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1

Decision-making framework with double-loop learning through interpretable black-box machine learning models

Bohanec, Marko, Robnik-Šikonja, Marko, Kljajić Borštnar, Mirjana, Liu, Shaofeng

Journal:

Industrial Management & Data Systems

Year:

2017

Language:

english

File:

PDF, 467 KB

english, 2017

2

Explaining machine learning models in sales predictions

Bohanec, Marko, Borštnar, Mirjana Kljajić, Robnik-Šikonja, Marko

Journal:

Expert Systems with Applications

Year:

2016

Language:

english

File:

PDF, 7.67 MB

english, 2016

3

Introduction to the special issue dedicated to the Journal Track of ECML PKDD 2017

Driessens, Kurt, Kocev, Dragi, Robnik-Šikonja, Marko, Spiliopoulou, Myra

Journal:

Machine Learning

Year:

2017

Language:

english

File:

PDF, 287 KB

english, 2017

4

Assessment of surveys for the management of hospital clinical pharmacy services

Čufar, Andreja, Mrhar, Aleš, Robnik-Šikonja, Marko

Journal:

Artificial Intelligence in Medicine

Year:

2015

Language:

english

File:

PDF, 1.90 MB

english, 2015

5

Refinement and selection heuristics in subgroup discovery and classification rule learning

Valmarska, Anita, Lavrač, Nada, Fürnkranz, Johannes, Robnik-Šikonja, Marko

Journal:

Expert Systems with Applications

Year:

2017

Language:

english

File:

PDF, 7.75 MB

english, 2017

6

Introduction to the special issue dedicated to the Journal Track of ECML PKDD 2017

Driessens, Kurt, Kocev, Dragi, Robnik-Šikonja, Marko, Spiliopoulou, Myra

Journal:

Data Mining and Knowledge Discovery

Year:

2017

Language:

english

File:

PDF, 287 KB

english, 2017

7

Modeling ischemia with finite elements and automated machine learning

Robnik-Šikonja, Marko, Radović, Miloš, Đorović, Smiljana, Anđelković-Ćirković, Bojana, Filipović, Nenad

Journal:

Journal of Computational Science

Year:

2018

Language:

english

File:

PDF, 687 KB

english, 2018

8

Real-time Twitter data analysis using Hadoop ecosystem

Rodrigues, Anisha P., Chiplunkar, Niranjan N., Robnik-Šikonja, Marko

Journal:

Cogent Engineering

Year:

2018

Language:

english

File:

PDF, 1.35 MB

english, 2018

9

Evaluation of ordinal attributes at value level

Marko Robnik-Šikonja, Koen Vanhoof

Journal:

Data Mining and Knowledge Discovery

Year:

2007

Language:

english

File:

PDF, 365 KB

english, 2007

10

Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF

Igor Kononenko, Edvard Šimec, Marko Robnik-Šikonja

Journal:

Applied Intelligence

Year:

1997

Language:

english

File:

PDF, 201 KB

english, 1997

11

Comprehensible evaluation of prognostic factors and prediction of wound healing

Marko Robnik-Šikonja, David Cukjati, Igor Kononenko

Journal:

Artificial Intelligence in Medicine

Year:

2003

Language:

english

File:

PDF, 173 KB

english, 2003

12

Quality of classification explanations with PRBF

Robnik-Šikonja, Marko, Kononenko, Igor, Štrumbelj, Erik

Journal:

Year:

2012

Language:

english

File:

PDF, 376 KB

english, 2012

13

Handling numeric attributes with ant colony based classifier for medical decision making

Pičulin, Matej, Robnik-Šikonja, Marko

Journal:

Expert Systems with Applications

Year:

2014

Language:

english

File:

PDF, 1.62 MB

english, 2014

14

LEARNING RANDOM NUMBERS: A MATLAB ANOMALY

Savicky, Petr, Robnik-Šikonja, Marko

Journal:

Applied Artificial Intelligence

Year:

2008

Language:

english

File:

PDF, 78 KB

english, 2008

15

Data Generators for Learning Systems Based on RBF Networks

Robnik-Sikonja, Marko

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2015

Language:

english

File:

PDF, 2.22 MB

english, 2015

16

ClowdFlows: Online workflows for distributed big data mining

Kranjc, Janez, Orač, Roman, Podpečan, Vid, Lavrač, Nada, Robnik-Šikonja, Marko

Journal:

Future Generation Computer Systems

Year:

2016

Language:

english

File:

PDF, 34.76 MB

english, 2016

17

HINMINE: heterogeneous information network mining with information retrieval heuristics

Kralj, Jan, Robnik-Šikonja, Marko, Lavrač, Nada

Journal:

Journal of Intelligent Information Systems

Year:

2017

Language:

english

File:

PDF, 702 KB

english, 2017

18

A Decade of Euroleague Basketball: an Analysis of Trends and Recent Rule Change Effects

Štrumbelj, Erik, Vračar, Petar, Robnik-Šikonja, Marko, Dežman, Brane, Erčulj, Frane

Journal:

Journal of Human Kinetics

Year:

2013

Language:

english

File:

PDF, 468 KB

english, 2013

19

Organizational Learning Supported by Machine Learning Models Coupled with General Explanation Methods: A Case of B2B Sales Forecasting

Bohanec, Marko, Robnik-Šikonja, Marko, Kljajić Borštnar, Mirjana

Journal:

Language:

english

File:

PDF, 1.31 MB

english

20

Analysis of medications change in Parkinson’s disease progression data

Valmarska, Anita, Miljkovic, Dragana, Lavrač, Nada, Robnik-Šikonja, Marko

Journal:

Journal of Intelligent Information Systems

Year:

2018

Language:

english

File:

PDF, 2.46 MB

english, 2018

21

A mathematical multi-dimensional mechanism to improve process migration efficiency in peer-to-peer computing environments

Mousavi Khaneghah, Ehsan, Noorabad Ghahroodi, Reyhaneh, Reyhani ShowkatAbad, Amirhosein, Robnik-Šikonja, Marko

Journal:

Cogent Engineering

Year:

2018

Language:

english

File:

PDF, 1.75 MB

english, 2018

22

Symptoms and medications change patterns for Parkinson's disease patients stratification

Valmarska, Anita, Miljkovic, Dragana, Konitsiotis, Spiros, Gatsios, Dimitris, Lavrač, Nada, Robnik-Šikonja, Marko

Journal:

Artificial Intelligence in Medicine

Year:

2018

Language:

english

File:

PDF, 1.56 MB

english, 2018

23

Correction to: Analysis of medications change in Parkinson’s disease progression data

Valmarska, Anita, Miljkovic, Dragana, Lavrač, Nada, Robnik-Šikonja, Marko

Journal:

Journal of Intelligent Information Systems

Year:

2018

Language:

english

File:

PDF, 610 KB

english, 2018

24

Estimation of minimum sample size for identification of the most important features: a case study providing a qualitative B2B sales data set

Bohanec, Marko, Kljajić Borštnar, Mirjana, Robnik-Šikonja, Marko

Journal:

Croatian Operational Research Review

Year:

2017

Language:

english

File:

PDF, 423 KB

english, 2017

25

Exploring the Relations Between Net Benefits of IT Projects and CIOs’ Perception of Quality of Software Development Disciplines

Vavpotič, Damjan, Robnik-Šikonja, Marko, Hovelja, Tomaž

Journal:

Business & Information Systems Engineering

Year:

2019

Language:

english

File:

PDF, 864 KB

english, 2019

26

[IEEE 2019 E-Health and Bioengineering Conference (EHB) - Iasi, Romania (2019.11.21-2019.11.23)] 2019 E-Health and Bioengineering Conference (EHB) - Multiple Imputation for Biomedical Data using Monte Carlo Dropout Autoencoders

Miok, Kristian, Nguyen-Doan, Dong, Robnik-Sikonja, Marko, Zaharie, Daniela

Year:

2019

File:

PDF, 13.49 MB

2019

27

[IEEE 2019 IEEE 15th International Conference on Intelligent Computer Communication and Processing (ICCP) - Cluj-Napoca, Romania (2019.9.5-2019.9.7)] 2019 IEEE 15th International Conference on Intelligent Computer Communication and Processing (ICCP) - Generating Data using Monte Carlo Dropout

Miok, Kristian, Nguyen-Doan, Dong, Zaharie, Daniela, Robnik-Sikonja, Marko

Year:

2019

File:

PDF, 2.13 MB

2019