The effects of transparency on trust in and acceptance of a content-based art recommender

User Modeling and User-Adapted Interaction - Tập 18 Số 5 - Trang 455-496 - 2008
Henriette Cramer1, Vanessa Evers1, Satyan Ramlal1, Maarten van Someren1, Lloyd Rutledge2, Natalia Stash3, Lora Aroyo3, B.J. Wielinga4
1Human Computer Studies Lab, University of Amsterdam, Kruislaan 419, 1098 VA, Amsterdam, The Netherlands
2Telematica Institute, P.O. Box 589, 7500 AN, Enschede, The Netherlands
3Eindhoven University of Technology, P.O. Box 513, 5600 MD, Eindhoven, The Netherlands
4Human Computer Studies Lab, University of Amsterdam, Kruislaan 419, 1089 VA, Amsterdam, The Netherlands

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Alpert S.R., Karat J., Karat C., Brodie C. and Vergo J.G. (2003). User attitudes regarding a user-adaptive e-Commerce web site. User. Model. User-adapt. Interact. 13(4): 373–396

Amazon, http://www.amazon.com

Aroyo L., Wang Y., Brussee R., Gorgels P., Rutledge L. and Stash N. (2007). Personalised Museum Experience: The Rijksmuseum Use Case. The International Museums and the Web Conference, San Francisco, USA

Bartneck C. (2001). How convincing is Mr. Data’s smile: affective expressions of machines. User Model. User-adapt. Interact. 11(4): 279–295

Benyon D. (1993). Adaptive systems: a solution to usability problems. User Model. User-adapt. Interact. 3(1): 65–87

Bilgic, M., Mooney, R.J.: Explaining Recommendations: Satisfaction vs. Promotion. Beyond Personalization Workshop, The International Conference on Intelligent User Interfaces, pp. 470–474. San Diego, California, USA (2005)

Bowen, J.P., Filippini-Fantoni, S.: Personalization and the Web from a Museum Perspective. The International Museums and the Web Conference, pp. 63–78 (2004)

Briggs, P., Simpson, B., De Angeli, A.: Trust and personalisation: a reciprocal relationship? In: Karat, C.-M., Blom, J., Karat, J. (eds.) Designing Personalised User Experiences for e-Commerce, pp. 39–55. Kluwer (2004)

Brusilovsky P. (1996). Methods and techniques of adaptive hypermedia. User Model. User-adapt. Interact. 6(2–3): 87–129

Burke R. (2002). Hybrid recommender systems: survey and experiments. User Model. User-adapt. Interact. 12(4): 331–370

Carmagnola, R., Cena, F., Comsole, L., Cortassa, O., Gena, C., Goy, A., Torre, I.: Tag-based User Models for Social Multi-Device Adaptive Guides. This issue (2008)

Carmichael, D., Kay, J., Kummerfeld, B., Niu, W.: Why did you show/tell/hide that? The need for scrutability in ubiquitous personalisation. ECHISE Workshop Exploiting Context Histories in Smart Environments at UbiComp, Irvine, CA, USA (2006)

Castelfranchi C. and Falcone R. (2000). Trust and control: a dialectic link. Appl. Artif. Intell. J. 14(8): 799–823

Cheverst K., Byun H.E., Fitton D., Sas C., Kray C. and Villar N. (2005). Exploring issues of user model transparency and proactive behaviour in an office environment control system. User Model. User-adapt. Interact. 15(3–4): 235–273

Cortellessa, G., Giuliani, M.V., Scopelliti, M., Cesta, A.: Key issues in interactive roblem solving: an empirical investigation on users attitude. Interact, pp. 657–670. Rome, Italy (2005)

Cramer, H.S.M., Evers, V., Van Someren, M., Wielinga, B., Besselink, S., Rutledge, L., Stash, N., Aroyo, L.: User Interaction with User-Adaptive Information Filters, pp. 324–333. HCI International, Beijing, China (2007)

Cramer, H.S.M., Wielinga, B.J., Evers, V., Rutledge, L., Stash, N.: The Effects of Transparency on Perceived and Actual Competence of a Content-Based Recommender. Semantic Web User Interaction workshop at CHI, Florence, Italy (2008)

Damiano, R., Gena., C., Lombardo, V., Nunnari, F., Pizzo, A.: A stroll with carletto. Adaptation in Drama-Based Tours with Virtual Characters. This issue (2008)

Davis F.D. (1989). Perceived usefulness, perceived ease of use and user acceptance of information technology. MIS Quart. 13(2): 318–340

Dzindolet M., Peterson S.A., Pomranky R.A., Pierce L.G. and Beck H.P. (2003). The role of trust in automation reliance. Int. J. Human-Comput. Stud. 58(6): 697–718

Fog g, B.J.: Prominence-interpretation theory: Explaining how people assess credibility online. Conference on Human Factors in Computing Systems CHI, PP. 722–723 (2003).

Fogg, B.J., Tseng, H.: The Elements of Computer Credibility. Conference on Human Factors in Computing Systems CHI, pp. 80–87 (1999)

Gefen D., Karahanna E. and Straub D.W. (2003). Trust and TAM in online shopping: an integrated model. MIS Quart. 27(1): 51–90

Goren-Bar D., Graziola I., Pianesi F. and Zancanaro M. (2006). The influence of personality factors on visitor attitudes towards adaptivity dimensions for mobile museum guides. User Model. User-adapt. Interact. 16(1): 31–62

Gregor S. and Benbasat I. (1999). Explanations from intelligent systems: theoretical foundations and implications for ractice. MIS Quart. 23(4): 497–530

Hanani U., Shapira B. and Shoval P. (2001). Information filtering: overview of issues, research and systems. User Model. User-adapt. Interact. 11(3): 203–259

Herlocker, J.L., Konstan, J.A., Riedl, J.T.: Explaining Collaborative Filtering Recommendations. Conference on Computer Supported Cooperative Work CSCW, pp. 241–250. Philadelphia, Pennsylvania, USA, (2000)

Herlocker J.L., Konstan J.A., Terveen L.G. and Riedl J.T. (2004). Evaluating collaborative filtering recommender systems. ACM Trans. Inform. Syst. 22(1): 5–53

Höök, K.: Evaluating the Utility and Usability of an Adaptive Hypermedia System. International Conference on Intelligent User Interfaces IUI, pp. 179–186. ACM, Orlando, Florida, USA (1997)

Höök K. (2000). Steps to take before intelligent interfaces become real. Interact. Comput. 12(4): 409–426

Höök K., Karlgren J., Waern A., Dahlbck N., Jansson C.G., Karlgren K. and Lemaire B. (1996). A glass box approach to adaptive hypermedia. User Model. User-adapt. Interact. 6(2–3): 157–184

Hyvönen E., Mäkelä E., Salminen M., Valo A., Viljanen K., Saarela S., Junnila M. and Kettula S. (2005). MuseumFinland—Finnish Museums on the semantic web. J. Web Semantics 3(2): 224–241

Jameson A. (2003). Adaptive interfaces and agents. In: Jacko, J. and Sears, A. (eds) The Human-Computer Interaction Handbook: Fundamentals, Evolving Technologies and Emerging Applications, pp 305–330. Erlbaum, Mahwah, NJ

Jameson, A., Schwarzkopf, E.: Pros and Cons of Controllability: An Empirical Study. Adaptive Hypermedia and Adaptive Web-based Systems, pp. 193–202. Springer (2002)

Jian J.Y., Bisantz A.M. and Drury C.G. (2000). Foundations for an empirically determined scale of trust in automated systems. Int. J. Cogn Ergonom. 4(1): 53–71

Jiang X., Khasawneh M.T., Master R., Bowling S.R., Gramopadhye A.K., Melloy B.J. and Grimes L. (2004). Measurement of human trust in a hybrid inspection system based on signal detection theory measures. Int. J. Ind. Ergonom. 34(5): 407–419

Jøsang, A., Lo Presti, S.: Analysing the relationship between risk and trust. International Conference on Trust Management, Oxford, UK (2004)

Kurasaki K.S. (2000). Intercoder reliability for validating conclusions drawn from open-ended interview data. Field Methods 12(3): 179–194

Kay, J.: Scrutable adaptation: Because we can and must. Adaptive Hypermedia and Adaptive Web-Based Systems AH, pp. 11–19. Dublin, Ireland (2006)

Kim, S., Alani, H., Hall, W., Lewis, P., Millard, D.E., Shadbolt, N.G., Weal, M.J.: Artequakt: Generating Tailored Biographies with Automatically Annotated Fragments from the Web. Semantic Authoring, Annotation and Knowledge Markup Workshop at ECAI, pp. 1–6. Riva del Garda, Italy (2006)

Klopping I.M. and McKinney E. (2004). Extending the technology acceptance model and the task-technology fit model to consumer e-commerce. Inform. Technol. Learn. Perform. J. 22(1): 35–48

Langheinrich, M.: Privacy by Design—Principles for Privacy-Aware Ubiquitous Systems. International Symposium on Ubiquitous Computing Ubicomp, pp. 273–291. Atlanta, GA (2001)

Lee J.D. and Moray N. (1994). Trust, self-confidence and operator’s adaptation to automation. Int. J. Hum.-Comput. Stud. 40: 153–184

Lee J.D. and See K.A. (2004). Trust in automation: designing for appropriate reliance. Hum. Factors 42(1): 50–80

Ma Q. and Liu L. (2004). The technology acceptance model: a meta-analysis of empirical findings. J. Organ. End User Comput. 16(1): 59–72

McAllister D.J. (1995). Affect and cognition-based trust as foundations for interpersonal cooperation in organizations. Acad. Manage. J. 38(1): 24–59

McGuinness D.L. and Pinheiro da Silva P. (2004). Explaining answers from the semantic web: the inference web approach. Web Semantics. Sci. Serv. Agent World Wide Web 1(4): 397–413

McNee, S.M., Lam, S.K., Guetzlaff, C., Konstan, J.A., Riedl, J.: Confidence Metrics and Displays in Recommender Systems. Interact, pp. 176–183. Zurich, Switzerland (2003)

McSherry D. (2005). Explanation in recommender systems. Artif. Intell. Rev. 24: 179–197

Muir B.M. (1994). Trust in automation: part I. Theoretical issues in the study of trust and human intervention in automated systems. Ergonomics 37: 1905–1922

Muir B.M. and Moray N. (1996). Trust in automation. Part II. Experimental studies of trust and human intervention in a process control simulation. Ergonomics 39(3): 429–460

Ndubisi N.O., Gupta O.K. and Ndubisi G.C. (2005). The Moguls’ model of computing: integrating the moderating impact of users’ persona into the technology acceptance model. J. Glob. Inform. Technol. Manage. 8(1): 27–47

Nückles M., Winter A., Wittwer J., Herbert M. and Hübner S. (2006). How do experts adapt their explanations to a layperson’s knowledge in asynchronous communication? An experimental study. User Model. User-adapt. Interact. 16(2): 87–127

Oppermann R. and Specht M. (1999). A nomadic information system for adaptive exhibition guidance. Arch. Museum Inform. 13(2): 127–138

Pandora, http://www.pandora.com

Parasuraman R. and Miller C. (2004). Trust and etiquette in high-criticality automated systems. Commun. ACM 47(4): 51–55

Pavlou P.A. (2003). Consumer acceptance of electronic commerce: integrating trust and risk with the technology acceptance model. Int. J. Electron. Comm. 7(3): 101–134

Proctor, N., Tellis, C.: The state of the art in museum handhelds in 2003. Museums and the Web. Charlotte, NC, USA (2003)

Picard R.W. (1997). Affective Computing. MIT Press, Cambridge, MA, USA

Pu P. and Chen L. (2007). Trust-inspiring explanation interfaces for recommender systems. Knowl.-based Syst. J. 20: 542–556

Rajaonah B., Anceaux F. and Vienne F. (2006). Trust and the use of adaptive cruise control: a study of a cut-in situation. Cogn. Technol. Work 8(2): 146–155

Rajaonah B., Anceaux F. and Vienne F. (2006). Study of driver trust during cooperation with adaptive cruise control. Le Travail Humain 69: 99–127

Rajaonah B., Tricot N., Anceaux F. and Millot P. (2008). Role of intervening variables in driver-ACC cooperation. Int. J. Hum. Comput. Stud. 66(3): 185–197

Reeves B. and Nass C. (1996). The media equation: how people treat computers, television and new media like real people and places. Cambridge University Press, Cambridge, UK

Rocchi, C., Stock, O., Zancanaro, M., Kruppa, M., Krueger, A.: The Museum Visit: Generating Seamless Personalized Presentations on Multiple Devices. International Conference on Intelligent User Interfaces, pp. 316–318. Madeira, Portugal (2004)

Schreiber, G., Amin, A., van Assem, M., de Boer, V., Hardman, L., Hildebrand, M., Hollink, L., Huang, Z., van Kersen, J., de Niet, M., Omelayenko, B., van Ossenbruggen, J., Siebes, R., Taekema, J., Wielemaker, J., Wielinga, B.J.: Multimedian e-culture demonstrator. International Semantic Web Conference, pp. 951–958. Athens, USA (2006)

Shimazu H. (2002). ExpertClerk: a conversational case-based reasoning tool for developing salesclerk agents in e-commerce webshops. Artif. Intell. Rev. 18: 223–244

Shneiderman B. and Maes P. (2007). Direct manipulation vs. interface agents. Interactions 4(6): 42–61

Simmel, G.: In: Wolff, K.H. (ed.) The Sociology of George Simmel. Free Press, New York (1964)

Sinclair, P., Lewis, P., Martinez, K., Addis, M., Prideaux, D.: Semantic Web Integration of Cultural Heritage Sources. 15th International Conference on World Wide Web, pp. 1047–1048. New York, USA (2006)

Sinha, R., Swearingen, K.: The role of transparency in recommender systems. Conference on Human Factors in Computing Systems, pp. 830–831. ACM Press (2002)

Stock O., Zancanaro M., Busetta P., Callaway C., Krüger A., Kruppa M., Kuflik T., Not E. and Rocchi C. (2007). Adaptive, intelligent presentation of information for the museum visitor in PEACH. User-Model. User-adapt. Interact. 17(3): 257–304

Tintarev, N., Masthoff, J.: Effective Explanations of Recommendations: User-Centered Design. ACM Conference on Recommender systems, pp. 153–156 (2007)

Trant J. (2006). Exploring the potential for social tagging and folksonomy in art museums: proof of concept. New Rev. Hypermedia Multimedia 12(1): 83–105

van der Heijden H. (2004). User acceptance of hedonic information systems. MIS Quart. 28: 695–704

Van Setten, M.: Supporting People in finding information: hybrid recommender systems and goal-based structuring. Telematica Instituut, The Netherlands (2005)

Venkatesh V., Morris M.G., Davis G.B. and Davis F.D. (2003). User acceptance of information technology: toward a unified view. MIS Quart. 27(3): 425–478

Victor, P., Cornelis, C., De Cock, M., Pinheiro da Silva, P.: Gradual trust and distrust in recommender systems. To appear in Fuzzy Set. Syst. (2008)

Waern A. (2004). User involvement in automatic filtering: an experimental study. User Model. User-adapt. Interact. 14(2–3): 201–237

Wang Y. (2005). The Presentation of Media-rich Collections of Culture Heritage in the Age of Digital Reproduction. Vrije Universiteit, Amsterdam, The Netherlands

Wang W. and Benbasat I. (2005). Trust in and adoption of online recommendation agents. J. Assoc. Inform. Syst. 6(3): 72–101

Wang W. and Benbasat I. (2007). Recommendation agents for electronic commerce: effects of explanation facilities on trusting beliefs. J. Manage. Inform. Syst. 23(4): 217–246

Wang, Y., Aroyo, L., Stash, N., Rutledge, L.: Interactive User Modeling for Personalised Access to Museum Collections: The Rijksmuseum Case Study. International User Modeling Conference UM, pp. 385–389. Corfu, Greece (2007)

Wu I.L. and Chen J.L. (2005). An extension of trust and TAM model with TPB in the initial adoption of on-line tax: an empirical study. Int. J. Hum.-Comput. Stud. 62(6): 784–808

Wubs H. and Huysmans F. (2006). Snuffelen en Graven. Sociaal en Cultureel Planbureau, The Netherlands

Xiao, S., Benbasat, I.: The formation of trust and distrust in recommendation agents in repeated interactions: a process-tracing analysis. The 5th international conference on Electronic commerce, pp. 287–293 (2003)

Zimmermann, A., Lorenz, A.: LISTEN: a User-Adaptive Audio-Augmented Museum Guide. This issue (2008)