Intelligent Bayes Classifier (IBC) for ENT infection classification in hospital environment

BioMedical Engineering Online

Volumn 5, Issue , 2006, Pages

  Dutta, Ritaban ^a   Dutta, Ritabrata ^b  

^a UNIVERSITY OF READING   (United Kingdom)

^b INDIAN STATISTICAL INSTITUTE   (India)

Author keywords

[No Author keywords available]

Indexed keywords

EAR NOSE AND THROAT INFECTIONS; INTELLIGENT BAYES CLASSIFIER; PROBABILISTIC NEURAL NETWORK;

BACTERIA; BIOLOGICAL MATERIALS; CONDUCTIVE PLASTICS; HYBRID SENSORS; NEURAL NETWORKS; RADIAL BASIS FUNCTION NETWORKS;

BIOMEDICAL ENGINEERING;

METICILLIN; POLYMER;

ACCURACY; AGAR MEDIUM; ANTIBIOTIC SENSITIVITY; ARTICLE; ARTIFICIAL NEURAL NETWORK; BACTERIAL STRAIN; BAYES THEOREM; CULTURE TECHNIQUE; EAR NODE THROAT INFECTION; EAR NOSE THROAT DISEASE; ESCHERICHIA COLI; HOSPITAL INFECTION; HUMAN; MATHEMATICAL COMPUTING; METHICILLIN RESISTANT STAPHYLOCOCCUS AUREUS; METHODOLOGY; NONHUMAN; PROBABILITY; PSEUDOMONAS AERUGINOSA; SENSOR; SPECIES DIFFERENCE; STAPHYLOCOCCUS AUREUS; ALGORITHM; BACTERIA; CLASSIFICATION; DEVICES; ELECTRONICS; ENVIRONMENTAL MONITORING; HOSPITAL; ISOLATION AND PURIFICATION; LARYNX DISORDER; MICROBIOLOGY; OTITIS; PHARYNX DISEASE; REPRODUCIBILITY;

ESCHERICHIA COLI; METHICILLIN RESISTANT STAPHYLOCOCCUS AUREUS; PSEUDOMONAS AERUGINOSA; STAPHYLOCOCCUS AUREUS;

ALGORITHMS; BACTERIA; BAYES THEOREM; ELECTRONICS, MEDICAL; ENVIRONMENTAL MONITORING; ESCHERICHIA COLI; HOSPITALS; HUMANS; LARYNGEAL DISEASES; NASOPHARYNGEAL DISEASES; NEURAL NETWORKS (COMPUTER); OTITIS; PSEUDOMONAS AERUGINOSA; REPRODUCIBILITY OF RESULTS; STAPHYLOCOCCUS AUREUS;

EID: 33846655209     PISSN: 1475925X     EISSN: 1475925X     Source Type: Journal    
DOI: 10.1186/1475-925X-5-65     Document Type: Article

References (31)

1. Dutta R Dutta R "Maximum Probability Rule" based classification of MRSA infections in hospital environment: Using Electronic Nose Sensors and Actuators B 29 March 2006.
2. Gardner JW Bartlett PN Electronic noses: Principles and applications Oxford University Press, UK 1999
3. Dutta R Morgan D Baker N Gardner JW Hines E Identification of Staphylococcus aureus infections in hospital environment: Electronic nose based approach Sensors and Actuators B 2005 109 355 362 10.1016/ j.snb.2005.01.013
4. Pearce TC Schiffman SS Nagle HT Gardner JW eds Handbook of Machine Olfaction: Electronic Nose Technology Wiley-VCH 1 2003 ISBN: 3-527-30358-8
5. alpha-mos 2006 http://www.alpha-mos.com/en/products/profox.php
6. wikipedia 2006 http://en.wikipedia.org/wiki/Main_Page
7. nhsdirect 2006 http://www.nhsdirect.nhs.uk/articles/ article.aspx?articleID=252
8. biospace 2006 http://www.biospace.com/ news_story.aspx?StoryID=19379920&full=1
9. news.bbc 2006 http://news.bbc.co.uk/1/hi/health/4267686.stm
10. Dutta R Hines EL Gardner JW Boilot P Biomedical Engineering Online 2002 1 4 149373 12437783 10.1186/1475-925X-1-4
11. Gardner JW Craven M Dow CS Hines EL Measurement Science and Technology 1998 9 120 10.1088/0957-0233/9/1/016
12. Leone A Distante C Ancona N Persaud KC Stellab E Siciliano P A powerful method for feature extraction and compression of electronic nose responses Sensors and Actuators B 2005 105 378 392 10.1016/ j.snb.2004.06.026
13. Support vector machines for olfactory signals recognition, Cosimo Distante, Nicola Ancona, Pietro Siciliano Sensors and Actuators B 2003 88 30 39 10.1016/S0925-4005(02)00306-4
14. Carmel L Levy S Lancet D Harel D A feature extraction method for chemical sensors in electronic noses Sensors and Actuators B 2003 93 67-76 10.1016/S0925-4005(03)00247-8
15. Shin HW Llobet E Gardner JW Hines EL Dow CS IEE Proc Science Measurement and Technology 2000 147 158 10.1049/ip-smt:20000422
16. Artursson T Eklöv T Lundström I Mårteusson P Sjöström M Holmberg M Drift correction for gas sensors using multivariate methods J Chemomet 2000 14 1 13 10.1002/1099-128X(200009/ 12)14:5/6<711::AID-CEM607>3.0.CO;2-4
17. Davide F Di Natale C Holmberg M Winquist F Frequency analysis of drift in chemical sensors Proceedings of the 1st Italian Conference on Sensors and Microsystems, Rome, Italy 1996 150-154
18. Holmberg M Winquist F Lundström I Davide F Di Natale C D'Amico A Drift counteraction for an electronic nose Sens Actuators B 1996 35/36 528-535 10.1016/S0925-4005(97)80124-4
19. Holmberg M Winquist F Lundström I Davide F Di Natale C D'Amico A Drift counteraction in odour recognition application: Lifelong calibration method Sens Actuators B 1997 42 185-194 10.1016/ S0925-4005(97)80335-8
20. Haugen JE Tomic O Kvaal K A calibration method for handling the temporal drift of solid state gas-sensors Anal Chim Acta 2000 407 23-39 10.1016/ S0003-2670(99)00784-9
21. Duda Richard O Hart Peter E Stork David G Pattern Classification Wiley Interscience second 2000
22. Michael F Ulmer H Ruiz J Visani P Weimar U Complementary analytical measurements based upon gas chromatography-mass spectrometry, sensor system and human sensory panel: A case study dealing with packaging materials Anal Chim Acta 2001 431 11-29 10.1016/S0003-2670(00)01316-7
23. Mitrovics J Ulmer H Weimar U Gopel W Modular sensor systems for gas sensing and odor monitoring: The MOSES concept Acc Chem Res 1998 31 307-315 10.1021/ar970064n
24. Nagle HT Schiffman SS Gutierrez-Osuna R The how and why of electronic noses IEEE Spectrum 1998 22-34 10.1109/6.715180
25. Lin Y-J Guo H-R Chang Y-H Kao M-T Wang H-H Hong R-I Application of the electronic nose for uremia diagnosis Sens Actuators B 2001 76 177-180 10.1016/S0925-4005(01)00625-6
26. Hahn S Frank M Weimar U Rancidity investigation on olive oil: A comparison of multiple headspace analysis using an electronic nose and GC/MS Proceedings of the Seventh International Symposium on Olfaction and Electronic Nose 2000 49-50 ISOEN 2000
27. Jang JSR Sun CT Mizutani E Neuro-fuzzy and soft computing: A Computational approach to learning and machine intelligence Upper Saddle River NJ: Prenctice Hall 1997
28. Hand DJ Discrimination and classification New York: Wiley 1981
29. Huberty CJ Applied Discriminant Analysis New York: Wiley 1994
30. McLachlan GJ Discriminant analysis and statistical pattern recognition New York: Wiley 1992
31. Mathwork 2006 http://www.mathworks.com