Frank Klawonn

Orcid: 0000-0001-9613-182X

Affiliations:
  • Helmholtz Centre for Infection Research, Braunschweig, Germany
  • Ostfalia University of Applied Sciences, Wolfenbuettel, Germany


According to our database1, Frank Klawonn authored at least 151 papers between 1990 and 2024.

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Bibliography

2024
An Objective Function-Based Clustering Algorithm with a Closed-Form Solution and Application to Reference Interval Estimation in Laboratory Medicine.
Algorithms, April, 2024

Accelerating value function approximations for dynamic dial-a-ride problems via dimensionality reductions.
Comput. Oper. Res., 2024

2023
Introduction to Computer Graphics - Using OpenGL and Java, Third Edition
Undergraduate Topics in Computer Science, Springer, ISBN: 978-3-031-28134-1, 2023

2022
Leakages in District Heating Networks - Model-Based Data Set Quality Assessment and Localization.
Sensors, 2022

Editorial: Making an impact.
Integr. Comput. Aided Eng., 2022

Combined Pruning for Nested Cross-Validation to Accelerate Automated Hyperparameter Optimization for Embedded Feature Selection in High-Dimensional Data with Very Small Sample Sizes.
CoRR, 2022

2021
Development of a data generator for multivariate numerical data with arbitrary correlations and distributions.
Intell. Data Anal., 2021

Improving discretization based pattern discovery for multivariate time series by additional preprocessing.
Intell. Data Anal., 2021

Pattern discovery in time series using autoencoder in comparison to nonlearning approaches.
Integr. Comput. Aided Eng., 2021

2020

Guide to Intelligent Data Science - How to Intelligently Make Use of Real Data, Second Edition
Texts in Computer Science, Springer, ISBN: 978-3-030-45573-6, 2020

Online model- and data-based leakage localization in district heating networks - Impact of random measurement errors.
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, 2020


2019
LEGaTO: Low-Energy, Secure, and Resilient Toolset for Heterogeneous Computing.
CoRR, 2019

2018
Multiobjective Optimization for Railway Maintenance Plans.
J. Comput. Civ. Eng., 2018


Assessment and Adaption of Pattern Discovery Approaches for Time Series Under the Requirement of Time Warping.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2018, 2018

Improving the Decision Support in Diagnostic Systems Using Classifier Probability Calibration.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2018, 2018


2017
A Dynamic Adaptive Questionnaire for Improved Disease Diagnostics.
Proceedings of the Advances in Intelligent Data Analysis XVI, 2017

2016
Diagnostic support for selected neuromuscular diseases using answer-pattern recognition and data mining techniques: a proof of concept multicenter prospective trial.
BMC Medical Informatics Decis. Mak., 2016

Alignment of time-resolved data from high throughput experiments.
J. Bioinform. Comput. Biol., 2016

Exploring Data Sets for Clusters and Validating Single Clusters.
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 20th International Conference KES-2016, 2016

Diagnosis Support for Orphan Diseases: A Case Study Using a Classifier Fusion Method.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2016, 2016

HAUCA Curves for the Evaluation of Biomarker Pilot Studies with Small Sample Sizes and Large Numbers of Features.
Proceedings of the Advances in Intelligent Data Analysis XV - 15th International Symposium, 2016

Recognizing Time-Efficiently Local Botnet Infections - A Case Study.
Proceedings of the 11th International Conference on Availability, Reliability and Security, 2016

2015
Optimized leaf ordering with class labels for hierarchical clustering.
J. Bioinform. Comput. Biol., 2015

Fuzzy clustering: More than just fuzzification.
Fuzzy Sets Syst., 2015

VoQs: A Web Application for Visualization of Questionnaire Surveys.
Proceedings of the Advances in Intelligent Data Analysis XIV, 2015

Prototype Based Fuzzy Clustering Algorithms in High-Dimensional Feature Spaces.
Proceedings of the Enric Trillas: A Passion for Fuzzy Sets, 2015

2014
Relative cost curves: An alternative to AUC and an extension to 3-class problems.
Kybernetika, 2014

HUM calculator and HUM package for R: easy-to-use software tools for multicategory receiver operating characteristic analysis.
Bioinform., 2014

2013
A New Distance Function for Prototype Based Clustering Algorithms in High Dimensional Spaces.
Proceedings of the Statistical Models for Data Analysis, 2013

Testing noisy numerical data for monotonic association.
Inf. Sci., 2013

Analysis of contingency tables based on generalised median polish with power transformations and non-additive models.
Health Inf. Sci. Syst., 2013

What Can Fuzzy Cluster Analysis Contribute to Clustering of High-Dimensional Data?
Proceedings of the Fuzzy Logic and Applications - 10th International Workshop, 2013

High against Low Quantile Comparison for Biomarker and Classifier Evaluation.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2013, 2013

Handling Different Levels of Granularity within Naive Bayes Classifiers.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2013, 2013

Time Point Estimation of a Single Sample from High Throughput Experiments Based on Time-Resolved Data and Robust Correlation Measures.
Proceedings of the Advances in Intelligent Data Analysis XII, 2013

Case-Centred Multidimensional Scaling for Classification Visualisation in Medical Diagnosis.
Proceedings of the Health Information Science - Second International Conference, 2013

RaCoCl: Robust rank correlation based clustering - An exploratory study for high-dimensional data.
Proceedings of the FUZZ-IEEE 2013, 2013

Computational Intelligence - A Methodological Introduction.
Texts in Computer Science, Springer, ISBN: 978-1-4471-5013-8, 2013

2012
Significance tests to identify regulated proteins based on a large number of small samples.
Kybernetika, 2012

Can unbounded distance measures mitigate the curse of dimensionality?
Int. J. Data Min. Model. Manag., 2012

Generalised Median Polish Based on Additive Generators.
Proceedings of the Synergies of Soft Computing and Statistics for Intelligent Data Analysis, 2012

Tackling Misleading Peptide Regulation Fold Changes in Quantitative Proteomics.
Proceedings of the 6th International Conference on Practical Applications of Computational Biology & Bioinformatics, 2012

Detecting Glycosylations in Complex Samples.
Proceedings of the Artificial Intelligence Applications and Innovations, 2012

Curve Fitting for Short Time Series Data from High Throughput Experiments with Correction for Biological Variation.
Proceedings of the Advances in Intelligent Data Analysis XI - 11th International Symposium, 2012

Median Polish with Power Transformations as an Alternative for the Analysis of Contingency Tables with Patient Data.
Proceedings of the Health Information Science - First International Conference, 2012

What are Clusters in High Dimensions and are they Difficult to Find?
Proceedings of the Clustering High-Dimensional Data - First International Workshop, 2012

Introduction to Computer Graphics - Using Java 2D and 3D, Second Edition.
Undergraduate Topics in Computer Science, Springer, ISBN: 978-1-4471-2732-1, 2012

2011
Fuzzy c-means in High Dimensional Spaces.
Int. J. Fuzzy Syst. Appl., 2011

Identification of Peptides with Deviating Regulation Factors Using a Robust Clustering Scheme.
Proceedings of the 5th International Conference on Practical Applications of Computational Biology & Bioinformatics, 2011

Cluster Validity Measures Based on the Minimum Description Length Principle.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2011

A Modified Apriori Algorithm for Analysing High-Dimensional Gene Data.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2011, 2011

SignalNet: Visualization of Signal Network Responses by Quantitative Proteome Data.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2011, 2011

Identification of Nuclear Magnetic Resonance Signals via Gaussian Mixture Decomposition.
Proceedings of the Advances in Intelligent Data Analysis X - 10th International Symposium, 2011

An Alternative to ROC and AUC Analysis of Classifiers.
Proceedings of the Advances in Intelligent Data Analysis X - 10th International Symposium, 2011

M-Estimator induced Fuzzy Clustering Algorithms.
Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology, 2011

2010
Guide to Intelligent Data Analysis - How to Intelligently Make Sense of Real Data.
Texts in Computer Science 42, Springer, ISBN: 978-1-84882-260-3, 2010

Incremental quantile estimation.
Evol. Syst., 2010

A Classification Algorithm for Process Sequences Based on Markov Chains and Bayesian Networks.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2010

Visualisation of Test Coverage for Conformance Tests of Low Level Communication Protocols.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2010

Rank Correlation Coefficient Correction by Removing Worst Cases.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Methods, 2010

Attribute Value Selection Considering the Minimum Description Length Approach and Feature Granularity.
Proceedings of the Computational Intelligence for Knowledge-Based Systems Design, 2010

Statistical Modelling for Data from Experiments with Short Hairpin RNAs.
Proceedings of the Advances in Intelligent Data Analysis IX, 9th International Symposium, 2010

Problems of Fuzzy c-Means Clustering and Similar Algorithms with High Dimensional Data Sets.
Proceedings of the Challenges at the Interface of Data Analysis, Computer Science, and Optimization - Proceedings of the 34th Annual Conference of the Gesellschaft für Klassifikation e. V., Karlsruhe, July 21, 2010

2009
Visualization of High-Dimensional Data with Polar Coordinates.
Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

Cluster Analysis for Outlier Detection.
Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

MS-specific noise model reveals the potential of iTRAQ in quantitative proteomics.
Bioinform., 2009

AVEDA: Statistical Tests for Finding Interesting Visualisations.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2009

Compensation of Translational Displacement in Time Series Clustering Using Cross Correlation.
Proceedings of the Advances in Intelligent Data Analysis VIII, 2009

Measuring and Visualising Similarity of Customer Satisfaction Profiles for Different Customer Segments.
Proceedings of the Hybrid Artificial Intelligence Systems, 4th International Conference, 2009

Fuzzy Cluster Analysis of Larger Data Sets.
Proceedings of the Scalable Fuzzy Algorithms for Data Management and Analysis, 2009

2008
Introduction to Computer Graphics - Using Java 2D and 3D.
Undergraduate Topics in Computer Science, Springer, ISBN: 978-1-84628-848-7, 2008

Clustering with Size Constraints.
Proceedings of the Computational Intelligence Paradigms, Innovative Applications, 2008

Dynamic data assigning assessment clustering of streaming data.
Appl. Soft Comput., 2008

Clustering Likelihood Curves: Finding Deviations from Single Clusters.
Proceedings of the Hybrid Artificial Intelligence Systems, Third International Workshop, 2008

Improving Angle Based Mappings.
Proceedings of the Advanced Data Mining and Applications, 4th International Conference, 2008

2007
A Novel Approach to Noise Clustering for Outlier Detection.
Soft Comput., 2007

Detecting Ambiguities in Regression Problems using TSK Models.
Soft Comput., 2007

Special Issue on Soft Computing for Information Mining.
Soft Comput., 2007

Visualization of Fuzzy Classifiers.
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2007

A Neuro-Fuzzy Model for Dimensionality Reduction and its Application.
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2007

Editorial.
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2007

Analysis of metabolome data by a maximum likelihood approach.
BMC Syst. Biol., 2007

A Likelihood Ratio Test for Differential Metabolic Profiles in Multiple Intensity Measurements.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2007

Landscape Multidimensional Scaling.
Proceedings of the Advances in Intelligent Data Analysis VII, 2007

Towards a Robust Rank Correlation Measure for Numerical Observations on the Basis of Fuzzy Orderings.
Proceedings of the New Dimensions in Fuzzy Logic and Related Technologies. Proceedings of the 5th EUSFLAT Conference, 2007

2006
Reducing the number of parameters of a fuzzy system using scaling functions.
Soft Comput., 2006

JProGO: a novel tool for the functional interpretation of prokaryotic microarray data using Gene Ontology information.
Nucleic Acids Res., 2006

Equi-sized, Homogeneous Partitioning.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2006

Identifying Single Good Clusters in Data Sets.
Proceedings of the Advances in Machine Vision, 2006

POLARMAP - Efficient Visualisation of High Dimensional Data.
Proceedings of the 10th International Conference on Information Visualisation, 2006

A Maximum Likelihood Approach to Noise Estimation for Intensity Measurements in Biology.
Proceedings of the Workshops Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Evolving Extended Naive Bayes Classifiers.
Proceedings of the Workshops Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Visualization of Single Clusters.
Proceedings of the Artificial Intelligence and Soft Computing, 2006

Single Cluster Visualization to Optimize Air Traffic Management.
Proceedings of the Advances in Data Analysis, 2006

Automatically Determine Initial Fuzzy Partitions for Neuro-Fuzzy Classifiers.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2006

Fuzzy Control - Fundamentals, Stability and Design of Fuzzy Controllers
Studies in Fuzziness and Soft Computing 200, Springer, ISBN: 978-3-540-31765-4, 2006

2005
Detecting and identifying ambiguities in regression problems: An approach using a modified mountain method.
Intell. Data Anal., 2005

Clustering of unevenly sampled gene expression time-series data.
Fuzzy Sets Syst., 2005

MDS<sub>polar</sub>: A New Approach for Dimension Reduction to Visualize High Dimensional Data.
Proceedings of the Advances in Intelligent Data Analysis VI, 2005

Understanding and Controlling the Membership Degrees in Fuzzy Clustering.
Proceedings of the From Data and Information Analysis to Knowledge Engineering, 2005

Noise Clustering via Dynamic Data Assigning Assessment.
Proceedings of the Joint 4th Conference of the European Society for Fuzzy Logic and Technology and the 11th Rencontres Francophones sur la Logique Floue et ses Applications, 2005

Learning Methods for Air Traffic Management.
Proceedings of the Symbolic and Quantitative Approaches to Reasoning with Uncertainty, 2005

Grundkurs Computergrafik mit Java - die Grundlagen verstehen und einfach umsetzen mit Java 3D.
Vieweg, ISBN: 978-3-528-05919-4, 2005

2004
A formal study of linearity axioms for fuzzy orderings.
Fuzzy Sets Syst., 2004

Fuzzy Clustering of Macroarray Data.
Proceedings of the Computational Intelligence, Theory and Applications, International Conference 8th Fuzzy Days, Dortmund, Germany, Sept. 29, 2004

Detecting ambiguities in regression using TSK models.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004

The Inherent Indistinguishability in Fuzzy Systems.
Proceedings of the Logic versus Approximation, 2004

Evolutionäre Algorithmen - genetische Algorithmen, Strategien und Optimierungsverfahren, Beispielanwendungen.
Vieweg, ISBN: 978-3-528-05570-7, 2004

2003
A contribution to convergence theory of fuzzy c-means and derivatives.
IEEE Trans. Fuzzy Syst., 2003

Improved fuzzy partitions for fuzzy regression models.
Int. J. Approx. Reason., 2003

Should fuzzy equality and similarity satisfy transitivity? Comments on the paper by M. De Cock and E. Kerre.
Fuzzy Sets Syst., 2003

Fuzzy Clustering of Short Time-Series and Unevenly Distributed Sampling Points.
Proceedings of the Advances in Intelligent Data Analysis V, 2003

What Is Fuzzy about Fuzzy Clustering? Understanding and Improving the Concept of the Fuzzifier.
Proceedings of the Advances in Intelligent Data Analysis V, 2003

An alternative approach to the fuzzifier in fuzzy clustering to obtain better clustering.
Proceedings of the 3rd Conference of the European Society for Fuzzy Logic and Technology, 2003

Neuro-Fuzzy-Systeme
Vieweg, ISBN: 978-3-528-25265-6, 2003

2002
Learning indistinguishability from data.
Soft Comput., 2002

Finding informative rules in interval sequences.
Intell. Data Anal., 2002

2000
Fuzzy Clustering with Weighting of Data Variables.
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2000

Obtaining interpretable fuzzy models from fuzzy clustering and fuzzy regression.
Proceedings of the Fourth International Conference on Knowledge-Based Intelligent Information Engineering Systems & Allied Technologies, 2000

1999
Fuzzy Clustering Based on Modified Distance Measures.
Proceedings of the Advances in Intelligent Data Analysis, Third International Symposium, 1999

1998
Fuzzy clustering with evolutionary algorithms.
Int. J. Intell. Syst., 1998

Transcription regulatory region analysis using signal detection and fuzzy clustering.
Bioinform., 1998

Regelerzeugung mit Fuzzy-Clusteranalyse.
Proceedings of the Data Mining und Data Warehousing, 1998

1997
Erlerner von Fuzzy-Regeln.
Inform. Forsch. Entwickl., 1997

Constructing a fuzzy controller from data.
Fuzzy Sets Syst., 1997

Mathematical Analysis of Fuzzy Classifiers.
Proceedings of the Advances in Intelligent Data Analysis, 1997

Transcription regulation regions revealed by Signal detection and fuzzy clusterfng.
Proceedings of the German Conference on Bioinformatics, 1997

1996
The relation between inference and interpolation in the framework of fuzzy systems.
Fuzzy Sets Syst., 1996

1995
Fuzzy control on the basis of equality relations with an example from idle speed control.
IEEE Trans. Fuzzy Syst., 1995

Fuzzy-Systeme (2. Aufl.).
Leitfäden der Informatik, Teubner, ISBN: 978-3-519-12130-5, 1995

1994
A fuzzy controller for idle speed regulation.
Proceedings of the 1994 ACM Symposium on Applied Computing, 1994

Modifications of Genetic Algorithms for Designing and Optimizing Fuzzy Controllers.
Proceedings of the First IEEE Conference on Evolutionary Computation, 1994

Anpassung Genetischer Algorithmen zum Erlernen und Optimieren von Fuzzy-Reglern.
Proceedings of the Fuzzy Logik, 1994

Foundations of fuzzy systems.
Wiley, ISBN: 978-0-471-94243-6, 1994

Neuronale Netze und Fuzzy-Systeme - Grundlagen des Konnektionismus, neuronaler Fuzzy-Systeme und der Kopplung mit wissensbasierten Methoden.
Artificial intelligence - Künstliche Intelligenz, Vieweg, ISBN: 978-3-528-05265-2, 1994

1993
Combining Neural Networks and Fuzzy Controllers.
Proceedings of the Fuzzy Logic in Artificial Intelligence, 1993

Fuzzy-Systeme.
Leitfäden und Monographien der Informatik, Teubner, ISBN: 978-3-519-02130-8, 1993

1992
Modellierung von Unsicherheit aus der Sicht der Logik.
PhD thesis, 1992

Neural fuzzy logic programming.
IEEE Trans. Neural Networks, 1992

On the axiomatic justification of Dempster's rule of combination.
Int. J. Intell. Syst., 1992

The Dynamic of Belief in the Transferable Belief Model and Specialization-Generalization Matrices.
Proceedings of the UAI '92: Proceedings of the Eighth Annual Conference on Uncertainty in Artificial Intelligence, 1992

Reasoning under Uncertainty with Temporal Aspects.
Proceedings of the Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, 1992

1991
Modellierung von Vagheit und Unsicherheit.
Künstliche Intell., 1991

Reasoning with Mass Distributions.
Proceedings of the UAI '91: Proceedings of the Seventh Annual Conference on Uncertainty in Artificial Intelligence, 1991

On a Tool for Reasoning with Mass Distributions.
Proceedings of the 12th International Joint Conference on Artificial Intelligence. Sydney, 1991

Reasoning with Mass Distributions and the Context Model.
Proceedings of the Symbolic and Quantitative Approaches to Reasoning and Uncertainty, 1991

1990
Numerische Methoden zur Verarbeitung unsicherer Informationen in wissensbasierten Systemen.
Proceedings of the Konzeption und Einsatz von Umweltinformationssystemen, 1990


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