Multiple classifier systems [electronic resource] : second international workshop, MCS 2001, Cambridge, UK, July 2-4, 2001 : proceedings / Josef Kittler, Fabio Roli (eds.).
- Published
- Berlin ; New York : Springer, [2001]
- Copyright Date
- ©2001
- Physical Description
- 1 online resource (xii, 456 pages) : illustrations
- Additional Creators
- Kittler, Josef, 1946-, Roli, Fabio, 1962-, and MCS (Workshop) (2nd : 2001 : Cambridge, England)
Access Online
- SpringerLink: ezaccess.libraries.psu.edu
- Series
- Contents
- Machine generated contents note: Bagging and the Random Subspace Method for Redundant Feature Spaces / M. Skurichina / R. P. W. Duin -- Performance Degradation in Boosting / B. Buxton / S. Holden / J. Wickramaratna -- A Generalized Class of Boosting Algorithms Based on Recursive Decoding Models / J. Villena / E. Tapia / J. C. Gonzalez -- Tuning Cost-Sensitive Boosting and Its Application to Melanoma Diagnosis / S. Merler / C. Furlanello / B. Larcher / [et al.] -- Learning Classification RBF Networks by Boosting / C. J. Alonso Gonzalez / J. J. Rodriguez Diez -- Data Complexity Analysis for Classifier Combination / T. K. Ho -- Genetic Programming for Improved Receiver Operating Characteristics / W. B. Langdon / B. F. Buxton -- Methods for Designing Multiple Classifier Systems / G. Giacinto / G. Vernazza / F. Roli -- Decision-Level Fusion in Fingerprint Verification / S. Prabhakar / A. K. Jain -- Genetic Algorithms for Multi-classifier System Configuration: A Case Study in Character Recognition / K. Sirlantzis / M. C. Fairhurst / M. S. Hoque -- Combined Classification of Handwritten Digits Using the 'Virtual Test Sample Method' / J. Dahmen / D. Keysers / H. Ney -- Averaging Weak Classifiers / J. Liu / D. Chen -- Mixing a Symbolic and a Subsymbolic Expert to Improve Carcinogenicity Prediction of Aromatic Compounds / [et al.] / E. Benfenati / G. Gini / M. Lorenzini -- Multiple Classifier Systems Based on Interpretable Linear Classifiers / D. J. Hand / N. M. Adams / M. G. Kelly -- Least Squares and Estimation Measures via Error Correcting Output Code / T. Windeatt / R. Ghaderi -- Dependence among Codeword Bits Errors in ECOC Learning Machines: An Experimental Analysis / G. Valentini / F. Masulli -- Information Analysis of Multiple Classifier Fusion / [et al.] / J. Grim / J. Kittler / P. Pudil -- Limiting the Number of Trees in Random Forests / P. Latinne / O. Debeir / C. Decaestecker -- Learning-Data Selection Mechanism through Neural Networks Ensemble / S. Hashimoto / P. Hartono -- A Multi-SVM Classification System / A. Stafylopatis / D. S. Frossyniotis -- Automatic Classification of Clustered Microcalcifications by a Multiple Classifier System / F. Tortorella / C. Sansone / P. Foggia / [et al.] -- Feature Weighted Ensemble Classifiers - A Modified Decision Scheme / T. M. Jorgensen / C. Linneberg -- Feature Subsets for Classifier Combination: An Enumerative Experiment / C. J. Whitaker / L. I. Kuncheva -- Input Decimation Ensembles: Decorrelating through Dimensionality Reduction / K. Tumer / N. C. Oza -- Classifier Combination as a Tomographic Process / D. Windridge / J. Kittler -- A Robust Multiple Classifier System for a Partially Unsuprevised Updating of Land-Cover Maps / R. Cossu / L. Bruzzone -- Combining Supervised Remote Sensing Image Classifiers Based on Individual Class Performances / P. C. Smits -- Boosting, Bagging, and Consensus Based Classification of Multisource Remote Sensing Data / G. J. Briem / J. R. Sveinsson / J. A. Benediktsson -- Solar Wind Data Analysis Using Self-Organizing Hierarchical Neural Network Classifiers / [et al.] / I. G. Persiantsev / Y. V. Orlov / S. A. Dolenko -- Combining One-Class Classifiers / D. M. J. Tax / R. P. W. Duin -- Finding Consistent Clusters in Data Partitions / A. Fred -- A Self-Organising Approach to Multiple Classifier Fusion / S. P. Luttrell -- Error Rejection in Linearly Combined Multiple Classifiers / F. Roli / G. Fumera -- Relationship of Sum and Vote Fusion Strategies / F. M. Alkoot / J. Kittler -- Complexity of Data Subsets Generated by the Random Subspace Method: An Experimental Investigation / [et al.] / G. L. Marcialis / F. Roli / L. I. Kuncheua -- On Combining Dissimilarity Representations / R. P. W. Duin / E. Pekalska -- Application of Multiple Classifier Techniques to Subband Speaker Identification with an HMM/ANN System / T. J. Dodd / J. E. Higgins / R. I. Damper -- Classification of Time Series Utilizing Temporal and Decision Fusion / G. Palm / F. Schwenker / C. Dietrich -- Use of Positional Information in Sequence Alignment for Multiple Classifier Combination / U.-V. Marti / H. Bunke -- Application of the Evolutionary Algorithms for Classifier Selection in Multiple Classifier Systems with Majority Voting / B. Gabrys / D. Ruta -- Tree Structure Support Vector Machines for Multi-class Pattern Recognition / G. Palm / F. Schwenker -- On the Combination of Different Template Matching Strategies for Fast Face Detection / B. Froba / W. Zink -- Improving Product by Moderating k-NN Classifiers / F. M. Alkoot / J. Kittler -- Automatic Model Selection in a Hybrid Perceptron/Radial Network / N. Intrator / S. Cohen.
- Subject(s)
- ISBN
- 3540422846 (pbk. : alk. paper)
9783540422846 (pbk. : alk. paper)
9783540482192
3540482199
9786611348403
6611348409 - Bibliography Note
- Includes bibliographical references and index.
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