Petr Somol

According to our database, Petr Somol authored at least 59 papers between 1998 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Efficient anomaly detection through surrogate neural networks.

Martin Flusser, Petr Somol

Neural Comput. Appl., 2022

Avast-CTU Public CAPE Dataset.

Branislav Bosanský, Dominik Kouba, Ondrej Manhal, Thorsten Sick, Viliam Lisý, Jakub Kroustek, Petr Somol

CoRR, 2022

Explaining Classifiers Trained on Raw Hierarchical Multiple-Instance Data.

Tomás Pevný, Viliam Lisý, Branislav Bosanský, Petr Somol, Michal Pechoucek

CoRR, 2022

2021

Explainable Multiple Instance Learning with Instance Selection Randomized Trees.

Tomás Komárek, Jan Brabec, Petr Somol

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

Threat Hunting as a Similarity Search Problem on Multi-positive and Unlabeled Data.

Tomás Komárek, Jan Brabec, Cenek Skarda, Petr Somol

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020

Adaptive Approach for Density-Approximating Neural Network Models for Anomaly Detection.

Martin Flusser, Petr Somol

Proceedings of the 13th International Conference on Computational Intelligence in Security for Information Systems, 2020

2018

Multiple Instance Learning with Bag-Level Randomized Trees.

Tomás Komárek, Petr Somol

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2018

2017

Using Neural Network Formalism to Solve Multiple-Instance Problems.

Tomás Pevný, Petr Somol

Proceedings of the Advances in Neural Networks - ISNN 2017 - 14th International Symposium, 2017

End-node Fingerprinting for Malware Detection on HTTPS Data.

Tomás Komárek, Petr Somol

Proceedings of the 12th International Conference on Availability, Reliability and Security, Reggio Calabria, Italy, August 29, 2017

2016

Discriminative Models for Multi-instance Problems with Tree Structure.

Tomás Pevný, Petr Somol

Proceedings of the 2016 ACM Workshop on Artificial Intelligence and Security, 2016

2015

Materials Classification Using Sparse Gray-Scale Bidirectional Reflectance Measurements.

Jirí Filip, Petr Somol

Proceedings of the Computer Analysis of Images and Patterns, 2015

2013

On Stopping Rules in Dependency-Aware Feature Ranking.

Petr Somol, Jirí Grim, Jirí Filip, Pavel Pudil

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2013

2012

Prediction Model of Inpatient Mortality for Patients with Myocardial Infarction.

Hynek Kruzík, Jirí Vomlel, Václav Kratochvíl, Petr Tuma, Petr Somol

Proceedings of the HEALTHINF 2012 - Proceedings of the International Conference on Health Informatics, Vilamoura, Algarve, Portugal, 1, 2012

2011

Improving feature selection process resistance to failures caused by curse-of-dimensionality effects.

Petr Somol, Jirí Grim, Jana Novovicová, Pavel Pudil

Kybernetika, 2011

Fast dependency-aware feature selection in very-high-dimensional pattern recognition.

Petr Somol, Jirí Grim, Pavel Pudil

Proceedings of the IEEE International Conference on Systems, 2011

2010

Evaluating Stability and Comparing Output of Feature Selectors that Optimize Feature Subset Cardinality.

Petr Somol, Jana Novovicová

IEEE Trans. Pattern Anal. Mach. Intell., 2010

Digital Image Forgery Detection by Local Statistical Models.

Jirí Grim, Petr Somol, Pavel Pudil

Proceedings of the Sixth International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP 2010), 2010

The Problem of Fragile Feature Subset Preference in Feature Selection Methods and a Proposal of Algorithmic Workaround.

Petr Somol, Jirí Grim, Pavel Pudil

Proceedings of the 20th International Conference on Pattern Recognition, 2010

2009

Computer-Aided Evaluation of Screening Mammograms Based on Local Texture Models.

Jirí Grim, Petr Somol, Michal Haindl, Jan Danes

IEEE Trans. Image Process., 2009

Criteria Ensembles in Feature Selection.

Petr Somol, Jirí Grim, Pavel Pudil

Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

A New Measure of Feature Selection Algorithms' Stability.

Jana Novovicová, Petr Somol, Pavel Pudil

Proceedings of the ICDM Workshops 2009, 2009

2008

Evaluating the Stability of Feature Selectors That Optimize Feature Subset Cardinality.

Petr Somol, Jana Novovicová

Proceedings of the Structural, 2008

Dynamic Oscillating Search algorithm for feature selection.

Petr Somol, Jana Novovicová, Jirí Grim, Pavel Pudil

Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

Structural poisson mixtures for classification of documents.

Jirí Grim, Jana Novovicová, Petr Somol

Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

Facial expression recognition using angle-related information from facial meshes.

Nicholas Vretos, Vassilios Solachidis, Petr Somol, Ioannis Pitas

Proceedings of the 2008 16th European Signal Processing Conference, 2008

Are Better Feature Selection Methods Actually Better? - Discussion, Reasoning and Examples.

Petr Somol, Jana Novovicová, Pavel Pudil

Proceedings of the First International Conference on Health Informatics, 2008

2007

Notes on the evolution of feature selection methodology.

Petr Somol, Jana Novovicová, Pavel Pudil

Kybernetika, 2007

Conditional Mutual Information Based Feature Selection for Classification Task.

Jana Novovicová, Petr Somol, Michal Haindl, Pavel Pudil

Proceedings of the Progress in Pattern Recognition, 2007

2006

Flexible-Hybrid Sequential Floating Search in Statistical Feature Selection.

Petr Somol, Jana Novovicová, Pavel Pudil

Proceedings of the Structural, 2006

Multi-Subset Selection for Keyword Extraction and Other Prototype Search Tasks Using Feature Selection Algorithms.

Petr Somol, Pavel Pudil

Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

A Subspace Approach to Texture Modelling by Using Gaussian Mixtures.

Jirí Grim, Michal Haindl, Petr Somol, Pavel Pudil

Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Oscillating Feature Subset Search Algorithm for Text Categorization.

Jana Novovicová, Petr Somol, Pavel Pudil

Proceedings of the Progress in Pattern Recognition, 2006

Feature Selection Based on Mutual Correlation.

Michal Haindl, Petr Somol, Dimitrios Ververidis, Constantine Kotropoulos

Proceedings of the Progress in Pattern Recognition, 2006

Color Texture Segmentation by Decomposition of Gaussian Mixture Model.

Jirí Grim, Petr Somol, Michal Haindl, Pavel Pudil

Proceedings of the Progress in Pattern Recognition, 2006

2005

Probabilistic neural network playing and learning Tic-Tac-Toe.

Jirí Grim, Petr Somol, Pavel Pudil

Pattern Recognit. Lett., 2005

Filter- versus wrapper-based feature selection for credit scoring.

Petr Somol, Bart Baesens, Pavel Pudil, Jan Vanthienen

Int. J. Intell. Syst., 2005

Novel Path Search Algorithm for Image Stitching and Advanced Texture Tiling.

Petr Somol, Michal Haindl

Proceedings of the 13-th International Conference in Central Europe on Computer Graphics, 2005

Current Feature Selection Techniques in Statistical Pattern Recognition.

Pavel Pudil, Petr Somol

Proceedings of the Computer Recognition Systems, 2005

2004

Fast Branch & Bound Algorithms for Optimal Feature Selection.

Petr Somol, Pavel Pudil, Josef Kittler

IEEE Trans. Pattern Anal. Mach. Intell., 2004

On Prediction Mechanisms in Fast Branch & Bound Algorithms.

Petr Somol, Pavel Pudil, Jirí Grim

Proceedings of the Structural, 2004

A Gaussian Mixture-Based Colour Texture Model.

Michal Haindl, Jirí Grim, Petr Somol, Pavel Pudil, Mineichi Kudo

Proceedings of the 17th International Conference on Pattern Recognition, 2004

2002

Feature selection toolbox software package.

Pavel Pudil, Jana Novovicová, Petr Somol

Pattern Recognit. Lett., 2002

Feature selection toolbox.

Petr Somol, Pavel Pudil

Pattern Recognit., 2002

Multiple Classifier Fusion in Probabilistic Neural Networks.

Jirí Grim, Josef Kittler, Pavel Pudil, Petr Somol

Pattern Anal. Appl., 2002

Boosting in Probabilistic Neural Networks.

Jirí Grim, Pavel Pudil, Petr Somol

Proceedings of the 16th International Conference on Pattern Recognition, 2002

2001

Feature Selection Toolbox as a Multi-Purpose Tool in Pattern Recognition.

Petr Somol, Pavel Pudil

Proceedings of the Pattern Recognition in Information Systems, 2001

Information Analysis of Multiple Classifier Fusion.

Jirí Grim, Josef Kittler, Pavel Pudil, Petr Somol

Proceedings of the Multiple Classifier Systems, Second International Workshop, 2001

Branch & Bound Algorithm with Partial Prediction for Use with Recursive and Non-recursive Criterion Forms.

Petr Somol, Pavel Pudil, Jirí Grim

Proceedings of the Advances in Pattern Recognition, 2001

Advances in Statistical Feature Selection.

Josef Kittler, Pavel Pudil, Petr Somol

Proceedings of the Advances in Pattern Recognition, 2001

2000

Road sign classification using Laplace kernel classifier.

Pavel Paclík, Jana Novovicová, Pavel Pudil, Petr Somol

Pattern Recognit. Lett., 2000

Improving Statistical Measures of Feature Subsets by Conventional and Evolutionary Approaches.

Helmut A. Mayer, Petr Somol, Reinhold Huber, Pavel Pudil

Proceedings of the Advances in Pattern Recognition, Joint IAPR International Workshops SSPR 2000 and SPR 2000, [8th International Workshop on Structural and Syntactic Pattern Recognition, 3rd International Workshop on Statistical Techniques in Pattern Recognition], Alicante, Spain, August 30, 2000

Comparison of Classifier-Specific Feature Selection Algorithms.

Mineichi Kudo, Petr Somol, Pavel Pudil, Masaru Shimbo, Jack Sklansky

Proceedings of the Advances in Pattern Recognition, Joint IAPR International Workshops SSPR 2000 and SPR 2000, [8th International Workshop on Structural and Syntactic Pattern Recognition, 3rd International Workshop on Statistical Techniques in Pattern Recognition], Alicante, Spain, August 30, 2000

Combining Multiple Classifiers in Probabilistic Neural Networks.

Jirí Grim, Josef Kittler, Pavel Pudil, Petr Somol

Proceedings of the Multiple Classifier Systems, First International Workshop, 2000

Oscillating Search Algorithms for Feature Selection.

Petr Somol, Pavel Pudil

Proceedings of the 15th International Conference on Pattern Recognition, 2000

Multivariate Structural Bernoulli Mixtures for Recognition of Handwritten Numerals.

Jirí Grim, Pavel Pudil, Petr Somol

Proceedings of the 15th International Conference on Pattern Recognition, 2000

1999

Adaptive floating search methods in feature selection.

Petr Somol, Pavel Pudil, Jana Novovicová, Pavel Paclík

Pattern Recognit. Lett., 1999

1998

Conceptual base of feature selection consulting system.

Pavel Pudil, Jana Novovicová, Petr Somol, Radek Vrnata

Kybernetika, 1998

Feature Selection Expert - User Oriented Approach: Methodology and Concept of the System.

Pavel Pudil, Jana Novovicová, Petr Somol, Radek Vrnata

Proceedings of the Advances in Pattern Recognition, 1998

Initializing normal mixtures of densities.

Jirí Grim, Jana Novovicová, Pavel Pudil, Petr Somol, Francesc J. Ferri

Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998