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U.W. Bangor - School of Informatics - Mathematics Preprints 2001

Pattern Recognition & Fuzzy Systems


01.03 : BEZDEK, J.C. & KUNCHEVA, L.I.

Nearest prototype classifier designs: An experimental study

Published in:

International Journal of Intelligent Systems 16 (2001) 1445-1473.

01.04 : KUNCHEVA, L.I.

Combining classifiers: Soft computing solutions

Published in:

S.K. Pal and A. Pal (Eds.) Lecture Notes in Pattern Recognition
World Scientific Publishing Co., Singapore, (2001) 427-452.

01.05 : KUNCHEVA, L.I., WRENCH, J., JAIN, L.C. & AL-ZAIDAN, A.

A Fuzzy Model of Heavy Metal Loadings in Marine Environment

Published in:

Da Ruan, J. Kacprzyk and M. Fedrizzi (Eds.) Soft computing for risk assessment and management
Springer-Verlag (Physica-Verlag, Heidelberg and New York),
series: Studies in Fuzziness and Soft Computing' (2001) 355-371.

01.06 : KUNCHEVA, L.I.

A theoretical study on six classifier fusion strategies

Abstract:

We look at a single point in the feature space, two classes, and L classifiers estimating the posterior probability for class \omega_1. Assuming that the estimates are independent and identically distributed (normal of uniform), we give formulas for the classification error for the following fusion methods: average, minimum, maximum, median, majority vote and oracle.

Published in:

IEEE Transactions on PAMI 24 (2002) 281-286.

Download:

gzipped postscript: lkpami1.ps.gz

01.07 : KUNCHEVA, L.I. & WHITAKER, C.J.

Measures of diversity in classifier ensembles

Published in:

Machine Learning 51 (2003) 181-207.

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gzipped postscript: lkml.ps.gz

01.08 : KUNCHEVA, L.I., WHITAKER, C.J., SHIPP, C.A. & DUIN, R.P.W.

Limits on the majority vote accuracy in classifier fusion

Published in:

Pattern Analysis and Applications 6 (2003) 22-31.

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gzipped postscript: lkpaa.ps.gz

01.09 (revised as 01.25) : KUNCHEVA, L.I.

Combining classifiers by clustering, selection and decision templates

01.10 : KUNCHEVA, L.I., ROLI, F., MARCIALIS, G.L. & SHIPP, C.A.

Complexity of Data Subsets Generated by the Random Subspace Method: An Experimental Investigation

Published in:

MCS 2001, Cambridge, Lecture Notes in Computer Science, 2096 (2001) 228-237.

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gzipped postscript: lkMCS01a.ps.gz

01.11 : KUNCHEVA, L.I. & WHITAKER, C.J.

Feature Subsets for Classifier Combination: An Enumerative Experiment

Published in:

MCS 2001, Cambridge, Lecture Notes in Computer Science, LNCS 2096 (2001) 228-237.

Download:

gzipped postscript: lkMCS01.ps.gz

01.18 : SHIPP, C.A. & KUNCHEVA, L.I.

Four Measures of Data Complexity for Bootstrapping, Splitting and Feature Sampling

Published in:

Proc. CIMA 2001, Bangor, June, 2001, 429-435.

Download:

gzipped postscript: lkAIDA01.ps.gz

01.19 : AL-ZAIDAN, A.S. & KUNCHEVA, L.I.

Using Fuzzy Similarities to Analyze Heavy Metal Distribution in a Marine Environment

Published in:

Proc. CIMA 2001, Bangor, June, 2001, 725-731.

Download:

gzipped postscript: lkFLA01.ps.gz

01.20 : KUNCHEVA, L.I. & WHITAKER, C.J.

Ten Measures of Diversity in Classifier Ensembles: Limits for Two Classifiers

Published in:

IEE Workshop on Intelligent Sensor Processing, Birmingham, February, 2001, 10/1-10/6.

Download:

gzipped postscript: lklSP01.ps.gz

01.25 : KUNCHEVA, L.I.

Switching between selection and fusion in combining classifiers: An experiment

Published in:

IEEE Transactions on SMC, Part B, 32 (2002) 146-156.

Download:

gzipped postscript: lksmc2.ps.gz

01.26 : KUNCHEVA, L.I. & KOUNTCHEV, R.K.

Generating classifier outputs of fixed accuracy and diversity

Published in:

Pattern Recognition Letters, 23 (2002) 593-600.

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gzipped postscript: lkprt2.ps.gz

01.27 : SHIPP, C.A. & KUNCHEVA, L.I.

Relationships between combination methods and measures of diversity in combining classifiers

Published in:

Information Fusion 3 (2002) 135-148.

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gzipped postscript: csif.ps.gz

01.28 : SHIPP, C.A. & KUNCHEVA, L.I.

An investigation into how AdaBoost affects classifier diversity

Submitted to:

Proc. IPMU 2002, Annecy, France (2002) 203-208.

Download:

gzipped postscript: cslPMU02.ps.gz

01.29 : KUNCHEVA, L.I.

`Fuzzy' vs `Non-fuzzy' in Combining Classifiers: An Experimental Study

Published in:

Proc LFA'01, Mons, Belgium (2001) 11-22.

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gzipped postscript: lkLFA01.ps.gz

01.30 : KUNCHEVA, L.I.

Reducing the Computational Demand of the Nearest Neighbor Classifier

Published in:

School of Informatics Symposium on Computing 2001, Aberystwyth (2001) 61-64.

Download:

gzipped postscript: lkINF01.ps.gz

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