COMPREHENSIVE REVIEW READING LIST for Fall 2016 and Spring 2017
Artificial Intelligence/Knowledge Management
- Alavi, M. and D. E. Leidner (2001). Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues. MIS Quarterly 25(1): 107-136.
- Fahlman, S. and Hinton,G. (1987) Connectionist Architectures for Artificial Intelligence, IEEE Computer 20(1):100-109.
- L.B. Booker, D.E. Goldberg, J.H. Holland (1989). Classifier Systems and Genetic Algorithms. Artificial Intelligence, Volume 40, Issues 1–3, September 1989, Pages 235–282
- McCarthy, J., and Hayes, P.(1969) Some Philosophical Problems from the
Standpoint of Artificial Intelligence. Machine Intelligence. Vol. 4, p.463-502.
- Kalfoglou, Y. and Schorlemmer, M., (2003) Ontology mapping: The State of the Art, The Knowledge EngineeringReview, Vol. 18:1, 1-31.
- Schultze, U. and D. E. Leidner (2002). Studying Knowledge Management in Information Systems Research:Discourses and Theoretical Assumptions. MIS Quarterly 26(3): 213-242.
- Stanfill, C. and Waltz, D. (1986) Toward Memory-Based Reasoning, Communications of the ACM, 29(12):1213-1228,December.
- Tversky, A. and D. Kahneman (1974). Judgment under Uncertainty: Heuristics and Biases. Science 185: 1124-1131.
- Woodridge, M., & Jennings, N. R. (1995). Intelligent agents: theory and practice. The Knowledge Engineering Review,10(2), 115-152.
- Wang, F-Y., Zeng, D., Carley, K. M., & Mao, W. (2007). Social Computing: From Social Informatics to Social intelligence. IEEE Intelligent Systems, 22(2), 79-83.
- Adomavicius, G. and Tuzhillin, A. Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions. IEEE Transactions on Knowledge and Data Engineering. 17(6), June 2005, 734-749.
- Anind K. Dey, Daniel Salber and Gregory D. Abowd (2001). A Conceptual Framework and a Toolkit for Supporting the Rapid Prototyping of Context-aware Applications. Human Computer Interaction. 16 (2-4), pp. 97-166
- Hsinchun Chen; Chiang, Roger H. L.; Storey, Veda C.(2012). Business Intelligence and Analytics: From Big Data to Big Impacts. MIS Quarterly. 36(4), p1165-1188
- Cohen, Aaron M. and Hersh, William R. (2005).A Survey of Current Work in Biomedical Text Mining, Briefings in Bioinformatics, 6(1), 57-71.
- Sung-Pil Choi and Sung-HyonMyaeng (2012) Terminological paraphrase extraction from scientific literature based on predicate argument tuples. Journal of Information Science, 38(6) 593–611.
- Abbasi, Ahmed; Zhang, Zhu; Zimbra, David; Chen, Hsinchun; and Nunamaker, Jay F. Jr.. (2010). "Detecting Fake Websites: The Contribution of Statistical Learning Theory,"MIS Quarterly, (34: 3) pp.435-461.
- GueorgiKossinetsand Duncan J. Watts (2006), Empirical Analysis of an Evolving Social Network, Science,311(5757),88-90.
- Hevner, A.R., March, S.T., Jinsoo Park, J. and Ram, S. (2004).Design Science in Information Systems Research. MIS Quarterly. 28(1), 75-105.
- S Deerwester, S T Landauer T K Dumais, G W Furnas, R A Harshman (1990). Indexing by latent semantic analysis. Journal of the Society for Information Science. 41(6). Available at
- C J C Burges (1998). A tutorial on support vector machines for pattern recognition. Data Mining and Knowledge Discovery. 2, p. 121-167. Available at
- Lawrence Page, Sergey Brin, Rajeev Motwani, Terry Winograd (1998). The PageRank citation ranking: Bringing order to the Web. 1998. Available at
- Joachims, T. (1998). Text Categorization with Support Vector Machines: Learning with Many Relevant Features. Proceedings of the Tenth European Conference on Machine Learning. Available at
- P Resnick, N Iacovou, M Suchak, P Bergstrom, J Riedl (1994). GroupLens: an open architecture for collaborative filtering of Netnews. Proceedings of the ACM 1994 Conference on Computer Supported Cooperative Work(CSCW’94).
- Demetrios Zeinalipour-Yazti, Christos Laoudias, Constandinos Costa, Michail Vlachos, Maria I. Andreou, Dimitrios Gunopulos (2013). Crowdsourced Trace Similarity with Smartphones, IEEE Transactions on Knowledge & Data Engineering, vol.25, no. 6, pp. 1240-1253, June 2013
- Ghahramani, Z., & Jordan, M. I. (1997). Factorial Hidden Markov models, Machine Learning, 29, pp. 245–273
- Sinno Jialin Pan; Qiang Yang (2010). A Survey on Transfer Learning, IEEE Transactions on Knowledge and Data Engineering, 22(10), Page(s): 1345 – 1359
- Philemon Brakel and Dirk Stroobandt and Benjamin Schrauwen, Training energy-based models for time-series imputation, Journal of Machine Learning Research, pp. 2771-2797, 2013
- A L Berger, S A Della Pietra, V J Della Pietra (1996). A Maximum Entropy approach to natural language processing. Computational Linguistics, 1996.
- LeCun, Yann, Yoshua Bengio, and Geoffrey Hinton (2015). Deep Learning, Nature521( 7553), 436-444.