Bayesian analysis of linear combiners

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4472 LNCS, Issue , 2007, Pages 292-301

  Biggio, Battista ^a   Fumera, Giorgio ^a   Roli, Fabio ^a  

^a UNIVERSITY OF CAGLIARI   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; COMPUTER SCIENCE; INFORMATION TECHNOLOGY; MATHEMATICAL MODELS; PROBLEM SOLVING;

ANALYTICAL MODELS; BAYESIAN ANALYSIS; LINEAR COMBINERS; THEORETICAL RESULTS;

LINEAR PROGRAMMING;

EID: 37249002752     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-72523-7_30     Document Type: Conference Paper

References (9)

1. Alexandre, L.A., Campilho, A.C. Karnel, M.: Combining Independent and Unbiased Classifiers Using Weighted Average. In: Proc. 15th Int'l Conf. on Pattern Recognition, Vol. 2. IEEE Press (2000) 495-498
2. Fumera, G., Roli, F.: A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems. IEEE Trans. Pattern Analysis Machine Intelligence 27 (2005) 942-956
3. Kittler, J., Hatef, M., Duin, R.P.W., Matas, J.: On combining classifiers. IEEE Trans. Pattern Analysis Machine Intelligence 20 (1998) 226-239
4. Kittler, J., Alkoot, F. M.: Sum versus Vote Fusion in Multiple Classifier Systems. IEEE Trans. Pattern Analysis Machine Intelligence 25 (2003) 110-115
5. Kuncheva, L.I.: A theoretical study on six classifier fusion strategies. IEEE Trans. Pattern Analysis Machine Intelligence 24 281-286
6. Kuncheva, L.I.: Combining Pattern Classifiers: Methods and Algorithms. Hoboken, N.J., Wiley (2004)
7. Turner, K.: Linear and order statistics combiners for reliable pattern classification. PhD dissertation, The University of Texas, Austin (1996)
8. Turner, K., Ghosh, J.: Analysis of Decision Boundaries in Linearly Combined Neural Classifiers. Pattern Recognition 29 (1996) 341-348
9. Turner, K., Ghosh, J.: Linear and order statistics combiners for pattern classification. In: Sharkey, A.J.C. (ed.): Combining Artificial Neural Nets. Springer (1999) 127-155