Analysis of breast feeding data using data mining methods

Paper

He, Hongxing, Jin, Huidong, Chen, Jie, McAullay, Damien, Li, Jiuyong and Fallon, Tony. 2006. "Analysis of breast feeding data using data mining methods." Christen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J. (ed.) 5th Australasian Conference on Data Mining and Analystics (AusDM 2006). Sydney, Australia 29 - 30 Nov 2006 Sydney, Australia.
Paper/Presentation Title

Analysis of breast feeding data using data mining methods

Presentation TypePaper
AuthorsHe, Hongxing (Author), Jin, Huidong (Author), Chen, Jie (Author), McAullay, Damien (Author), Li, Jiuyong (Author) and Fallon, Tony (Author)
EditorsChristen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J.
Journal or Proceedings TitleConferences in Research and Practice in Information Technology Series
Journal Citation61, pp. 47-52
Number of Pages6
Year2006
Place of PublicationSydney, Australia
ISBN1920682422
Web Address (URL) of Paperhttp://delivery.acm.org/10.1145/1280000/1273815/p47-he.pdf?ip=139.86.2.15&acc=PUBLIC&CFID=46526475&CFTOKEN=75210869&__acm__=1317946045_209304782df322d369de5486a5c5605d
Conference/Event5th Australasian Conference on Data Mining and Analystics (AusDM 2006)
Event Details
5th Australasian Conference on Data Mining and Analystics (AusDM 2006)
Parent
Australasian Data Mining Conference (AusDM)
Event Date
29 to end of 30 Nov 2006
Event Location
Sydney, Australia
Abstract

The purpose of this study is to demonstrate the benefit of using common data mining techniques on survey data where statistical analysis is routinely applied. The statistical survey is commonly used to collect quantitative information about an item in a population. Statistical analysis is usually carried out on survey data to test hypothesis. We report in this paper an application of data mining methodologies to breast feeding survey data which have been conducted and analysed by statisticians. The purpose of the research is to study the factors leading to deciding whether or not to breast feed a new born baby. Various data mining methods are applied to the data. Feature or variable selection is conducted to select the most discriminative and least redundant features using an information theory based method and a statistical approach. Decision tree and regression approaches are tested on classification tasks using features selected. Risk pattern mining method is also applied to identify groups with high risk of not breast feeding. The success of data mining in this study suggests that using data mining approaches will be applicable to other similar survey data. The data mining methods, which enable a search for hypotheses, may be used as a complementary survey data analysis tool to traditional statistical analysis.

Keywordsdata mining; survey data; features selection; association rule; classification
ANZSRC Field of Research 2020469999. Other information and computing sciences not elsewhere classified
429999. Other health sciences not elsewhere classified
490502. Biostatistics
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Byline AffiliationsCommonwealth Scientific and Industrial Research Organisation (CSIRO), Australia
Department of Mathematics and Computing
Centre for Rural and Remote Area Health
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Hu, Hong, Li, Jiuyong, Wang, Hua, Daggard, Grant and Shi, Mingren. 2006. "A maximally diversified multiple decision tree algorithm for microarray data classification." Boden, Mikael and Bailey, Timothy (ed.) Workshop on Intelligent Systems for Bioinformatics (2006). Hobart, Australia 04 Dec 2006 Sydney, Australia.
A framework of combining Markov model with association rules for predicting web page accesses
Khalil, Faten, Li, Jiuyong and Wang, Hua. 2006. "A framework of combining Markov model with association rules for predicting web page accesses." Christen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J. (ed.) 5th Australasian Conference on Data Mining and Analystics (AusDM 2006). Sydney, Australia 29 - 30 Nov 2006 Canberra, Australia.
A comparative study of classification methods for microarray data analysis
Hu, Hong, Li, Jiuyong, Plank, Ashley, Wang, Hua and Daggard, Grant. 2006. "A comparative study of classification methods for microarray data analysis." Christen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J. (ed.) 5th Australasian Conference on Data Mining and Analystics (AusDM 2006). Sydney, Australia 29 - 30 Nov 2006 Canberra, Australia.
(alpha, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing
Wong, Raymond Chi-Wing, Li, Jiuyong, Fu, Ada Wai-Chee and Wang, Ke. 2006. "(alpha, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing." Eliassi-Rad, Tina, Ungar, Lyle H., Craven, Mark and Gunopulos, Dimitrios (ed.) 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06). Philadelphia, USA 20 - 23 Aug 2006 New York, USA.
Using multiple and negative target rules to make classifiers more understandable
Li, Jiuyong and Jones, Jason. 2006. "Using multiple and negative target rules to make classifiers more understandable." Knowledge-Based Systems. 19 (6), pp. 438-444. https://doi.org/10.1016/j.knosys.2006.03.003
Aged care in the future and baby boomers: shall the twain ever meet? - baby boomers and aged care
Fallon, Anthony Bruce, Price, Kay, Hegney, Desley, Abbey, Jennifer, Neville, Christine C., Oxlade, Deborah and Soar, Jeffrey. 2004. "Aged care in the future and baby boomers: shall the twain ever meet? - baby boomers and aged care." Conrick, Moya and Soar, Jeffrey (ed.) 1st Australian Aged and Community Care Informatics Conference (ACCIC'04). Brisbane, Australia 24 - 25 Aug 2004 Brunswick East, Australia.
Against all odds: a retrospective study of women who succeeded at breastfeeding despite extraordinary difficulties
Hegney, Desley, Fallon, Tony, Crepinsek, Maree, O'Brien, Maxine and Doolan, Jackie. 2005. Against all odds: a retrospective study of women who succeeded at breastfeeding despite extraordinary difficulties. Toowoomba, Australia. University of Southern Queensland.
Psychological services in five South-West Queensland communities: supply and demand
Buikstra, E., Fallon, A. B. and Eley, R.. 2007. "Psychological services in five South-West Queensland communities: supply and demand." Rural and Remote Health. 7 (1), pp. 1-11.
The Toowoomba infant feeding support service project: Report on phase 1 - a longitudinal needs analysis of breastfeeding behaviours and supports in the Toowoomba region
Fallon, Anthony Bruce, O'Brien, Maxine, Plank, Ashley, Doolan, Jackie, Brodribb, Wendy, Hennessy, Jane, Laurent, Kathy and Baker, Sandra F.. 2003. The Toowoomba infant feeding support service project: Report on phase 1 - a longitudinal needs analysis of breastfeeding behaviours and supports in the Toowoomba region. Toowoomba, Australia. University of Southern Queensland.
Aged care nursing in Queensland - the nurses' view
Eley, Robert, Hegney, Desley, Buikstra, Elizabeth, Fallon, Anthony Bruce, Plank, Ashley and Parker, Victoria. 2007. "Aged care nursing in Queensland - the nurses' view ." Journal of Clinical Nursing. 16 (5), pp. 860-872. https://doi.org/10.1111/j.1365-2702.2006.01696.x
Key issues in rural health: perspectives of health service providers in Queensland
Eley, Robert, Fallon, Anthony Bruce, Gorman, Don, Fahey, Paul P., Rogers-Clark, Cath and Hegney, Desley. 2006. Key issues in rural health: perspectives of health service providers in Queensland. Toowoomba, Australia. University of Southern Queensland.
A stock-take of existing aged care clinical placements for undergraduate nursing students in Australia
Neville, Christine C., Yuginovich, Trudy, Fallon, Anthony Bruce, Soar, Jeffrey, Boyes, Joanne and Grasby, David. 2006. A stock-take of existing aged care clinical placements for undergraduate nursing students in Australia. Toowoomba, Australia. University of Southern Queensland.
Current developments of k-anonymous data releasing
Li, Jiuyong, Wang, Hua, Jin, Huidong and Yong, Jianming. 2006. "Current developments of k-anonymous data releasing." Croll, Peter, Morarji, Hasmukh and Au, Richard (ed.) National e-Health Privacy and Security Symposium 2006. Brisbane, Australia 24 - 26 Oct 2006 Brisbane.
SEAM: improving the quality of palliative care in regional Toowoomba, Australia - lessons learned
Buikstra, Elizabeth, Pearce, Susanne, Hegney, Desley and Fallon, Tony. 2006. "SEAM: improving the quality of palliative care in regional Toowoomba, Australia - lessons learned ." Rural and Remote Health. 6 (1), pp. 1-10.
Combining gene expression data and gene ontology with the use of a data mining tool
Petrus, Khaleel, Li, Jiuyong and Lopez, J.. 2005. "Combining gene expression data and gene ontology with the use of a data mining tool." Summer Symposium in Bioinformatics: Open Problems in Bioinformatics (BioInfoSummer 2005). Canberra, Australia 28 Nov - 02 Dec 2005 Australian National University (ANU).
Lexicality and phonological similarity: a challenge for the retrieval-based account of serial recall?
Fallon, Anthony B., Mak, Eva, Tehan, Gerald and Daly, Charmaine. 2005. "Lexicality and phonological similarity: a challenge for the retrieval-based account of serial recall?" Memory. 13 (3/4), pp. 349-356. https://doi.org/10.1080/09658210344000215
The baby-friendly hospital initiative and breastfeeding duration: relating the evidence to the Australian context
Fallon, Anthony Bruce, Crepinsek, Maree, Hegney, Desley and O'Brien, Maxine. 2005. "The baby-friendly hospital initiative and breastfeeding duration: relating the evidence to the Australian context." Birth Issues. 14 (3), pp. 90-95.
Attitudes of Australian nurses to information technology in the workplace: A national survey
Eley, Robert, Soar, Jeffrey, Buikstra, Elizabeth, Fallon, Tony and Hegney, Desley. 2009. "Attitudes of Australian nurses to information technology in the workplace: A national survey." CIN: Computers, Informatics, Nursing. 27 (2), pp. 114-121. https://doi.org/10.1097/NCN.0b013e318197557e