Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
opinion
Free access

Explainable AI

Published: 19 March 2022 Publication History

Abstract

Opening the black box or Pandora's Box?

References

[1]
Abadi, M. Deep learning with differential privacy. In Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security (2016), 308--318.
[2]
Castelvecchi, D. Can we open the black box of AI? Nature News 538, 7623 (2016), 1--20.
[3]
Davenport, T.H. and Ronanki, R. Artificial intelligence for the real world. Harvard Business Review 96, 1 (2018), 108--116.
[4]
McCradden, M.D. et al. Ethical limitations of algorithmic fairness solutions in health care machine learning. The Lancet Digital Health 2, 5 (2020), e221--e223.
[5]
Mnih, V. et al. Human-level control through deep reinforcement learning. Nature 518, 7540 (2015), 529--533.
[6]
Silver, D. et al. Mastering the game of Go with deep neural networks and tree search. Nature 529, 7587 (2016), 484.
[7]
Wachter, S., Mittelstadt, B., and Russell, C. Counterfactual explanations without opening the black box: Automated decisions and the GDPR. Harv. JL & Tech. 31 (2017), 841.

Cited By

View all
  • (2024)Automatic Landing Control for Fixed-Wing UAV in Longitudinal Channel Based on Deep Reinforcement LearningDrones10.3390/drones81005688:10(568)Online publication date: 10-Oct-2024
  • (2024)Differences between human and artificial/augmented intelligence in medicineComputers in Human Behavior: Artificial Humans10.1016/j.chbah.2024.1000842:2(100084)Online publication date: Aug-2024
  • (2024)Rule learning by modularityMachine Language10.1007/s10994-024-06556-5113:10(7479-7508)Online publication date: 3-Jul-2024
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image Communications of the ACM
Communications of the ACM  Volume 65, Issue 4
April 2022
124 pages
ISSN:0001-0782
EISSN:1557-7317
DOI:10.1145/3527823
Issue’s Table of Contents
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 19 March 2022
Published in CACM Volume 65, Issue 4

Check for updates

Qualifiers

  • Opinion
  • Popular
  • Un-reviewed

Funding Sources

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)950
  • Downloads (Last 6 weeks)134
Reflects downloads up to 12 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2024)Automatic Landing Control for Fixed-Wing UAV in Longitudinal Channel Based on Deep Reinforcement LearningDrones10.3390/drones81005688:10(568)Online publication date: 10-Oct-2024
  • (2024)Differences between human and artificial/augmented intelligence in medicineComputers in Human Behavior: Artificial Humans10.1016/j.chbah.2024.1000842:2(100084)Online publication date: Aug-2024
  • (2024)Rule learning by modularityMachine Language10.1007/s10994-024-06556-5113:10(7479-7508)Online publication date: 3-Jul-2024
  • (2024)Deep Neural NetworksA Narrative History of Artificial Intelligence10.1007/978-981-97-0771-3_5(179-223)Online publication date: 3-May-2024
  • (2024)A Voting Approach for Explainable Classification with Rule LearningArtificial Intelligence Applications and Innovations10.1007/978-3-031-63223-5_12(155-169)Online publication date: 21-Jun-2024
  • (2023)Conceptual modelling for life sciences based on systemist foundationsBMC Bioinformatics10.1186/s12859-023-05287-z23:S11Online publication date: 13-Jun-2023
  • (2023)AI-Enhanced Hybrid Decision ManagementBusiness & Information Systems Engineering10.1007/s12599-023-00790-265:2(179-199)Online publication date: 10-Feb-2023
  • (2022)Towards An Integrated Study of Human Cognition in IT at Deep AI EraProcedia Computer Science10.1016/j.procs.2022.11.223214:C(644-648)Online publication date: 1-Jan-2022
  • (2022)A nascent design theory for explainable intelligent systemsElectronic Markets10.1007/s12525-022-00606-332:4(2185-2205)Online publication date: 12-Dec-2022
  • (2022)Trust in artificial intelligence: From a Foundational Trust Framework to emerging research opportunitiesElectronic Markets10.1007/s12525-022-00605-432:4(1993-2020)Online publication date: 28-Nov-2022
  • Show More Cited By

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Digital Edition

View this article in digital edition.

Digital Edition

Magazine Site

View this article on the magazine site (external)

Magazine Site

Get Access

Login options

Full Access

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media