A new fuzzy support vectors machine for Biomedical Data classification

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 4676-4679

  Czajkowska, Joanna ^a   Rudzki, Marcin ^a   Czajkowski, Zbigniew ^a  

^a SILESIAN UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

VECTORS;

BIOMEDICAL DATA; FUZZY SUPPORT; FUZZY SUPPORT VECTOR MACHINE (FSVM); FUZZY SUPPORT VECTOR MACHINES; KERNEL FUNCTION; MULTI-CLASS PROBLEMS; NEW APPROACHES;

SUPPORT VECTOR MACHINES;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; BIOLOGY; COMPUTER SIMULATION; DECISION SUPPORT SYSTEM; DNA MICROARRAY; EQUIPMENT; FACTUAL DATABASE; FUZZY LOGIC; HUMAN; INFORMATION RETRIEVAL; METHODOLOGY; REPRODUCIBILITY; STATISTICAL ANALYSIS; STATISTICAL MODEL;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTATIONAL BIOLOGY; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; DATABASES, FACTUAL; DECISION SUPPORT TECHNIQUES; FUZZY LOGIC; HUMANS; INFORMATION STORAGE AND RETRIEVAL; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); OLIGONUCLEOTIDE ARRAY SEQUENCE ANALYSIS; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS;

EID: 61849097257     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4650256     Document Type: Conference Paper

References (8)

1. Musiol J., Wieclawek A., Mazurek U., "Fuzzy Support Vector Machine for Genes Expression Data Analysis", in Conference on Information Technologies in Biomedicine, 2008 (in press).
2. Li J., Liu H., Kent Ridge Biomedical Data Set Repository, 2003. http://sdmc.i2r.a-star.edu.serp/
3. Cortes C., Vapnik V., "Support-Vector Networks", Machine Learning J., vol. 20, No. 3, 1995, pp 273-297.
4. Chen X., Harrison R., Zhang Y.Q., "Fuzzy Support Vector Machines for Biomedical Data Analysis", IEEE International Conference on Granular Computing, 2005, vol. 1(1), pp 131-134.
5. Inoue T., Abe S., "Fuzzy Support Vector Machines for Pattern Classification" in European Symposium on Artificial Neural Networks, 2002, pp 113-118.
6. Ai-Bing, Jia-Hong Pang, Shu-Huan Li, Jian-Ping Sun, "Support Vector Machine for Classification Based on Fuzzy Training Data", in Fifth International Conference on Machine Learning and Cybernetics, Dalian, 13-16 August 2006.
7. Jiang D., Pei J., Zhang A., "Interactive Approach to Mining Gene Expression Data", in IEEE Transactions on Knowledge and Data Engineering, October 2005, vol. 17, No. 10.
8. Gidudu A., Hulley G., Marwala T., "Image Classification Using SVMs: One-Against-One vs One-Against-All", 2007, arXiv:0711.2914.