Extending the applicability of recommender systems: A multilayer framework for matching human resources

Proceedings of the Annual Hawaii International Conference on System Sciences

Volumn , Issue , 2007, Pages

  Keim, Tobias ^a  

^a GOETHE UNIVERSITY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

DATABASE SYSTEMS; DECISION SUPPORT SYSTEMS; HUMAN COMPUTER INTERACTION; INFORMATION ANALYSIS; PATTERN MATCHING; RESOURCE ALLOCATION; WEB SERVICES;

HUMAN RESOURCES FUNCTION; ONLINE SERVICES; RECOMMENDER SYSTEMS (RS); TEAM STAFFING PROCESSES;

ELECTRONIC COMMERCE;

EID: 39749195143     PISSN: 15301605     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HICSS.2007.223     Document Type: Conference Paper

References (53)

1. Abdul-Rahman, A. and Hailes, S. "Supporting trust in virtual communities," Proceedings of the 33rd Hawaii International Conference on System Sciences, Maui, Hawaii, USA, January 4-7, 2000
2. Adomavicius, G. and Tuzhilin, A. "Towards the next generation of Recommender System: A survey of the state-of-the-art and possible extensions", in: IEEE Transactions on Knowledge and Data Engineering, Vol. 17, No. 6, 2005, pp. 734-749.
3. Anderson, N., Lievens, F., van Dam, K. and Ryan, A.M. "Future perspectives on employee selection: key directions for future research and practice", in: Applied Psychology: An International Review, Vo. 53, No. 4, 2004, pp. 487-501.
4. Balabanović, M. and Shoham, Y. "Fab: content-based, collaborative recommendation", Communications of the ACM (40:3), March 1997, pp. 66-72.
5. Bloomqvist K. and Stahle, P. "Building Organizational Trust", Paper presented at the 16th IMP conference, available under http://www.bath.ac. uk/imp/pdf/87_BlomqvistStaahle.pdf, Bath, 2000.
6. Bos, N., Gergle, D., Olson, J.S. and Olson, G.M. "Being there versus seeing there: Trust via video", Proceedings of the conference on human factors in computing systems, 1998, pp. 496-502.
7. th Conference on Uncertainty in Artificial Intelligence, San Francisco, USA, 1998, pp. 43-52.
8. Burke, R. "Hybrid Recommender Systems: Survey and Experiments", User Modeling and User-Adapted Interaction, 2002, Vol. 12, pp. 331-370.
9. Coppola, N. W., Hiltz, S.R. and Rotter, N. "Building Trust in Virtual Teams", Proceedings of IEEE Professional Communication Conference, 2001, pp. 353-366.
10. Davenport, E. and McLaughlin, L. "Interpersonal Trust in Online Partnerships: the Challenge of Representation", Huotari, M. and Ilvonen, M.: Trust in Knowledge Management and Systems in Organizations, Idea Group Publishing, 2003, pp. 107-123.
11. Dempster, A. P., Laird, N. M. and Rubin, D. B. "Maximum likelihood from incomplete data via the EM algorithm" Journal of the Royal Statistic Society, B 39, 1977, pp. 1-38.
12. Domingos, P. and Richardson, M. "Mining the network value of customers", in: Proceedings of the KDD 2001 Conference, San Francisco, 2001, pp. 57-66.
13. Eisentrauth, R. Koch, M. and Möslein, K. "Building Trust and Reputation in Communities and Virtual Enterprises", Proceedings of the Seventh Americas Conference on Information Systems, 2001, pp. 1506-1509.
14. Färber, F., Keim, T. and Weitzel, T. "An Automated Recommendation Approach to Personnel Selection", Proceedings of the 2003 Americas Conference on Information Systems (AMCIS), Tampa, USA, 2003.
15. Gelegher, J. and Kraut, R.E. "Computer-Mediated Communications for Intellectual Teamwork: An Experiment in Group Writing", Information Systems Research, 1994, pp. 110-138.
16. Glückler, J., Armbrüster, T. "Bridging Uncertainty in Management Consulting: The Mechanisms of Trust and Networked Reputation" Organization Studies, Vol. 24, No. 2, SAGE Publications, 2003, pp. 269-297.
17. nd edition, 1995.
18. Guha, R., Kumar, R., Raghavan, P. and Tomkins, A. "Propagation of Trust and Distrust", Proceedings of the World Wide Web, New York, USA, May 17-22, 2004.
19. Handy, C. "Trust and the Virtual Organization", Harvard Business Review, 1995, pp. 40-50.
20. Hofmann, T. "Probabilistic latent semantic analysis," Proceedings of the 15th Conference on Uncertainty in Artificial Intelligence (UAI), July 30-August 1, Stockholm, Sweden, 1999, pp. 289-296.
21. Hofmann, T. and Puzicha, J. "Latent class models for collaborative filtering", Proceedings of the 16th International Joint Conference on Artificial Intelligence, Stockholm, Sweden, 1999, pp. 688-693.
22. Jensen, D. and Neville, J. "Data mining in social networks", in: Proceedings of the National Academy of Sciences workshop on Dynamic Social Network Modeling and Analysis, 2002.
23. Keim, T. and Weitzel, T "An Integrated Framework for Online Partnership-Building", in: Proceedings of the 38th Hawaiian International Conference on System Sciences (HICSS-38), Big Island, Hawaii, 2004.
24. Keim, T., Fritsch, K., Weitzel, T., König, W. and von Westarp, F. Bewerbungspraxis 2006 - Eine empirische Untersuchung mit über 11.000 Stellensuchenden im Internet, Working paper, Frankfurt am Main, 2005.
25. Keim, T., Malinowski, J. and Weitzel, T. "Bridging the Assimilation Gap: A User-Centered Approach to IT-Adoption in Corporate HR Processes", in: Proceedings of the 2005 Americas Conference on Information Systems (AMCIS 2005), Omaha, Nebraska, 2005.
26. Keim, T., König, W., von Westarp, F. and Weitzel, T.. "Recruiting Trends 2006 - Eine empirische Untersuchung der Top-1.000-Unternehmen in Deutschland und von 1.000 Unternehmen aus dem Mittelstand", Working paper, Frankfurt am Main, Germany, 2006.
27. Larson, C.E. and Lafasto, F.M.J. "Teamwork: what can go right, what can go wrong", Sage Publications, 1989.
28. Leicht, K. T. and Marx, J. "The Consequences of Informal Job Finding for Men and Women", Academy of Management Journal, Vo. 40, 1997, pp. 967-987.
29. th Pacific Asia Conference on Information Systems (PACIS 2005), Bangkok, 2005.
30. th Hawaiian Conference on System Sciences (HICSS-39), 2006.
31. Malinowski, J. "Decision support for team staffing: A probabilistic approach for multilevel fit", dissertation thesis, forthcoming 2006.
32. Malone, T. W. and Laubacher, R. J., "The Dawn of the E-Lance Economy", Harvard Business Review, 76 (5), 1998, 144-152.
33. Melville, P, Mooney, R.J., and Nagarajan, R. "Content-boosted collaborative filtering for improved recommendations" Proceedings of the 18th National Conference on Artificial Intelligence, Edmonton, Alberta, Canada, 2002, pp. 187-192.
34. Meyerson, D., Weick, K.E. and Kramer, R.M. "Swift trust and temporary groups", Kramer, R.M. and Tylor, T.R. Trust in Organizations, Thousand Oaks, Sage Publications, 1996, pp. 166-195.
35. Misztal, B. A., "Trust in Modern Societies", Polity, Oxford, 1996.
36. Monster Germany Corporate description, available under http://presse.monster.de/5939_de_p1.asp
37. Montgomery, J.D. "Social Networks and labor-market outcomes: toward an economic analysis" American Economic Review, Vol. 81, 1991, pp. 1408-1417.
38. Olson, J.S. and Olson, G.M. "i2i Trust in E-Commerce", Communication of the ACM, Vol. 43 No. 12, 2000, pp. 41-44.
39. Pennock, D.M., Horvitz, E. and Giles, CE. "Social choice theory and recommender systems: analysis of the axiomatic foundations of collaborative filtering", in: Proceedings of the AAAI Conference, 2000, pp. 729-734.
40. Rashid, A.M., Albert, I., Cosley, D., Lam, S.K., McNee, S.M., Konstan, J.A., and Riedl, J. "Getting to Know You: Learning New User Preferences in Recommender Systems" Proceedings of the 2002 International Conference on Intelligent User Interfaces, San Francisco, California, USA, 2002, pp. 127-134.
41. Resnick, P., and Varian, H.R. "Recommender systems" Communications of the ACM (40:3), 03/1997, pp. 56-58.
42. Richardson, M., Agrawal, R. and Domingos, P. "Trust management for the semantic web", Proceedings of the Second International Semantic Web Conference, Sanibel Islands, USA, October 20-23, 2003, pp. 351-368.
43. Russo, G., Rietveld, P., Nijkamp, P. and Gorter, C. "Recruitment channel use and applicant arrival: An empirical analysis", Empirical economics, Vol. 25, 2000, pp. 673-697.
44. Sarwar, B., Karypis, G., Konstan, J. and Riedl, J. "Analysis of recommendation algorithms for e-commerce" Proceedings of the ACM Conference on Electronic Commerce, Minneapolis, USA, 2000, pp. 158-167.
45. Schafer, J.B., Konstan, J. and Riedl J. "Recommender Systems in E-Commerce", in: Proceedings of the First ACM Conference on Electronic Commerce (EC 1999), Denver, 1999, pp. 158-166..
46. Schafer, J.B., Karypsis, J. and Riedl, J. "E-Commerce Recommendation Applications", in: Data Mining and Knowledge Discovery, Vol. 5, No. 1-2, pp. 115-153, 2001.
47. Simon, C.J. and Warner, J. T. "Matchmaker, matchmaker: The Effect of Old Boy Networks on Job Match Quality, Earnings and Tenure", Journal of Labour Economics, Vol. 10, 1992, pp. 306-329.
48. Terveen, L. and McDonald, D.W. "Social Matching: A Framework and Research Agenda", in: ACM Transactions on Computer-Human Interaction, Vol. 12, No. 3, 2005, pp. 401-434.
49. van der Alst, W.M.P. and Minseok, S. "Mining Social Networks: Uncovering Interaction in Business Processes", in: Proceedings of the Second International Conference Business Process Management (BPM 2004), pp. 244-260.
50. Washio, T. and Motoda, H. "State of the art of graph based mining", in: ACM SIGKDD Explorations Newsletter, Vol. 5, No. 1, 2003, pp. 59-68.
51. Watson-Manheim, M.B., Crowsten, K. and Chudoba, K.M. " Discontinuities and continuities: a new way to understand virtual work", revised version of Proceedings of the 35th Annual Hawaii International Conference on System Sciences, 2002.
52. Yu, B. and Singh, M. P. "Social networks and trust: Detecting deception in reputation management," Proceedings of the second international joint conference on Autonomous agents and multiagent systems, Melbourne, Australia, July 14-18, 2003, pp. 73-80.
53. Zengh, J., Veinott, E., Bos, N., Olson, J.S. and Olson, G.M. "Trust without touch: Jumpstarting long-distance trust with initial social activities", Proceeding of the CHI 2002, pp. 141-146.