Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
research-article

AI and HCI: : Two Fields Divided by a Common Focus

Published: 01 December 2009 Publication History

Abstract

Although AI and HCI explore computing and intelligent behavior and the fields have seen some crossover, until recently there was not very much. This article outlines a history of the fields that identifies some of the forces that kept the fields at arm's length. AI was generally marked by a very ambitious, long‐term vision requiring expensive systems, although the term was rarely envisioned as being as long as it proved to be, whereas HCI focused more on innovation and improvement of widely used hardware within a short time scale. These differences led to different priorities, methods, and assessment approaches. A consequence was competition for resources, with HCI flourishing in AI winters and moving more slowly when AI was in favor. The situation today is much more promising, in part because of platform convergence: AI can be exploited on widely used systems.

Further Reading

Work with a Historical Context: Listed by Author

[1]
Gaines, B. R., and Shaw, M. L. G. 1985. From Timesharing to the Sixth Generation: The Development of Human‐Computer Interaction, Part I. International Journal of Man‐Machine Studies 24(1): 1–27.
[2]
Grudin, J. 2005. Three Faces of Human‐Computer Interaction. IEEE Annals of the History of Computing 27(4): 46–62.
[3]
Grudin, J. 2006. Turing Maturing: The Separation of Artificial Intelligence and Human‐Computer Interaction. ACM Interactions 13(5): 54–57.
[4]
Grudin, J. 2008. A Moving Target: The Evolution of Human‐Computer Interaction. In Handbook of Human‐Computer Interaction, ed. A. Sears and J. Jacko. Boca Raton, FL: CRC Press.
[5]
McCarthy, J. 1988. Book review of The Question of Artificial Intelligence: Philosophical and Sociological Perspectives by B. P. Bloomfield. Annals of the History of Computing 10(3): 224–229.
[6]
Moravec, H. 1998. When Will Computer Hardware Match the Human Brain? Journal of Evolution and Technology 1(1).
[7]
Norberg, A. L., and O'Neill, J. E. 1996. Transforming Computer Technology: Information Processing for the Pentagon, 1962‐1986. Baltimore: Johns Hopkins.
[8]
Roland, A., and Shiman, P. 2002. Strategic Computing: DARPA and the Quest for Machine Intelligence, 1983‐1993. Cambridge, MA: The MIT Press.
[9]
Weinberg, G. 1971 The Psychology of Computer Programming. New York: John Wiley & Sons.

Sources on Ultraintelligence: Listed by Author

[1]
Asimov, I. 1950. I, Robot. New York: Gnome Press.
[2]
Darrach, B. 1970. Meet Shaky: The First Electronic Person. Life Magazine, November 20. This article is the source for the Minsky and Quillian quotations.
[3]
Dreyfus, H. 1972. What Computers Can't Do: A Critique of Artificial Reason. New York: Harper and Row.
[4]
Dreyfus identified exaggerated predictions of AI in this book and subsequent revisions, but in dismissing computer chess potential his crystal ball proved no better than that of Simon and Newell, who predicted in 1957 that a computer would be world chess champion by 1967.
[5]
Good, I. J. 1965. Speculations Concerning the First Ultra‐Intelligent Machine. Advances in Computers 6: 31–88.
[6]
Kurzweil, R. 1999. The Age of Spiritual Machines: When Computers Exceed Human Intelligence. New York: Viking.
[7]
Johnson, T. 1985. Natural Language Computing: The Commercial Applications. London: Ovum Ltd. This book is a source for AI investment levels in the mid‐1980s.
[8]
Lenat, D. 1989. When Will Machines Learn? Machine Learning 4: 255–257
[9]
Licklider, J. C. R. 1960. Man‐Computer Symbiosis. IRE Transactions of Human Factors in Electronics HFE‐1(1): 4–11.
[10]
Markoff, J. 2009. Scientists Worry Machines May Outsmart Man. New York Times, July 25, p. A1.
[11]
Moravec, H. 1999. Robot: Mere Machine to Transcendent Mind. Oxford, UK: Oxford University Press.
[12]
Negroponte, N. 1970. The Architecture Machine: Towards a More Humane Environment. Cambridge, MA: The MIT Press.
[13]
Shannon, C. 1950. Programming a Computer for Playing Chess. Philosophical Magazine, Series 7, 41, 314: 256–75.
[14]
Simon, H. A. 1960. The New Science of Management Decision. New York: Harper.
[15]
Simon, H. A., and Newell, A. 1958. Heuristic Problem Solving: The Next Advance in Operations Research. Operations Research 6(1): 1–10. This article contains the text of Simon's address to the 1957 meeting of the Operations Research Society of America.
[16]
Turing, A. 1949‐1956. Turing's letter to the Times was published June 11, 1949.
In 1950 he published “Computing Machinery and Intelligence,” Mind 49: 433–460.
which drew more attention when republished in 1956 as “Can a Machine Think?” In J. R. Newman, ed., The World of Mathematics, volume 4, 2099–2123. New York: Simon and Schuster.

Sources Bridging the Gap between AI and CHI: Listed by Date of Publication These researchers crossed or spanned the disciplines, indicating that divisive forces can be overcome.: The 1970s

[1]
Thompson, H., Winograd, T., Bobrow, D., Norman, D., Kay, M.; and Kaplan, R. 1977. GUS, A Frame‐Driven Dialog System. Artificial Intelligence 8(2): 155–173. Well worth reading today.
[2]
Norman, D. A. 1978. Analysis and Design of Intelligent Systems. In Human and Artificial Intelligence, ed. F. Klix. Berlin, DDR: Veb Deutscher Verlag der Wissenschaften.

The 1980s

[1]
Hollan, J. D., Hutchins, E. L.; and Weitzman, L. 1984. Steamer: An Interactive Inspectable Simulation‐Based Training System. AI Magazine 5(2): 15–27.
[2]
Lieberman, H. 1984. Seeing What Your Programs Are Doing. IJMMS 21(4): 311–331.
[3]
Through 1989, Lieberman published in graphics and AI venues, but with user‐centered work such as this. Starting in 1989 with a tutorial on user interfaces for program debugging Lieberman became a prolific contributor to CHI, while still publishing in graphics and AI literatures.
[4]
Fischer, G., Lemke, A.; and Schwab, T. 1985. Knowledge‐Based Help Systems. In Human Factors in Computing Systems: Proceedings of CHI'85, 161–167. New York: Association for Computing Machinery.
[5]
Hutchins, E. L., Hollan, J. D.; and Norman, D. A. 1986. Direct Manipulation Interfaces. In User Centered System Design, ed. D. A. Norman and S. W. Draper, 87–124. Mahweh, NJ: Erlbaum.
[6]
Fischer, G. 1987. A Critic for LISP. In Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence, 177–184. San Francisco: Morgan Kaufmann. “Critic” refers to software that inspects a program and suggests improvements. Fischer has continued to contribute to HCI and AI (as well as software engineering).

In the late 1980s, the AI boom drew in HCI researchers. An ambitious MCC effort headed by Jim Hollan produced works such as the following

[1]
Terveen, L. G., and Wroblewski, D. A. 1990. A Collaborative Interface for Browsing and Editing Large Knowledge Bases. In Proceedings of the Eighth National Conference on Artificial Intelligence, 491–496. Menlo Park, CA: AAAI Press.
[2]
Hollan, J. D., Rich, E., Hill, W. C., Wroblewski, D., Wilner, W., Wittenburg, K., Grudin, J.; and the MCC Human Interface Lab Members . 1991. An Introduction to HITS: Human Interface Tool Suite. In Intelligent User Interfaces, ed. J. Sullivan, 293–338. Reading, MA: Addison Wesley.

The 1990s

[1]
Shardanand, U., and Maes, P. 1995. Social Information Filtering: Algorithms for Automating “Word of Mouth.” In Human Factors in Computing Systems: Proceedings of CHI'95, 210–217. New York: Association for Computing Machinery.
[2]
Maes works primarily in AI but was influential in bringing social filtering research to the attention of the HCI community.
[3]
Norman, D. A. 1997. How Might People Interact with Agents. In Software Agents, ed. J. M. Bradshaw. Menlo Park, CA: AAAI Press.
[4]
This is a modified version of Norman's 1994 article in Communications of the ACM 37: 68–71.
[5]
Resnick, P. 1997. Filtering Information on the Internet. Scientific American, March, 106–108.

Resnick had previously published in CHI and AI conferences, including work related to this at SIGH‐CI‐sponsored CSCW'94

[1]
Good, N., Schafer, J. B., Konstan, J. A., Borchers, A., Sarwar, B. M., Herlocker, J. L.; and Riedl, J. 1999. Combining Collaborative Filtering with Personal Agents for Better Recommendations. In Proceedings of the Sixteenth National Conference on Artificial Intelligence, 439–446. Menlo Park, CA: AAAI Press.
[2]
Horvitz, E. 1999. Principles of Mixed‐Initiative User Interfaces. In Human Factors in Computing System: Proceedings of CHI'99, 159–166. New York: Association for Computing Machinery.

Another leading figure in AI (and a recent president of AAAI), Horvitz is engaged with the HCI literature

[1]
Oviatt, S. 1999. Mutual Disambiguation of Recognition Errors in a Multimodal Architecture. In Human Factors in Computing System: Proceedings of CHI'99, 576–583. New York: Association for Computing Machinery.

Oviatt works primarily in AI, but has published elegant work applying HCI approaches to AI systems in novel ways: The Current Decade Although work in the current decade is too extensive to list, an example alluded to in the article is the following

[1]
Herlocker, J. L., Konstan, J. A., Terveen, L. G.; and Riedl, J. T. 2004. Evaluating Collaborative Filtering Recommender Systems. ACM Transactions on Information Systems 22(1) 5–53.

Cited By

View all
  • (2024)Constructing Capabilities: The Politics of Testing Infrastructures for Generative AIProceedings of the 2024 ACM Conference on Fairness, Accountability, and Transparency10.1145/3630106.3659009(1838-1849)Online publication date: 3-Jun-2024
  • (2024)Getting Back Together: HCI and Human Factors Joining Forces to Meet the AI Interaction ChallengeExtended Abstracts of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613905.3636285(1-5)Online publication date: 11-May-2024
  • (2024)The Illusion of Artificial InclusionProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642703(1-12)Online publication date: 11-May-2024
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

Publisher

American Association for Artificial Intelligence

United States

Publication History

Published: 01 December 2009

Qualifiers

  • Research-article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 16 Oct 2024

Other Metrics

Citations

Cited By

View all
  • (2024)Constructing Capabilities: The Politics of Testing Infrastructures for Generative AIProceedings of the 2024 ACM Conference on Fairness, Accountability, and Transparency10.1145/3630106.3659009(1838-1849)Online publication date: 3-Jun-2024
  • (2024)Getting Back Together: HCI and Human Factors Joining Forces to Meet the AI Interaction ChallengeExtended Abstracts of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613905.3636285(1-5)Online publication date: 11-May-2024
  • (2024)The Illusion of Artificial InclusionProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642703(1-12)Online publication date: 11-May-2024
  • (2023)Introduction to the Special Issue on Human-Centred AI in Healthcare: Challenges Appearing in the WildACM Transactions on Computer-Human Interaction10.1145/358996130:2(1-12)Online publication date: 1-Jun-2023
  • (2023)Should Computers Be Easy To Use? Questioning the Doctrine of Simplicity in User Interface DesignExtended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544549.3582741(1-10)Online publication date: 19-Apr-2023
  • (2023)Enough With “Human-AI Collaboration”Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544549.3582735(1-8)Online publication date: 19-Apr-2023
  • (2023)Toward Practices for Human-Centered Machine LearningCommunications of the ACM10.1145/353098766:3(78-85)Online publication date: 22-Feb-2023
  • (2023)Co-designing opportunities for Human-Centred Machine Learning in supporting Type 1 diabetes decision-makingInternational Journal of Human-Computer Studies10.1016/j.ijhcs.2023.103003173:COnline publication date: 1-May-2023
  • (2022)AI beyond Deus ex Machina – Reimagining Intelligence in Future Cities with Urban ExpertsProceedings of the 2022 CHI Conference on Human Factors in Computing Systems10.1145/3491102.3517502(1-13)Online publication date: 29-Apr-2022
  • (2021)How to Evaluate Trust in AI-Assisted Decision Making? A Survey of Empirical MethodologiesProceedings of the ACM on Human-Computer Interaction10.1145/34760685:CSCW2(1-39)Online publication date: 18-Oct-2021
  • Show More Cited By

View Options

View options

Get Access

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media