List of works - Ludmila Kuncheva

Rotation forest: A new classifier ensemble method.

scientific article published in October 2006

Random subspace ensembles for FMRI classification

scientific article published in February 2010

Classifier ensembles for fMRI data analysis: an experiment

scientific article

Combining Pattern Classifiers: Methods and Algorithms, Second Edition

scientific article

Evaluation of stability of k-means cluster ensembles with respect to random initialization.

scientific article published in November 2006

Fuzzy diagnosis

scientific article published in June 1999

Switching between selection and fusion in combining classifiers: an experiment

scientific article published in January 2002

Measures of Diversity in Classifier Ensembles and Their Relationship with the Ensemble Accuracy

scientific article

Will the real iris data please stand up?

Evaluation of computerized medical diagnostic decisions via fuzzy sets.

scientific article

Two-level classification schemes in medical diagnostics.

scientific article published in May 1993

PCA feature extraction for change detection in multidimensional unlabeled data.

scientific article

An aggregation of pro and con evidence for medical decision support systems

scientific article published in November 1993

Fuzzy multi-level classifier for medical applications.

scientific article

DREAM: a shell-like software system for medical data analysis and decision support

scientific article published on June 1993

Using measures of similarity and inclusion for multiple classifier fusion by decision templates

scientific article

Network Protocol Verification by a Classifier Selection Ensemble

Combining Pattern Classifiers: Methods and Algorithms

Book by L. Kuncheva, 2004

Occlusion Handling via Random Subspace Classifiers for Human Detection

scientific article published on 06 May 2013

ROC curves and video analysis optimization in intestinal capsule endoscopy

scholarly article by Fernando Vilariño et al published June 2006 in Pattern Recognition Letters

A weighted voting framework for classifiers ensembles

article published in 2012

How good are fuzzy If-Then classifiers?

scientific article published in January 2000

Identification of Traffic Flows Hiding behind TCP Port 80

A Bound on Kappa-Error Diagrams for Analysis of Classifier Ensembles

article by Ludmila I. Kuncheva published March 2013 in IEEE Transactions on Knowledge and Data Engineering

An experimental study on diversity for bagging and boosting with linear classifiers

scientific article

Statistical pattern recognition

scientific article

Nearest Neighbour Classifiers for Streaming Data with Delayed Labelling

scientific article

A Logodds Criterion for Selection of Diagnostic Tests

scientific article

Presupervised and post-supervised prototype classifier design.

scientific article published in January 1999

Stability of Kerogen Classification with Regard to Image Segmentation

scientific article

An Evaluation Measure of Image Segmentation Based on Object Centres

scientific article

Adaptive Learning Rate for Online Linear Discriminant Classifiers

scientific article

Restricted set classification: Who is there?

A case-study on naïve labelling for the nearest mean and the linear discriminant classifiers

scientific article

An experimental evaluation of mixup regression forests

Prototype Classifiers and the Big Fish: The Case of Prototype (Instance) Selection

article by Ludmila I. Kuncheva published April 2020 in IEEE systems, man, and cybernetics magazine

Naive random subspace ensemble with linear classifiers for real-time classification of fMRI data

A theoretical study on six classifier fusion strategies

scientific article

That Elusive Diversity in Classifier Ensembles

scientific article

Generating classifier outputs of fixed accuracy and diversity

scientific article

Limits on the majority vote accuracy in classifier fusion

scientific article

Point Prototype Generation and Classifier Design

scientific article

An Overview of the Field

scientific article

References

Pattern Recognition

scientific article

Combining Label Outputs

scientific article

Using diversity in cluster ensembles

scientific article

Automated Kerogen Classification in Microscope Images of Dispersed Kerogen Preparation

scientific article

Designing classifier fusion systems by genetic algorithms

scientific article

Diversity in Classifier Ensembles

scientific article

List of works by Ludmila Kuncheva

Rotation forest: A new classifier ensemble method.

Random subspace ensembles for FMRI classification

Classifier ensembles for fMRI data analysis: an experiment

Combining Pattern Classifiers: Methods and Algorithms, Second Edition

Evaluation of stability of k-means cluster ensembles with respect to random initialization.

Fuzzy diagnosis

Switching between selection and fusion in combining classifiers: an experiment

Measures of Diversity in Classifier Ensembles and Their Relationship with the Ensemble Accuracy

Will the real iris data please stand up?

Evaluation of computerized medical diagnostic decisions via fuzzy sets.

Two-level classification schemes in medical diagnostics.

PCA feature extraction for change detection in multidimensional unlabeled data.

An aggregation of pro and con evidence for medical decision support systems

Fuzzy multi-level classifier for medical applications.

DREAM: a shell-like software system for medical data analysis and decision support

Using measures of similarity and inclusion for multiple classifier fusion by decision templates

Network Protocol Verification by a Classifier Selection Ensemble

Combining Pattern Classifiers: Methods and Algorithms

Occlusion Handling via Random Subspace Classifiers for Human Detection

ROC curves and video analysis optimization in intestinal capsule endoscopy

A weighted voting framework for classifiers ensembles

How good are fuzzy If-Then classifiers?

Identification of Traffic Flows Hiding behind TCP Port 80

A Bound on Kappa-Error Diagrams for Analysis of Classifier Ensembles

An experimental study on diversity for bagging and boosting with linear classifiers

Statistical pattern recognition

Nearest Neighbour Classifiers for Streaming Data with Delayed Labelling

A Logodds Criterion for Selection of Diagnostic Tests

Presupervised and post-supervised prototype classifier design.

Stability of Kerogen Classification with Regard to Image Segmentation

An Evaluation Measure of Image Segmentation Based on Object Centres

Adaptive Learning Rate for Online Linear Discriminant Classifiers

Restricted set classification: Who is there?

A case-study on naïve labelling for the nearest mean and the linear discriminant classifiers

An experimental evaluation of mixup regression forests

Prototype Classifiers and the Big Fish: The Case of Prototype (Instance) Selection

Naive random subspace ensemble with linear classifiers for real-time classification of fMRI data

A theoretical study on six classifier fusion strategies

That Elusive Diversity in Classifier Ensembles

Generating classifier outputs of fixed accuracy and diversity

Limits on the majority vote accuracy in classifier fusion

Point Prototype Generation and Classifier Design

An Overview of the Field

References

Pattern Recognition

Combining Label Outputs

Using diversity in cluster ensembles

Automated Kerogen Classification in Microscope Images of Dispersed Kerogen Preparation

Designing classifier fusion systems by genetic algorithms

Diversity in Classifier Ensembles