Data Mining Case Study
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A data mining case study is a case study of an application that critically relies on data mining techniques.
- Context:
- It must report on the Data Mining Techniques used.
- It must report on the Data Mining System used.
- It can (typically) present a Cost-Benefit Analysis.
- …
- Example(s):
- Counter-Example(s):
- a Data Mining Benchmark Task.
- a Controlled Experiment Case Study, such as (Park et al., 2008).
- See: DMCS Workshop, ICDM-2010 Top-10 Data Mining Case Studies Panel.
References
- http://www.dataminingcasestudies.com/ Data Mining Case Studies workshop series.
2013
2012
- (Melli, Wu, et al., 2012) ⇒ Gabor Melli, Xindong Wu, Paul Beinat, Francesco Bonchi, Longbing Cao, Rong Duan, Christos Faloutsos, Rayid Ghani, Brendan Kitts, Bart Goethals, Geoff Mclachlan, Jian Pei, Ashok Srivastava, and Osmar Zaïane. (2011). “Top-10 Data Mining Case Studies.” In: International Journal of Information Technology & Decision Making, 11(2). doi: 10.1142/S021962201240007X
2008
- (Park et al., 2008) ⇒ Barry Park, Kenneth Donaldson, Rodger Duffin, Lang Tran, Frank Kelly, Ian Mudway, Jean-Paul Morin, Robert Guest, Peter Jenkinson, Zissis Samaras, Myrsini Giannouli, Haris Kouridis and Patricia Martin. (2008). “Hazard and Risk Assessment of a Nanoparticulate Cerium Oxide-based Diesel Fuel Additive — A Case Study.” In: Inhalation Toxicology, 20(6). doi:10.1080/08958370801915309)
2006
- (Melli et al., 2006b) ⇒ Gabor Melli, Osmar R. Zaïane, and Brendan Kitts. (2006). “Introduction to the Special Issue on Successful Real-World Data Mining Applications.” In: ACM SIGKDD Explorations Newsletter, 8(1). doi:10.1145/1147234.1147235
- QUOTE: Despite its practical roots few case studies of data mining applications have been published.
- (Freeman & Melli, 2006) ⇒ Edmund Freeman, and Gabor Melli. (2006). “Championing of an LTV Model at LTC." ACM SIGKDD Explorations Newsletter, 8(1). doi:10.1145/1147234.1147239