List of works - Ludmila Kuncheva

"Fuzzy" versus "nonfuzzy" in combining classifiers designed by boosting

scientific article

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

A Final Thought

scientific article

A Fuzzy Model of Heavy Metal Loadings in Marine Environment

scientific article

A Logodds Criterion for Selection of Diagnostic Tests

scientific article

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

scientific article

A concept-drift perspective on prototype selection and generation

A fuzzy model of heavy metal loadings in Liverpool bay

scientific article

A spatial discrepancy measure between voxel sets in brain imaging

A taxonomic look at instance-based stream classifiers

article by Iain A.D. Gunn et al published April 2018 in Neurocomputing

A theoretical study on six classifier fusion strategies

scientific article

A weighted voting framework for classifiers ensembles

article published in 2012

Adaptive Learning Rate for Online Linear Discriminant Classifiers

scientific article

An Evaluation Measure of Image Segmentation Based on Object Centres

scientific article

An Overview of the Field

scientific article

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

scientific article published in November 1993

An ensemble-based method for linear feature extraction for two-class problems

scientific article

An experimental evaluation of mixup regression forests

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

scientific article

Automated Kerogen Classification in Microscope Images of Dispersed Kerogen Preparation

scientific article

Base Classifiers

scientific article

Budget-Constrained Online Video Summarisation of Egocentric Video Using Control Charts

article by Paria Yousefi et al published 2018 in Lecture Notes in Computer Science

COMBINING CLASSIFIERS: SOFT COMPUTING SOLUTIONS

scientific article

Change Detection in Streaming Multivariate Data Using Likelihood Detectors

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

Choosing Parameters for Random Subspace Ensembles for fMRI Classification

scientific article

Classification and comparison of on-line video summarisation methods

Classifier Ensemble Methods for Diagnosing COPD from Volatile Organic Compounds in Exhaled Air

Classifier Ensembles for Changing Environments

scientific article

Classifier Ensembles with a Random Linear Oracle

scientific article

Classifier Selection

scientific article

Classifier ensembles for fMRI data analysis: an experiment

scientific article

Classifying encryption algorithms using pattern recognition techniques

scientific article

Combining Continuous-Valued Outputs

scientific article

Combining Label Outputs

scientific article

Combining Online Classification Approaches for Changing Environments

scientific article

Combining Pattern Classifiers

scientific article

Combining Pattern Classifiers: Methods and Algorithms

scientific article

Combining univariate approaches for ensemble change detection in multivariate data

Comparing keyframe summaries of egocentric videos: Closest-to-centroid baseline

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

scientific article

Correlation Between Breath Profiles Of Exhaled Volatile Organic Compounds (eVOCs) And Global Initiative For Obstructive Lung Disease (GOLD) COPD Stage

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

scientific article published on June 1993

Decision templates for multiple classifier fusion: an experimental comparison

scientific article

Designing classifier fusion systems by genetic algorithms

scientific article

Determining the Training Window for Small Sample Size Classification with Concept Drift

scientific article

Diagnosing scrapie in sheep: a classification experiment

scientific article published on 11 January 2007

Diversity in Classifier Ensembles

scientific article

Diversity in multiple classifier systems

scientific article

Diversity techniques improve the performance of the best imbalance learning ensembles

Edited nearest neighbour for selecting keyframe summaries of egocentric videos

Ensemble Feature Selection

scientific article

Ensemble Methods

scientific article

Error Bounds for Aggressive and Conservative AdaBoost

scientific article

Error-dependency relationships for the naïve Bayes classifier with binary features.

scientific article published in April 2008

Evaluation of Feature Ranking Ensembles for High-Dimensional Biomedical Data: A Case Study

Evaluation of computerized medical diagnostic decisions via fuzzy sets.

scientific article

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

scientific article published in November 2006

Exhaled Breath Analysis For Volatile Organic Compounds (VOCs) Can Distinguish COPD From Controls

Experimental Comparison of Cluster Ensemble Methods

scientific article

Feature Subsets for Classifier Combination: An Enumerative Experiment

scientific article

Full-class set classification using the Hungarian algorithm

scientific article

Fundamentals of Pattern Recognition

scientific article

Fuzzy Classifier Design

scientific article

Fuzzy Pattern Recognition

scientific article

Fuzzy classifiers

scientific article

Fuzzy diagnosis

scientific article published in June 1999

Fuzzy multi-level classifier for medical applications.

scientific article

Generating classifier outputs of fixed accuracy and diversity

scientific article

How good are fuzzy If-Then classifiers?

scientific article published in January 2000

Identification of Traffic Flows Hiding behind TCP Port 80

Instance selection improves geometric mean accuracy: a study on imbalanced data classification

article by Ludmila I. Kuncheva et al published 6 February 2019 in Progress in Artificial Intelligence

Interval feature extraction for classification of event-related potentials (ERP) in EEG data analysis

Limits on the majority vote accuracy in classifier fusion

scientific article

Linear Discriminant Classifier (LDC) for Streaming Data with Concept Drift

scientific article

Marine DGNSS Availability and Continuity

scientific article

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

scientific article

Moderate diversity for better cluster ensembles

scientific article

Multi-modal Biometric Emotion Recognition Using Classifier Ensembles

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

Nearest Neighbour Classifiers for Streaming Data with Delayed Labelling

scientific article

Nearest neighbor classifier: Simultaneous editing and feature selection

scientific article

Nearest prototype classifier designs: An experimental study

scientific article

Network Protocol Verification by a Classifier Selection Ensemble

Object segmentation within microscope images of palynofacies

scientific article

Occlusion Handling via Random Subspace Classifiers for Human Detection

scientific article published on 06 May 2013

On Optimum Thresholding of Multivariate Change Detectors

On feature selection protocols for very low-sample-size data

On the optimality of Naïve Bayes with dependent binary features

scientific article

On the window size for classification in changing environments

scientific article

On-Line fMRI Data Classification Using Linear and Ensemble Classifiers

scientific article

PCA feature extraction for change detection in multidimensional unlabeled data.

scientific article

Pattern Recognition

scientific article

Pattern Recognition and Classification

scholarly article published 31 March 2015

Pattern recognition and classification

scholarly article published 29 September 2014

Point Prototype Generation and Classifier Design

scientific article

Presupervised and post-supervised prototype classifier design.

scientific article published in January 1999

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

ROC curves and video analysis optimization in intestinal capsule endoscopy

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

Random Balance: Ensembles of variable priors classifiers for imbalanced data

Random subspace ensembles for FMRI classification.

scientific article published in February 2010

References

Relationships between combination methods and measures of diversity in combining classifiers

scientific article

Restricted Set Classification with prior probabilities: A case study on chessboard recognition

Restricted set classification: Who is there?

Rotation forest: A new classifier ensemble method.

scientific article published in October 2006

Selective Keyframe Summarisation for Egocentric Videos Based on Semantic Concept Search*

Some Notes on Twenty One 21 Nearest Prototype Classifiers

scientific article

Stability of Kerogen Classification with Regard to Image Segmentation

scientific article

Statistical pattern recognition

scientific article

Switching between selection and fusion in combining classifiers: an experiment

scientific article published in January 2002

Technological Advancements in Affective Gaming: A Historical Survey

Ten measures of diversity in classifier ensembles: limits for two classifiers

scientific article

That Elusive Diversity in Classifier Ensembles

scientific article

Theoretical and Empirical Criteria for the Edited Nearest Neighbour Classifier

Two-level classification schemes in medical diagnostics.

scientific article published in May 1993

Using Diversity with Three Variants of Boosting: Aggressive, Conservative, and Inverse

scientific article

Using diversity in cluster ensembles

scientific article

Using diversity measures for generating error-correcting output codes in classifier ensembles

scientific article

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

scientific article

Who Is Missing? A New Pattern Recognition Puzzle

scholarly article by Ludmila I. Kuncheva & Aaron S. Jackson published 2014 in Lecture Notes in Computer Science

Will the real iris data please stand up?

“Good” and “Bad” Diversity in Majority Vote Ensembles

scientific article

List of works by Ludmila Kuncheva

"Fuzzy" versus "nonfuzzy" in combining classifiers designed by boosting

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

A Final Thought

A Fuzzy Model of Heavy Metal Loadings in Marine Environment

A Logodds Criterion for Selection of Diagnostic Tests

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

A concept-drift perspective on prototype selection and generation

A fuzzy model of heavy metal loadings in Liverpool bay

A spatial discrepancy measure between voxel sets in brain imaging

A taxonomic look at instance-based stream classifiers

A theoretical study on six classifier fusion strategies

A weighted voting framework for classifiers ensembles

Adaptive Learning Rate for Online Linear Discriminant Classifiers

An Evaluation Measure of Image Segmentation Based on Object Centres

An Overview of the Field

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

An ensemble-based method for linear feature extraction for two-class problems

An experimental evaluation of mixup regression forests

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

Automated Kerogen Classification in Microscope Images of Dispersed Kerogen Preparation

Base Classifiers

Budget-Constrained Online Video Summarisation of Egocentric Video Using Control Charts

COMBINING CLASSIFIERS: SOFT COMPUTING SOLUTIONS

Change Detection in Streaming Multivariate Data Using Likelihood Detectors

Choosing Parameters for Random Subspace Ensembles for fMRI Classification

Classification and comparison of on-line video summarisation methods

Classifier Ensemble Methods for Diagnosing COPD from Volatile Organic Compounds in Exhaled Air

Classifier Ensembles for Changing Environments

Classifier Ensembles with a Random Linear Oracle

Classifier Selection

Classifier ensembles for fMRI data analysis: an experiment

Classifying encryption algorithms using pattern recognition techniques

Combining Continuous-Valued Outputs

Combining Label Outputs

Combining Online Classification Approaches for Changing Environments

Combining Pattern Classifiers

Combining Pattern Classifiers: Methods and Algorithms

Combining univariate approaches for ensemble change detection in multivariate data

Comparing keyframe summaries of egocentric videos: Closest-to-centroid baseline

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

Correlation Between Breath Profiles Of Exhaled Volatile Organic Compounds (eVOCs) And Global Initiative For Obstructive Lung Disease (GOLD) COPD Stage

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

Decision templates for multiple classifier fusion: an experimental comparison

Designing classifier fusion systems by genetic algorithms

Determining the Training Window for Small Sample Size Classification with Concept Drift

Diagnosing scrapie in sheep: a classification experiment

Diversity in Classifier Ensembles

Diversity in multiple classifier systems

Diversity techniques improve the performance of the best imbalance learning ensembles

Edited nearest neighbour for selecting keyframe summaries of egocentric videos

Ensemble Feature Selection

Ensemble Methods

Error Bounds for Aggressive and Conservative AdaBoost

Error-dependency relationships for the naïve Bayes classifier with binary features.

Evaluation of Feature Ranking Ensembles for High-Dimensional Biomedical Data: A Case Study

Evaluation of computerized medical diagnostic decisions via fuzzy sets.

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

Exhaled Breath Analysis For Volatile Organic Compounds (VOCs) Can Distinguish COPD From Controls

Experimental Comparison of Cluster Ensemble Methods

Feature Subsets for Classifier Combination: An Enumerative Experiment

Full-class set classification using the Hungarian algorithm

Fundamentals of Pattern Recognition

Fuzzy Classifier Design

Fuzzy Pattern Recognition

Fuzzy classifiers

Fuzzy diagnosis

Fuzzy multi-level classifier for medical applications.

Generating classifier outputs of fixed accuracy and diversity

How good are fuzzy If-Then classifiers?

Identification of Traffic Flows Hiding behind TCP Port 80

Instance selection improves geometric mean accuracy: a study on imbalanced data classification

Interval feature extraction for classification of event-related potentials (ERP) in EEG data analysis

Limits on the majority vote accuracy in classifier fusion

Linear Discriminant Classifier (LDC) for Streaming Data with Concept Drift

Marine DGNSS Availability and Continuity

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

Moderate diversity for better cluster ensembles

Multi-modal Biometric Emotion Recognition Using Classifier Ensembles

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