| KDD cup 2008 and the workshop on mining medical data |
| Full text |
Pdf
(97 KB)
|
Source
|
ACM SIGKDD Explorations Newsletter
archive
Volume 10 , Issue 2 (December 2008)
table of contents
COLUMN: KDD 2008 reports: KDD cup and workshops
table of contents
Pages 34-38
Year of Publication: 2008
ISSN:1931-0145
|
|
Authors
|
|
| Publisher |
|
| Bibliometrics |
Downloads (6 Weeks): 13, Downloads (12 Months): 57, Citation Count: 0
|
|
|
ABSTRACT
In this report we summarize the KDD Cup 2008 task, which addressed a problem of early breast cancer detection. We describe the data and the challenges, the results and summarize the algorithms used by the winning teams. We also summarize the workshop on Mining Medical Data held in conjunction with SIGKDD on August 24, 2008 in Las Vegas, NV that brought together researchers working on various aspects of applying machine learning and data mining to challenging tasks in medical and health care domains.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
American Cancer Society, Surveillance Research, 2007.
|
| |
2
|
D.P. Chakraborty. Maximum likelihood analysis of free-response operating characteristic (FROC) data. Medical Physics, 16:561--568, 1989.
|
| |
3
|
Walter F. Good, Bin Zheng, Yuan-Hsiang Chang, Xiao Hui Wang, Glenn Maitz, and David Gur. Multiimage cad employing features derived from ipsilateral mammographic views. SPIE Vol. 3661, 3661:474--485, 1999.
|
| |
4
|
Shalini Gupta, Priscilla F. Chyn, and Mia K. Markey. Breast cancer cadx based on bi-rads descriptors from two mammographic views. Medical Physics, 33:1810--1817, 2006.
|
| |
5
|
Shalini Gupta and Mia K. Markey. Correspondence in texture features between two mammographic views. Medical Physics, 32:1598--1606, 2005.
|
| |
6
|
Bei Liu, Charles E. Metz, and Yulei Jiang. Effect of correlation on combining diagnostic information from two images of the same patient. Medical Physics, 32:3329--3338, 2005.
|
| |
7
|
P. Lucas N. de Carvalho Ferreira, M.Velikova. Bayesian modelling of multi-view mammography. In Proceedings to ICML workshop "Machine Learning for Health Care Applications", 2008.
|
| |
8
|
Wei Qian, Dansheng Song, Minshan Lei, Ravi Sankar, and Edward Eikman. Computer-aided mass detection based on ipsilateral multiview mammograms. Academic Radiology, 14:530--538, 2007.
|
 |
9
|
Vikas C. Raykar , Balaji Krishnapuram , Jinbo Bi , Murat Dundar , R. Bharat Rao, Bayesian multiple instance learning: automatic feature selection and inductive transfer, Proceedings of the 25th international conference on Machine learning, p.808-815, July 05-09, 2008, Helsinki, Finland
[doi> 10.1145/1390156.1390258]
|
| |
10
|
Berkman Sahiner, Heang-Ping Chan, Lubomir M. Hadjiiski, Mark A. Helvie, Chinatana Paramagul, Jun Ge, Jun Wei, and Chuan Zhou. Joint two-view information for computerized detection of microcalcifications on mammograms. Medical Physics, 33:2574--2585, 2006.
|
| |
11
|
Alain Tiedeu, Christian Daul, Pierre Graebling, and Didier Wolf. Correspondences between microcalcification projections on two mammographic views acquired with digital systems. Computerized Medical Imaging and Graphics, 29:543--553, 2005.
|
| |
12
|
Saskia van Engeland and Nico Karssemeijera. Combining two mammographic projections in a computer aided mass detection method. Medical Physics, 34:898--905, 2007.
|
| |
13
|
Volkan Vural, Glenn Fung, Balaji Krishnapuram, and Jennifer Dy. Batch classification with applications to computer aided diagnosis. In Proceedings of the 2006 European Conference on Machine Learning (ECML), 2006.
|
| |
14
|
Bin Zheng, Joseph K. Leader, Gordon S. Abrams, Amy H. Lu, Luisa P. Wallace, Glenn S. Maitz, and David Gur. Multiview-based computer-aided detection scheme for breast masses. Medical Physics, 33:31--35, 2006.
|
|