Matjaz Kukar

According to our database, Matjaz Kukar authored at least 39 papers between 1996 and 2023.

Collaborative distances:

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

2023

Differentiating Viral and Bacterial Infections: A Machine Learning Model Based on Routine Blood Test Values.

Gregor Guncar, Matjaz Kukar, Tim Smole, Saso Moskon, Tomaz Vovko, Simon Podnar, Peter Cernelc, Miran Brvar, Mateja Notar, Manca Köster, Marjeta Tusek Jelenc, Marko Notar

CoRR, 2023

2021

A machine learning-based risk stratification model for ventricular tachycardia and heart failure in hypertrophic cardiomyopathy.

Tim Smole, Bojan Zunkovic, Matej Piculin, Enja Kokalj, Marko Robnik-Sikonja, Matjaz Kukar, Dimitrios I. Fotiadis, Vasileios C. Pezoulas, Nikolaos S. Tachos, Fausto Barlocco, Francesco Mazzarotto, Dejana Popovic, Lars Maier, Lazar U. Velicki, Guy A. MacGowan, Iacopo Olivotto, Nenad Filipovic, Djordje G. Jakovljevic, Zoran Bosnic

Comput. Biol. Medicine, 2021

2020

COVID-19 diagnosis by routine blood tests using machine learning.

Matjaz Kukar, Gregor Guncar, Tomaz Vovko, Simon Podnar, Peter Cernelc, Miran Brvar, Mateja Zalaznik, Mateja Notar, Saso Moskon, Marko Notar

CoRR, 2020

2019

Frequent subgraph mining in oceanographic multi-level directed graphs.

Boris Petelin, Igor Kononenko, Vlado Malacic, Matjaz Kukar

Int. J. Geogr. Inf. Sci., 2019

AgroDSS: A decision support system for agriculture and farming.

Rok Rupnik, Matjaz Kukar, Petar Vracar, Domen Kosir, Darko Pevec, Zoran Bosnic

Comput. Electron. Agric., 2019

2018

A topological approach to delineation and arrhythmic beats detection in unprocessed long-term ECG signals.

Jana Faganeli Pucer, Matjaz Kukar

Comput. Methods Programs Biomed., 2018

2015

Dynamic fuzzy paths and cycles in multi-level directed graphs.

Boris Petelin, Igor Kononenko, Vlado Malacic, Matjaz Kukar

Eng. Appl. Artif. Intell., 2015

Learning from depth sensor data using inductive logic programming.

Miha Drole, Petar Vracar, Ante Panjkota, Ivo Stancic, Josip Music, Igor Kononenko, Matjaz Kukar

Proceedings of the XXV International Conference on Information, 2015

2014

Automatization of the Stream Mining Process.

Lovro Subelj, Zoran Bosnic, Matjaz Kukar, Marko Bajec

Proceedings of the Advanced Information Systems Engineering, 2014

2013

Explanation and Reliability of Individual Predictions.

Igor Kononenko, Erik Strumbelj, Zoran Bosnic, Darko Pevec, Matjaz Kukar, Marko Robnik-Sikonja

Informatica (Slovenia), 2013

Multi-level association rules and directed graphs for spatial data analysis.

Boris Petelin, Igor Kononenko, Vlado Malacic, Matjaz Kukar

Expert Syst. Appl., 2013

2012

Reservoir sampling techniques in modern data analysis.

Anze Pecar, Miha Zidar, Matjaz Kukar

Proceedings of the Balkan Conference in Informatics, 2012, 2012

2011

Image processing and machine learning for fully automated probabilistic evaluation of medical images.

Luka Sajn, Matjaz Kukar

Comput. Methods Programs Biomed., 2011

Modern parameterization and explanation techniques in diagnostic decision support system: A case study in diagnostics of coronary artery disease.

Matjaz Kukar, Igor Kononenko, Ciril Groselj

Artif. Intell. Medicine, 2011

Supporting Diagnostics of Coronary Artery Disease with Neural Networks.

Matjaz Kukar, Ciril Groselj

Proceedings of the Adaptive and Natural Computing Algorithms, 2011

2010

Separating Interleaved HTTP Sessions Using a Stochastic Model.

Marko Pozenel, Viljan Mahnic, Matjaz Kukar

Informatica (Slovenia), 2010

Separation of Interleaved Web Sessions with Heuristic Search.

Marko Pozenel, Viljan Mahnic, Matjaz Kukar

Proceedings of the ICDM 2010, 2010

2009

Supporting Diagnostics of Coronary Artery Disease with Multi-resolution Image Parameterization and Data Mining.

Matjaz Kukar, Luka Sajn

Proceedings of the Computer Vision/Computer Graphics Collaboration Techniques, 2009

Improving Probabilistic Interpretation of Medical Diagnoses with Multi-resolution Image Parameterization: A Case Study.

Matjaz Kukar, Luka Sajn

Proceedings of the Artificial Intelligence in Medicine, 2009

2007

Integrating Data Mining and Decision Support through Data Mining Based Decision Support System.

Rok Rupnik, Matjaz Kukar, Marjan Krisper

J. Comput. Inf. Syst., 2007

Transductive Reliability Estimation for Kernel Based Classifiers.

Dimitris Tzikas, Matjaz Kukar, Aristidis Likas

Proceedings of the Advances in Intelligent Data Analysis VII, 2007

Multi-resolution Image Parametrization in Stepwise Diagnostics of Coronary Artery Disease.

Matjaz Kukar, Luka Sajn, Ciril Groselj, Jera Groselj

Proceedings of the Artificial Intelligence in Medicine, 2007

2006

Quality assessment of individual classifications in machine learning and data mining.

Matjaz Kukar

Knowl. Inf. Syst., 2006

2005

Computerized segmentation of whole-body bone scintigrams and its use in automated diagnostics.

Luka Sajn, Matjaz Kukar, Igor Kononenko, Metka Milcinski

Comput. Methods Programs Biomed., 2005

Automatic Segmentation of Whole-Body Bone Scintigrams as a Preprocessing Step for Computer Assisted Diagnostics.

Luka Sajn, Matjaz Kukar, Igor Kononenko, Metka Milcinski

Proceedings of the Artificial Intelligence in Medicine, 2005

2004

Erratum to "Transductive reliability estimation for medical diagnosis" [Artif. Intell. Med. 29: 81-106(2003)].

Matjaz Kukar

Artif. Intell. Medicine, 2004

Transduction and Typicalness for Quality Assessment of Individual Classifications in Machine Learning and Data Mining.

Matjaz Kukar

Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Estimating Confidence Values of Individual Predictions by their Typicalness and Reliability.

Matjaz Kukar

Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004

2003

Transductive reliability estimation for medical diagnosis.

Matjaz Kukar

Artif. Intell. Medicine, 2003

Drifting Concepts as Hidden Factors in Clinical Studies.

Matjaz Kukar

Proceedings of the Artificial Intelligence in Medicine, 2003

2002

Reliable Classifications with Machine Learning.

Matjaz Kukar, Igor Kononenko

Proceedings of the Machine Learning: ECML 2002, 2002

Reliable Diagnostics for Coronary Artery Disease.

Matjaz Kukar, Ciril Groselj

Proceedings of the 15th IEEE Symposium on Computer-Based Medical Systems (CBMS 2002), 2002

2001

Making Reliable Diagnoses with Machine Learning: A Case Study.

Matjaz Kukar

Proceedings of the Artificial Intelligence Medicine, 2001

1999

Analysing and improving the diagnosis of ischaemic heart disease with machine learning.

Matjaz Kukar, Igor Kononenko, Ciril Groselj, Katarina Kralj, Jure Fettich

Artif. Intell. Medicine, 1999

Machine Learning in Stepwise Diagnostic Process.

Matjaz Kukar, Ciril Groselj

Proceedings of the Artificial Intelligence in Medicine. Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making, 1999

1998

Intelligent Data Analysis for Medical Diagnosis: Using Machine Learning and Temporal Abstraction.

Nada Lavrac, Blaz Zupan, Igor Kononenko, Matjaz Kukar, Elpida T. Keravnou

AI Commun., 1998

Cost-Sensitive Learning with Neural Networks.

Matjaz Kukar, Igor Kononenko

Proceedings of the 13th European Conference on Artificial Intelligence, 1998

1997

An application of machine learning in the diagnosis of ischaemic heart disease.

Matjaz Kukar, Ciril Groselj, Igor Kononenko, Jure Fettich

Proceedings of the 10th IEEE Symposium on Computer-Based Medical Systems (CBMS '97), 1997

1996

Machine learning in prognosis of the femoral neck fracture recovery.

Matjaz Kukar, Igor Kononenko, T. Silvester

Artif. Intell. Medicine, 1996