On the effectiveness of gene selection for microarray classification methods

Paper

Zhang, Zhongwei, Li, Jiuyong, Hu, Hong and Zhou, Hong. 2010. "On the effectiveness of gene selection for microarray classification methods." Nguyen, Ngoc Thanh, Le, Manh Thanh and Swiatek, Jerzy (ed.) 2nd Asian Conference on Intelligent Information and Database Systems (ACIIDS 2010). Hue City, Vietnam 24 - 26 Mar 2010 Heidelberg, Germany. https://doi.org/10.1007/978-3-642-12101-2_31
Paper/Presentation Title

On the effectiveness of gene selection for microarray classification methods

Presentation TypePaper
AuthorsZhang, Zhongwei (Author), Li, Jiuyong (Author), Hu, Hong (Author) and Zhou, Hong (Author)
EditorsNguyen, Ngoc Thanh, Le, Manh Thanh and Swiatek, Jerzy
Journal or Proceedings TitleLecture Notes in Artificial Intelligence (Book series)
Journal Citation5991 (2), pp. 300-309
Number of Pages10
Year2010
Place of PublicationHeidelberg, Germany
ISBN9783642121005
Digital Object Identifier (DOI)https://doi.org/10.1007/978-3-642-12101-2_31
Conference/Event2nd Asian Conference on Intelligent Information and Database Systems (ACIIDS 2010)
Event Details
2nd Asian Conference on Intelligent Information and Database Systems (ACIIDS 2010)
Event Date
24 to end of 26 Mar 2010
Event Location
Hue City, Vietnam
Abstract

Microarray data usually contains a high level of noisy gene
data, the noisy gene data include incorrect, noise and irrelevant genes. Before Microarray data classification takes place, it is desirable to eliminate as much noisy data as possible. An approach to improving the accuracy and efficiency of Microarray data classification is to make a small selection from the large volume of high dimensional gene expression dataset. An effective gene selection helps to clean up the existing Microarray data and therefore the quality of Microarray data has been improved. In this paper, we study the effectiveness of the gene selection technology for Microarray classification methods. We have conducted some experiments on the effectiveness of gene selection for Microarray classification methods such as two benchmark algorithms: SVMs and C4.5. We observed that although in general the performance of SVMs and C4.5 are improved by using the preprocessed datasets rather than the original data sets in terms of accuracy and efficiency, while an inappropriate choice of gene data can only be detrimental to the power of prediction. Our results also implied that with preprocessing, the number of genes selected affects the classification accuracy.

Keywordsclassification accuracy; clean up; data sets; gene selection; high-dimensional; microarray classification; microarray data; noisy data
ANZSRC Field of Research 2020469999. Other information and computing sciences not elsewhere classified
420399. Health services and systems not elsewhere classified
310505. Gene expression (incl. microarray and other genome-wide approaches)
Public Notes

File reproduced in accordance with the copyright policy of the publisher/author.

Byline AffiliationsDepartment of Mathematics and Computing
University of South Australia
Planning and Quality Office
Department of Electrical, Electronic and Computer Engineering
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Li, Zhi and Zhang, Zhongwei. 2005. "A coupled fuzzy logic control for routers' queue management over TCP/AQM networks." Khosla, Rajiv, Howlett, Robert J. and Jain, Lakhmi C. (ed.) 9th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2005). Melbourne, Australia 14 - 16 Sep 2005 Berlin, Germany.
Validating privacy requirements in large survey rating data
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2011. "Validating privacy requirements in large survey rating data." Bessis, Nik and Xhafa, Fatos (ed.) Next generation data technologies for collective computational intelligence. Berlin, Germany. Springer. pp. 445-469
Revitalisation of a 2nd level engineering and spatial science PBL course: almost there but...
Goh, Steven C., Worden, John, Zhou, Hong and Clewett, John. 2010. "Revitalisation of a 2nd level engineering and spatial science PBL course: almost there but..." Gardner, Anne and Jolly, Lesley (ed.) 21st Annual Conference for the Australasian Association of Engineering Education (AAEE 2010). Sydney, Australia 05 - 08 Dec 2010 Sydney, Australia.
Development of a customised software module within the Moodle LMS for team-based PBL courses
Zhou, Hong, Goh, Steven C., Worden, John, Tschirpig, Barry, Yong, Andrew and Brodie, Lyn. 2010. "Development of a customised software module within the Moodle LMS for team-based PBL courses." Gardner, Anne and Jolly, Lesley (ed.) 21st Annual Conference for the Australasian Association of Engineering Education (AAEE 2010). Sydney, Australia 05 - 08 Dec 2010 Sydney, Australia.
A hybrid wired and wireless network infrastructure to improve the productivity and quality care of critical medical applications
Zhou, Hong, Ali, Hesham, Youn, Jon and Zhang, Zhongwei. 2010. "A hybrid wired and wireless network infrastructure to improve the productivity and quality care of critical medical applications." Li, Yan, Yang, Jiajia, Wen, Peng and Wu, Jinglong (ed.) 2010 IEEE/ICME International Conference on Complex Medical Engineering (ICME 2010). Gold Coast, Australia 13 - 15 Jul 2010 Brisbane, Australia. https://doi.org/10.1109/ICCME.2010.5558842
Satisfying privacy requirements: one step before anonymization
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2010. "Satisfying privacy requirements: one step before anonymization." Zaki, Mohammed Javeed, Yu, Jeffrey Xu, Ravindran, B. and Pudi, Vikram (ed.) 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2010). Hyderabad, India 21 - 24 Jun 2010 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-13657-3_21
Privacy protection for genomic data: current techniques and challenges
Baig, Muzammil M., Li, Jiuyong, Liu, Jixue, Wang, Hua and Wang, Junhu. 2010. "Privacy protection for genomic data: current techniques and challenges." Ras, Zbigniew W. and Tsay, Li-Shang (ed.) Advances in intelligent information systems. Berlin, Germany. Springer. pp. 175-193
Differentiated statistical QoS guarantees for real-time CBR services in broadband wireless access networks
Zhou, Hong and Zhang, Zhongwei. 2010. "Differentiated statistical QoS guarantees for real-time CBR services in broadband wireless access networks." Raoof, Kosai (ed.) 6th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM 2010). Chengdu, China 23 - 25 Sep 2010 Piscataway, NJ. United States. https://doi.org/10.1109/WICOM.2010.5601439
Microdata protection through approximate microaggregation
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2009. "Microdata protection through approximate microaggregation." Mans, Bernard (ed.) 32nd Australasian Computer Science Conference (ACSC 2009). Wellington, New Zealand 19 - 23 Jan 2009 Adelaide, Australia.
Throughput and fairness of multiple TCP connections in wireless networks
Zhou, Hong, Leis, John W., Hoang, Doan and Nhan, Phuong. 2004. "Throughput and fairness of multiple TCP connections in wireless networks." Wysocki, Beata J. and Wysocki, Tadeusz A. (ed.) 3rd Workshop on the Internet, Telecommunications and Signal Processing (WITSP2004). Adelaide, South Australia 20 - 22 Dec 2004 Tarrawanna, N.S.W., Australia .
Injecting purpose and trust into data anonymisation
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2009. "Injecting purpose and trust into data anonymisation." Cheung, David, Song, Il-Yeol, Chu, Wesley, Hu, Xiaohua and Lin, Jimmy (ed.) 18th ACM International Conference on Information and Knowledge Management (CIKM 2009) . Hong Kong, China 02 - 06 Nov 2009 New York, USA. https://doi.org/10.1145/1645953.1646166
Throughput and proportional fairness in cognitive radio networks
Ahmed, Waqas, Gao, Jason, Zhou, Hong and Faulkner, Michael. 2009. "Throughput and proportional fairness in cognitive radio networks." Nguyen, Ngoc-Mai, Nguyen, Van-Mien, Tran, Van-Huan and Tran, Xuan-Tu (ed.) 2nd International Conference on Advanced Technologies for Communications (ATC 2009). Hai Phong, Vietnam 12 - 14 Oct 2009 Piscataway, NJ. United States. https://doi.org/10.1109/ATC.2009.5349453
Adaptive end-to-end QoS provision for real-time multimedia applications in heterogeneous multi-hop wireless networks
Zhou, Hong and Zhang, Zhongwei. 2009. "Adaptive end-to-end QoS provision for real-time multimedia applications in heterogeneous multi-hop wireless networks." Martini, Maria and Politis, Christos (ed.) 5th International ICST Mobile Multimedia Communications Conference (MobiMedia'09). London, United Kingdom 07 - 09 Sep 2009 Brussels, Belgium. https://doi.org/10.4108/ICST.MOBIMEDIA2009.7438
The integration of wireless sensor networks, remote sensing and geographic information systems for autonomous environmental and animal monitoring
Zhou, Hong and Wu, Huayi. 2009. "The integration of wireless sensor networks, remote sensing and geographic information systems for autonomous environmental and animal monitoring." Weghorn, Hans and Isaias, Pedro (ed.) IADIS International Conference on Applied Computing 2009 (IADIS 2009). Rome, Italy 19 - 21 Nov 2009 Italy.
Goodput and channel allocation in opportunistic spectrum access networks
Ahmed, Waqas, Gao, Jason, Zhou, Hong and Faulkner, Michael. 2009. "Goodput and channel allocation in opportunistic spectrum access networks." PIMRC 2009: 20th IEEE International Symposium on Personal, Indoor and Mobile Radio Communications. Tokyo, Japan Piscataway, NJ. United States . https://doi.org/10.1109/PIMRC.2009.5450283
An integrated model for next page access prediction
Khalil, Faten, Li, Jiuyong and Wang, Hua. 2009. "An integrated model for next page access prediction." International Journal of Knowledge and Web Intelligence. 1 (1/2), pp. 48-80. https://doi.org/10.1504/IJKWI.2009.027925
Empirical examination of mobile ad hoc routing protocols on wireless sensor networks
Zhang, Zhongwei and Zhou, Hong. 2009. "Empirical examination of mobile ad hoc routing protocols on wireless sensor networks." International Journal of Computer Networks and Communications. 1 (1), pp. 75-87.
Enhanced p-sensitive k-anonymity models for privacy preserving data publishing
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Truta, Traian Marius. 2008. "Enhanced p-sensitive k-anonymity models for privacy preserving data publishing." Transactions on Data Privacy. 1 (2), pp. 53-66.
Integrating recommendation models for improved web page prediction accuracy
Khalil, Faten, Li, Jiuyong and Wang, Hua. 2008. "Integrating recommendation models for improved web page prediction accuracy." Dobbie, Gillian and Mans, Bernard (ed.) ACSC 2008: 31st Australasian Computer Science Conference. Wollongong, Australia 22 - 25 Jan 2008 Sydney, Australia.
Priority driven K-anonymisation for privacy protection
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2008. "Priority driven K-anonymisation for privacy protection." Roddick, John F., Li, Jiuyong, Christen, Peter and Kennedy, Paul J. (ed.) 7th Australasian Data Mining Conference (AusDM 2008). Glenelg, Adelaide 27 - 28 Nov 2008 Gold Coast, Australia.
Prediction of student actions using weighted Markov models
Huang, Xiaodi, Yong, Jianming, Li, Jiuyong and Gao, Junbin. 2008. "Prediction of student actions using weighted Markov models." Li, Shaozi, Pan, Wei and Yong, Jianming (ed.) IEEE International Symposium on IT in Medicine and Education (ITME 2008) . Xiamen, China 12 - 14 Dec 2008 Piscataway, NJ. United States. https://doi.org/10.1109/ITME.2008.4743842
Towards an authentication protocol for service outsourcing over IP networks
Lai, David, Zhang, Zhongwei and Wang, Hua. 2005. "Towards an authentication protocol for service outsourcing over IP networks." Arabnia, Hamid R. (ed.) 2005 International Conference on Security and Management. Las Vegas, United States of America 20 - 23 Jun 2005 Las Vegas, Nevada, USA.
Understanding and enlivening AQM workings using computer simualtion
Shen, Chong, Zhang, Zhongwei and Lai, David. 2006. "Understanding and enlivening AQM workings using computer simualtion." Li, Hong (ed.) ASEE Mid-Atlantic Section Spring 2006 Conference (ASEE 2006). New York, United States 28 - 29 Apr 2006 New York, USA.
Achieving secure service sharing over IP networks
Lai, David, Zhang, Zhongwei and Shen, Chong. 2006. "Achieving secure service sharing over IP networks." Li, Hong (ed.) ASEE Mid-Atlantic Section Spring 2006 Conference (ASEE 2006). New York, United States 28 - 29 Apr 2006 New York, USA.
Efficient information propagation in service routing for next generation network
Lai, David and Zhang, Zhongwei. 2009. "Efficient information propagation in service routing for next generation network." Wen, Peng, Li, Yuefeng, Polkowski, Lech, Yao, Yiyu, Tsumoto, Shusaku and Wang, Guoyin (ed.) 4th International Conference on Rough Sets and Knowledge Technology (RSKT 2009). Gold Coast, Australia 14 - 16 Jul 2009 Berlin, Germany. https://doi.org/10.1007/978-3-642-02962-2_43
Integrated key exchange protocol capable of revealing spoofing and resisting dictionary attacks
Lai, David and Zhang, Zhongwei. 2004. "Integrated key exchange protocol capable of revealing spoofing and resisting dictionary attacks." Xue, Li, Zhou, JiangYing, Yung, Moti and Jakobsson, Markus (ed.) 2nd International Conference, Applied Cryptography and Network Security ACNS 2004. Yellow Mountain, China 08 - 11 Jun 2004 China.
Service re-routing for service network graph: efficiency, scalability and implementation
Lai, David and Zhang, Zhongwei. 2009. "Service re-routing for service network graph: efficiency, scalability and implementation." International Journal of Computer Networks and Communications. 1 (1), pp. 46-59.
An active approach to multimedia network management
Zhang, Zhongwei and Lai, David. 2005. "An active approach to multimedia network management." Mastorakis, Nikos and Passadis, Kostas (ed.) 9th WSEAS International Conference on Communications. Athens, Greece 11 - 16 Jul 2005 Athens, Greece.
Decentralized management of multimedia network using active network technology
Zhang, Zhongwei and Lai, David. 2005. "Decentralized management of multimedia network using active network technology." WSEAS Transactions on Communications. 4 (7), pp. 325-333.
Implementing and evaluating an adaptive secure routing protocol for mobile ad hoc network
Jin, Lu, Zhang, Zhongwei and Lai, David. 2006. "Implementing and evaluating an adaptive secure routing protocol for mobile ad hoc network." Powell, Steven (ed.) 5th Annual Wireless Telecommunication Symposium (WTS2006). Pomona, United States 27 - 29 Apr 2006 Pomona, California, USA.
Secure service sharing over networks for mobile users using service network graphs
Lai, David and Zhang, Zhongwei. 2006. "Secure service sharing over networks for mobile users using service network graphs." Powell, Steven (ed.) 5th Annual Wireless Telecommunication Symposium (WTS2006). Pomona, United States 27 - 29 Apr 2006 Pomona, California, USA.
Network service sharing infrastructure: service authentication and authorization revocation
Lai, David and Zhang, Zhongwei. 2005. "Network service sharing infrastructure: service authentication and authorization revocation." Mastorakis, Nikos and Passadis, Kostas (ed.) 9th WSEAS International Conference on Communications. Athens, Greece 11 - 16 Jul 2005 Athens, Greece.
An infrastructure for service authentication and authorization revocation in a dynamic aggregation of networks
Lai, David and Zhang, Zhongwei. 2005. "An infrastructure for service authentication and authorization revocation in a dynamic aggregation of networks." WSEAS Transactions on Communications. 4 (8), pp. 537-547.
A unified approach to ameliorate active queue management of network routers
Zhang, Zhongwei, Lai, David and Suthaharan, Shan. 2005. "A unified approach to ameliorate active queue management of network routers." Ohta, Naohisa (ed.) 2005 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS 2005). Hong Kong, China 13 - 16 Dec 2005 New York, United States.
Using association rules to make rule-based classifiers robust
Hu, Hong and Li, Jiuyong. 2005. "Using association rules to make rule-based classifiers robust." Williams, Hugh E. and Dobbie, Gillian (ed.) ADC 2005: 16th Australasian Database Conference. Newcastle, Australia 31 Jan - 03 Feb 2005 Sydney, Australia.
Self-authentication of encrypted channels in service network graph
Lai, David and Zhang, Zhongwei. 2008. "Self-authentication of encrypted channels in service network graph." Cao, Jiang, Li, Minglu, Weng, Chuliang, Xiang, Yang, Wang, Xin, Tang, Hong, Hong, Feng, Liu, Hong and Wang, Yinglin (ed.) IFIP International Conference on Network and Parallel Computing (NPC 2008). Shanghai, China 18 - 21 Oct 2008 Los Alamitos, CA. United States. https://doi.org/10.1109/NPC.2008.20
Improving efficiency and scalability of service network graph by re-routing service routes
Lai, David and Zhang, Zhongwei. 2009. "Improving efficiency and scalability of service network graph by re-routing service routes." Nguyen, Ngoc Thanh, Nguyen, Huynh Phan and Grzech, Adam (ed.) ACIIDS 2009: 1st Asian Conference on Intelligent Information and Database Systems. Dong Hoi, Vietnam 01 - 03 Apr 2009 Piscataway, NJ. United States. https://doi.org/10.1109/ACIIDS.2009.31
Scrutinizing performance of ad hoc routing protocols on wireless sensor networks
Zhang, Zhongwei, Zhou, Hong and Gao, Jason. 2009. "Scrutinizing performance of ad hoc routing protocols on wireless sensor networks." Nguyen, Ngoc Thanh, Nguyen, Huynh Phan and Grzech, Adam (ed.) ACIIDS 2009: 1st Asian Conference on Intelligent Information and Database Systems. Dong Hoi, Vietnam 01 - 03 Apr 2009 United States. https://doi.org/10.1109/ACIIDS.2009.30
Wireless networks: cross-layer Mac design
Gyasi-Agyei, Amoakoh and Zhou, Hong. 2008. "Wireless networks: cross-layer Mac design." Furht, Borko (ed.) Encyclopedia of wireless and mobile communications. United States. Taylor & Francis. pp. 1424-1433
Current developments of k-anonymous data releasing
Li, Jiuyong, Wang, Hua, Jin, Huidong and Yong, Jianming. 2008. "Current developments of k-anonymous data releasing." Electronic Journal of Health Informatics. 3 (1).
Steps in developing an advanced software engineering course using problem based learning
Brodie, Lyn, Zhou, Hong and Gibbons, Anthony. 2008. "Steps in developing an advanced software engineering course using problem based learning." Engineering Education. 3 (1), pp. 2-12. https://doi.org/10.11120/ened.2008.03010002
Integrating Markov Model with clustering for predicting web page accesses
Khalil, Faten, Wang, Hua and Li, Jiuyong. 2007. "Integrating Markov Model with clustering for predicting web page accesses." 13th Australasian World Wide Web Conference (AusWeb 2007). Coffs Harbour, Australia 30 Jun - 04 Jul 2007 Australia.
Applications and performances of extended TTDDs in large-scale wireless sensor networks
Zhou, Hong, Jin, Lu, Zhang, Zhongwei, Ali, Hesham and Wang, Chulho. 2007. "Applications and performances of extended TTDDs in large-scale wireless sensor networks." Zhang, H., Olariu, S., Cao, Jiannong and Johnson, D. B. (ed.) 3rd International Conference of Mobile Ad-hoc and Sensor Networks. Beijing, China 12 - 14 Dec 2007 Berlin. https://doi.org/10.1007/978-3-540-77024-4
The Kth-best approach for linear bilevel multifollower programming with partial shared variables among followers
Shi, Chenggen, Zhou, Hong, Lu, Jie, Zhang, Guangquan and Zhang, Zhongwei. 2007. "The Kth-best approach for linear bilevel multifollower programming with partial shared variables among followers." Applied Mathematics and Computation. 188 (2), pp. 1686-1698. https://doi.org/10.1016/j.amc.2006.11.176
Integrating recommendation models for improved web page prediction accuracy
Khalil, Faten, Wang, Hua and Li, Jiuyong. 2007. "Integrating recommendation models for improved web page prediction accuracy." 13th Australasian World Wide Web Conference (AusWeb 2007). Coffs Harbour, Australia 30 Jun - 04 Jul 2007 Australia.
A comparative study on the performance of wireless sensor networks
Zou, Lin and Zhang, Zhongwei. 2007. "A comparative study on the performance of wireless sensor networks." 6th IEEE/ACIS International Conference on Computer and Information Science (ICIS 2007). Melbourne, Australia 11 - 13 Jul 2007 Piscataway, NJ, USA.
An extended Kuhn-Tucker approach for linear bilevel multifollower programming with partial shared variables among followers
Shi, Chenggen, Lu, Jie, Zhang, Guangquan and Zhou, Hong. 2005. "An extended Kuhn-Tucker approach for linear bilevel multifollower programming with partial shared variables among followers." Johnson, M. and Chen, P. (ed.) IEEE International Conference on Systems, Man and Cybernetics (SMC) (2005). Hawaii, United States 12 Oct 2005 Hawaii, USA. https://doi.org/10.1109/ICSMC.2005.1571663
Towards enhancing trust on Chinese e-commerce
Wang, Zhen, Zhang, Zhongwei and Zhang, Yanchun. 2006. "Towards enhancing trust on Chinese e-commerce." Zhou, X., Li, J., Shen, H., Kitsuregawa, M. and Zhang, Y. (ed.) 8th Asia-Pacific Web Conference (APWeb 2006): Frontiers of WWW Research and Development. Harbin, China 16 - 18 Jan 2006 Berlin, Germany. Springer. https://doi.org/10.1007/11610113_30
Throughput and fairness performance of multiple STT-Vegas connections
Zhang, Zhongwei, Zhou, Hong and Leis, John. 2005. "Throughput and fairness performance of multiple STT-Vegas connections." Sanadidi, M. Y. (ed.) 3rd IASTED International Conference on Communications and Computer Networks. Marina del Rey, United States 24 - 26 Oct 2005 Marina del Rey, USA.
Mining risk patterns in medical data
Li, Jiuyong, Fu, Ada Wai-Chee, He, Hongxing, Chen, Jie, Jin, Huidong, McAullay, Damien, Williams, Graham, Sparks, Ross and Kelman, Chris. 2005. "Mining risk patterns in medical data." Grossman, R., Bayardo, R., Bennett, K. and Vaidya, J. (ed.) 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2005). Chicago, United States 21 - 24 Aug 2005 United States. https://doi.org/10.1145/1081870.1081971
Quantitative analysis of queue management schemes in TCP/IP network routers
Li, Zhenquan, Zhang, Zhongwei and Zhou, Hong. 2004. "Quantitative analysis of queue management schemes in TCP/IP network routers." Safaei, F. (ed.) Australian Telecommunications Networks and Applications Conference (ATNAC 2004). Sydney, Australia 08 - 10 Dec 2004 Canberra, Australia.
Association rule discovery with unbalanced class distributions
Gu, Lifang, Li, Jiuyong, He, Hongxing, Williams, Graham, Hawkins, Simon and Kelman, Chris. 2003. "Association rule discovery with unbalanced class distributions." Gedeon, Tamas D. and Fung, Lance Chun Che (ed.) 16th Australian Conference on Artificial Intelligence (AI 2003). Perth, Australia 03 - 05 Dec 2003 Berlin, Germany. https://doi.org/10.1007/978-3-540-24581-0_19
Mining the optimal class association rule set
Li, Jiuyong, Shen, Hong and Topor, Rodney. 2002. "Mining the optimal class association rule set." Knowledge-Based Systems. 15 (7), pp. 399-405. https://doi.org/10.1016/S0950-7051(02)00024-2
Mining informative rule set for prediction
Li, Jiuyong, Shen, Hong and Topor, Rodney. 2004. "Mining informative rule set for prediction." Journal of Intelligent Information Systems. 22 (2), pp. 155-174. https://doi.org/10.1023/B:JIIS.0000012468.25883.a5
Analysis of breast feeding data using data mining methods
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.
A maximally diversified multiple decision tree algorithm for microarray data classification
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
Deliberation and implementation of adaptive fuzzy logic based security level routing protocol for mobile ad hoc network
Jin, Lu, Zhang, Zhongwei and Zhou, Hong. 2007. "Deliberation and implementation of adaptive fuzzy logic based security level routing protocol for mobile ad hoc network." Jiang, Yingtao (ed.) 4th Annual IEEE Consumer Communications and Networking Conference (CCNC 2007). Las Vegas, United States 11 - 13 Jan 2007 Las Vegas, USA.
Improving the performance of SCTP Transport Protocol over wireless networks
Zhang, Zhongwei and Jin, Lu. 2006. "Improving the performance of SCTP Transport Protocol over wireless networks." Wysocki, Beata J. and Wysocki, Tadeusz A. (ed.) 5th Workshop on the Internet, Telecommunications and Signal Processing (WITSP2006). Hobart, Australia 11 - 13 Dec 2006 Tarrawanna, N.S.W., Australia.
Performance comparison of the AODV, SAODV and FLSL routing protocols in mobile ad hoc networks
Jin, Lu, Zhang, Zhongwei and Zhou, Hong. 2006. "Performance comparison of the AODV, SAODV and FLSL routing protocols in mobile ad hoc networks." Wysocki, Tadeusz A. and Wysocki, Beata J. (ed.) 5th Workshop on the Internet, Telecommunications and Signal Processing (WITSP2006). Hobart, Australia 11 - 13 Dec 2006 Tarrawanna, N.S.W., Australia.
Assessing and assuring trust in e-Commerce systems
Zhang, Zhongwei and Wang, Zhen. 2006. "Assessing and assuring trust in e-Commerce systems." Mohammadian, Masoud (ed.) 2006 International Conference on Intelligent Agents, Web Technologies & Internet Commerce (IAWTIC'06). Sydney, Australia 29 Nov - 01 Dec 2006 Piscataway, NJ, USA.
Performance of STT-Vegas in heterogeneous wired and wireless networks
Zhou, Hong, Gyasi-Agyei, Amoakoh and Zhang, Zhongwei. 2006. "Performance of STT-Vegas in heterogeneous wired and wireless networks." 3rd International Conference on Quality of Service in Heterogeneous Wired/Wireless Networks (QShine). Waterloo, Canada 07 - 09 Aug 2006 New York, NY, USA.
An extended branch and bound algorithm for linear bilevel programming
Shi, Chenggen, Lu, Jie, Zhang, Guangquan and Zhou, Hong. 2006. "An extended branch and bound algorithm for linear bilevel programming." Applied Mathematics and Computation. 180 (2), pp. 529-537.
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.
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).
Fuzzy logic strategy of prognosticating TCP's timeout and retransmission
Zhang, Zhongwei, Li, Zhi and Suthaharan, Shan. 2005. "Fuzzy logic strategy of prognosticating TCP's timeout and retransmission." Halgamuge, Saman K. and Wang, Lipo (ed.) Computational intelligence for modelling and prediction. Berlin. Springer.