Petr Somol

Publication Activity (10 Years)

Years Active: 1998-2022
Publications (10 Years): 12

Top Topics

Multiple Instance

Top Venues

Publications

Tomás Pevný, Viliam Lisý, Branislav Bosanský, Petr Somol, Michal Pechoucek
Explaining Classifiers Trained on Raw Hierarchical Multiple-Instance Data. CoRR (2022)
Martin Flusser, Petr Somol
Efficient anomaly detection through surrogate neural networks. Neural Comput. Appl. 34 (23) (2022)
Branislav Bosanský, Dominik Kouba, Ondrej Manhal, Thorsten Sick, Viliam Lisý, Jakub Kroustek, Petr Somol
Avast-CTU Public CAPE Dataset. CoRR (2022)
Tomás Komárek, Jan Brabec, Cenek Skarda, Petr Somol
Threat Hunting as a Similarity Search Problem on Multi-positive and Unlabeled Data. IEEE BigData (2021)
Tomás Komárek, Jan Brabec, Petr Somol
Explainable Multiple Instance Learning with Instance Selection Randomized Trees. ECML/PKDD (2) (2021)
Martin Flusser, Petr Somol
Adaptive Approach for Density-Approximating Neural Network Models for Anomaly Detection. CISIS (2020)
Tomás Komárek, Petr Somol
Multiple Instance Learning with Bag-Level Randomized Trees. ECML/PKDD (1) (2018)
Tomás Komárek, Petr Somol
End-node Fingerprinting for Malware Detection on HTTPS Data. ARES (2017)
Tomás Pevný, Petr Somol
Using Neural Network Formalism to Solve Multiple-Instance Problems. ISNN (1) (2017)
Tomás Pevný, Petr Somol
Discriminative models for multi-instance problems with tree-structure. CoRR (2017)
Tomás Pevný, Petr Somol
Discriminative Models for Multi-instance Problems with Tree Structure. AISec@CCS (2016)
Tomás Pevný, Petr Somol
Using Neural Network Formalism to Solve Multiple-Instance Problems. CoRR (2016)
Jirí Filip, Petr Somol
Materials Classification Using Sparse Gray-Scale Bidirectional Reflectance Measurements. CAIP (2) (2015)
Petr Somol, Jirí Grim, Jirí Filip, Pavel Pudil
On Stopping Rules in Dependency-Aware Feature Ranking. CIARP (1) (2013)
Hynek Kruzík, Jirí Vomlel, Václav Kratochvíl, Petr Tuma, Petr Somol
Prediction Model of Inpatient Mortality for Patients with Myocardial Infarction. HEALTHINF (2012)
Petr Somol, Jirí Grim, Pavel Pudil
Fast dependency-aware feature selection in very-high-dimensional pattern recognition. SMC (2011)
Petr Somol, Jirí Grim, Jana Novovicová, Pavel Pudil
Improving feature selection process resistance to failures caused by curse-of-dimensionality effects. Kybernetika 47 (3) (2011)
Jirí Grim, Petr Somol, Pavel Pudil
Digital Image Forgery Detection by Local Statistical Models. IIH-MSP (2010)
Petr Somol, Jirí Grim, Pavel Pudil
The Problem of Fragile Feature Subset Preference in Feature Selection Methods and a Proposal of Algorithmic Workaround. ICPR (2010)
Petr Somol, Jana Novovicová
Evaluating Stability and Comparing Output of Feature Selectors that Optimize Feature Subset Cardinality. IEEE Trans. Pattern Anal. Mach. Intell. 32 (11) (2010)
Petr Somol, Jirí Grim, Pavel Pudil
Criteria Ensembles in Feature Selection. MCS (2009)
Jana Novovicová, Petr Somol, Pavel Pudil
A New Measure of Feature Selection Algorithms' Stability. ICDM Workshops (2009)
Jirí Grim, Petr Somol, Michal Haindl, Jan Danes
Computer-Aided Evaluation of Screening Mammograms Based on Local Texture Models. IEEE Trans. Image Process. 18 (4) (2009)
Petr Somol, Jana Novovicová, Pavel Pudil
Are Better Feature Selection Methods Actually Better? - Discussion, Reasoning and Examples. HEALTHINF (1) (2008)
Jirí Grim, Jana Novovicová, Petr Somol
Structural poisson mixtures for classification of documents. ICPR (2008)
Petr Somol, Jana Novovicová, Jirí Grim, Pavel Pudil
Dynamic Oscillating Search algorithm for feature selection. ICPR (2008)
Nicholas Vretos, Vassilios Solachidis, Petr Somol, Ioannis Pitas
Facial expression recognition using angle-related information from facial meshes. EUSIPCO (2008)
Petr Somol, Jana Novovicová
Evaluating the Stability of Feature Selectors That Optimize Feature Subset Cardinality. SSPR/SPR (2008)
Jana Novovicová, Petr Somol, Michal Haindl, Pavel Pudil
Conditional Mutual Information Based Feature Selection for Classification Task. CIARP (2007)
Petr Somol, Jana Novovicová, Pavel Pudil
Notes on the evolution of feature selection methodology. Kybernetika 43 (5) (2007)
Petr Somol, Jana Novovicová, Pavel Pudil
Flexible-Hybrid Sequential Floating Search in Statistical Feature Selection. SSPR/SPR (2006)
Michal Haindl, Petr Somol, Dimitrios Ververidis, Constantine Kotropoulos
Feature Selection Based on Mutual Correlation. CIARP (2006)
Jana Novovicová, Petr Somol, Pavel Pudil
Oscillating Feature Subset Search Algorithm for Text Categorization. CIARP (2006)
Jirí Grim, Petr Somol, Michal Haindl, Pavel Pudil
Color Texture Segmentation by Decomposition of Gaussian Mixture Model. CIARP (2006)
Jirí Grim, Michal Haindl, Petr Somol, Pavel Pudil
A Subspace Approach to Texture Modelling by Using Gaussian Mixtures. ICPR (2) (2006)
Petr Somol, Pavel Pudil
Multi-Subset Selection for Keyword Extraction and Other Prototype Search Tasks Using Feature Selection Algorithms. ICPR (2) (2006)
Jirí Grim, Petr Somol, Pavel Pudil
Probabilistic neural network playing and learning Tic-Tac-Toe. Pattern Recognit. Lett. 26 (12) (2005)
Petr Somol, Michal Haindl
Novel Path Search Algorithm for Image Stitching and Advanced Texture Tiling. WSCG (Full Papers) (2005)
Petr Somol, Bart Baesens, Pavel Pudil, Jan Vanthienen
Filter- versus wrapper-based feature selection for credit scoring. Int. J. Intell. Syst. 20 (10) (2005)
Pavel Pudil, Petr Somol
Current Feature Selection Techniques in Statistical Pattern Recognition. CORES (2005)
Michal Haindl, Jirí Grim, Petr Somol, Pavel Pudil, Mineichi Kudo
A Gaussian Mixture-Based Colour Texture Model. ICPR (3) (2004)
Petr Somol, Pavel Pudil, Josef Kittler
Fast Branch & Bound Algorithms for Optimal Feature Selection. IEEE Trans. Pattern Anal. Mach. Intell. 26 (7) (2004)
Petr Somol, Pavel Pudil, Jirí Grim
On Prediction Mechanisms in Fast Branch & Bound Algorithms. SSPR/SPR (2004)
Petr Somol, Pavel Pudil
Feature selection toolbox. Pattern Recognit. 35 (12) (2002)
Pavel Pudil, Jana Novovicová, Petr Somol
Feature selection toolbox software package. Pattern Recognit. Lett. 23 (4) (2002)
Jirí Grim, Josef Kittler, Pavel Pudil, Petr Somol
Multiple Classifier Fusion in Probabilistic Neural Networks. Pattern Anal. Appl. 5 (2) (2002)
Jirí Grim, Pavel Pudil, Petr Somol
Boosting in Probabilistic Neural Networks. ICPR (2) (2002)
Jirí Grim, Josef Kittler, Pavel Pudil, Petr Somol
Information Analysis of Multiple Classifier Fusion. Multiple Classifier Systems (2001)
Petr Somol, Pavel Pudil, Jirí Grim
Branch & Bound Algorithm with Partial Prediction for Use with Recursive and Non-recursive Criterion Forms. ICAPR (2001)
Josef Kittler, Pavel Pudil, Petr Somol
Advances in Statistical Feature Selection. ICAPR (2001)
Petr Somol, Pavel Pudil
Feature Selection Toolbox as a Multi-Purpose Tool in Pattern Recognition. PRIS (2001)
Petr Somol, Pavel Pudil
Oscillating Search Algorithms for Feature Selection. ICPR (2000)
Jirí Grim, Pavel Pudil, Petr Somol
Multivariate Structural Bernoulli Mixtures for Recognition of Handwritten Numerals. ICPR (2000)
Pavel Paclík, Jana Novovicová, Pavel Pudil, Petr Somol
Road sign classification using Laplace kernel classifier. Pattern Recognit. Lett. 21 (13-14) (2000)
Jirí Grim, Josef Kittler, Pavel Pudil, Petr Somol
Combining Multiple Classifiers in Probabilistic Neural Networks. Multiple Classifier Systems (2000)
Helmut A. Mayer, Petr Somol, Reinhold Huber, Pavel Pudil
Improving Statistical Measures of Feature Subsets by Conventional and Evolutionary Approaches. SSPR/SPR (2000)
Mineichi Kudo, Petr Somol, Pavel Pudil, Masaru Shimbo, Jack Sklansky
Comparison of Classifier-Specific Feature Selection Algorithms. SSPR/SPR (2000)
Petr Somol, Pavel Pudil, Jana Novovicová, Pavel Paclík
Adaptive floating search methods in feature selection. Pattern Recognit. Lett. 20 (11-13) (1999)
Jirí Grim, Jana Novovicová, Pavel Pudil, Petr Somol, Francesc J. Ferri
Initializing normal mixtures of densities. ICPR (1998)
Pavel Pudil, Jana Novovicová, Petr Somol, Radek Vrnata
Feature Selection Expert - User Oriented Approach: Methodology and Concept of the System. SSPR/SPR (1998)
Pavel Pudil, Jana Novovicová, Petr Somol, Radek Vrnata
Conceptual base of feature selection consulting system. Kybernetika 34 (4) (1998)