. Big Data Analytic Paradigms: From Principle Component Analysis to Deep Learning

    • Mo Jamshidi, Barney Tannahill, Arezou Moussavi
    Pages 79-95
  7. Modeling and Control of Trust in Human-Robot Collaborative Manufacturing

    • Behzad Sadrfaridpour, Hamed Saeidi, Jenny Burke, Kapil Madathil, Yue Wang
    Pages 115-141
  8. Investigating Human-Robot Trust in Emergency Scenarios: Methodological Lessons Learned

    • Paul Robinette, Alan R. Wagner, Ayanna M. Howard
    Pages 143-166
  9. Designing for Robust and Effective Teamwork in Human-Agent Teams

    • Fei Gao, M. L. Cummings, Erin Solovey
    Pages 167-190
  10. Methods for Developing Trust Models for Intelligent Systems

    • Holly A. Yanco, Munjal Desai, Jill L. Drury, Aaron Steinfeld
    Pages 219-254

About this book

This volume explores the intersection of robust intelligence (RI) and trust in autonomous systems across multiple contexts among autonomous hybrid systems, where hybrids are arbitrary combinations of humans, machines and robots. To better understand the relationships between artificial intelligence (AI) and RI in a way that promotes trust between autonomous systems and human users, this book explores the underlying theory, mathematics, computational models, and field applications.  It uniquely unifies the fields of RI and trust and frames it in a broader context, namely the effective integration of human-autonomous systems. 

A description of the current state of the art in RI and trust introduces the research work in this area.  With this foundation, the chapters further elaborate on key research areas and gaps that are at the heart of effective human-systems integration, including workload management, human computer interfaces, team integration and performance, advanced analytics, behavior modeling, training, and, lastly, test and evaluation. 

Written by international leading researchers from across the field of autonomous systems research, Robust Intelligence and Trust in Autonomous Systems dedicates itself to thoroughly examining the challenges and trends of systems that exhibit RI, the fundamental implications of RI in developing trusted relationships with present and future autonomous systems, and the effective human systems integration that must result for trust to be sustained.

Contributing authors:  David W. Aha, Jenny Burke, Joseph Coyne, M.L. Cummings, Munjal Desai, Michael Drinkwater, Jill L. Drury, Michael W. Floyd, Fei Gao, Vladimir Gontar, Ayanna M. Howard, Mo Jamshidi, W.F. Lawless, Kapil Madathil, Ranjeev Mittu, Arezou Moussavi, Gari Palmer, Paul Robinette, Behzad Sadrfaridpour, Hamed Saeidi, Kristin E. Schaefer, Anne Selwyn, Ciara Sibley, Donald A. Sofge, Erin Solovey, Aaron Steinfeld, Barney Tannahill, Gavin Taylor, Alan R. Wagner, Yue Wang, Holly A. Yanco, Dan Zwillinger.

Reviews

   

Editors and Affiliations

  • Naval Research Laboratory, Washington, DC, USA

    Ranjeev Mittu, Donald Sofge

  • Georgia Tech Research Institute, Atlanta, USA

    Alan Wagner

  • Paine College, Augusta, USA

    W.F. Lawless

About the editors

Contributing authors:  David W. Aha, Jenny Burke, Joseph Coyne, M.L. Cummings, Munjal Desai, Michael Drinkwater, Jill L. Drury, Michael W. Floyd, Fei Gao, Vladimir Gontar, Ayanna M. Howard, Mo Jamshidi, W.F. Lawless, Kapil Madathil, Ranjeev Mittu, Arezou Moussavi, Gari Palmer, Paul Robinette, Behzad Sadrfaridpour, Hamed Saeidi, Kristin E. Schaefer, Anne Selwyn, Ciara Sibley, Donald A. Sofge, Erin Solovey, Aaron Steinfeld, Barney Tannahill, Gavin Taylor, Alan R. Wagner, Yue Wang, Holly A. Yanco, Dan Zwillinger.  

Bibliographic Information

  • Book Title: Robust Intelligence and Trust in Autonomous Systems

  • Editors: Ranjeev Mittu, Donald Sofge, Alan Wagner, W.F. Lawless

  • DOI: https://doi.org/10.1007/978-1-4899-7668-0

  • Publisher: Springer New York, NY

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: Springer Science+Business Media (outside the USA) 2016

  • Hardcover ISBN: 978-1-4899-7666-6Published: 08 April 2016

  • Softcover ISBN: 978-1-4939-7946-2Published: 14 April 2018

  • eBook ISBN: 978-1-4899-7668-0Published: 07 April 2016

  • Edition Number: 1

  • Number of Pages: XII, 270

  • Number of Illustrations: 25 b/w illustrations, 64 illustrations in colour

  • Topics: Artificial Intelligence, Robotics and Automation, Computational Intelligence

Buy it now

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access