Igor Kononenko

16.1k citations
117 papers · 7.9k · 4 hit papers · h-index 26

Impact in

Papers in

    • Machine Learning and Data Classification 19
    • Neural Networks and Applications 13
    • Imbalanced Data Classification Techniques 7
    • Data Mining Algorithms and Applications 18
    • Engineering Education and Technology 7

Igor Kononenko

105 papers receiving 7.4k citations

Igor Kononenko's Hit Papers

Explaining prediction models and individual predictions with feature contributions 2013 · 1.3k citations
1.3k0+9+19Years since publication50010001.5k2.0k

Peers

Igor Kononenko
Comparison fields: 5 of 215
  • Health Information Management 644
  • Health Informatics 162
  • Artificial Intelligence 3.7k
  • Computer Vision and Pattern Recognition 1.1k
  • Signal Processing 504
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Simon Fong Macao
Davide Chicco Canada
Sotiris Kotsiantis Greece
Giuseppe Jurman Italy
Andrew P. Bradley Australia
Julián Luengo Spain
Abbas Khosravi Australia
Nilanjan Dey India
Seifedine Kadry Lebanon
Suresh Chandra Satapathy India
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Citations per year

Countries citing papers authored by Igor Kononenko

Since Specialization
Citations

This map shows the geographic impact of Igor Kononenko's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Igor Kononenko with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Igor Kononenko more than expected).

Fields of papers citing papers by Igor Kononenko

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Igor Kononenko. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Igor Kononenko. The network helps show where Igor Kononenko may publish in the future.

Co-authors

The 25 scholars most cited alongside Igor Kononenko, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Igor Kononenko Line = papers co-authored together Igor Kononenko links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 117 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Theoretical and Empirical Analysis of ReliefF and RReliefF
Hit paper breakdown →
20032207
2
Explaining prediction models and individual predictions with feature contributions
Hit paper breakdown →
20131272
3
Machine learning for medical diagnosis: history, state of the art and perspective
Hit paper breakdown →
20011071
4
Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF
Hit paper breakdown →
1997596
5
An adaptation of Relief for attribute estimation in regression
1997335
6
ASSISTANT 86: a knowledge-elicitation tool for sophisticated users
1987279
7
An Efficient Explanation of Individual Classifications using Game Theory
2010220
8 1993199
9
Cost-Sensitive Learning with Neural Networks.
1998158
10
On biases in estimating multi-valued attributes
1995157
11 2008154
12 1991103
13 199997
14 200968
15 199161
16 199752
17 201351
18 200946
19 199746
20 200844

About Igor Kononenko

Igor Kononenko is a scholar working on Artificial Intelligence, Information Systems, Computer Vision and Pattern Recognition, Computational Theory and Mathematics and Signal Processing, having authored 117 papers that have together received 7.9k indexed citations. Recurring topics across this work include Machine Learning and Data Classification (19 papers), Data Mining Algorithms and Applications (18 papers), Rough Sets and Fuzzy Logic (15 papers), Neural Networks and Applications (13 papers), Time Series Analysis and Forecasting (7 papers), Imbalanced Data Classification Techniques (7 papers), Artificial Intelligence in Healthcare (7 papers) and Engineering Education and Technology (7 papers). The work is most often cited by research in Health Information Management (644 citations), Health Informatics (162 citations), Artificial Intelligence (3.7k citations), Computer Vision and Pattern Recognition (1.1k citations) and Signal Processing (504 citations). Igor Kononenko has collaborated with scholars based in Slovenia, Ukraine and Serbia. Frequent co-authors include Marko Robnik‐Šikonja, Erik Štrumbelj, Ivan Bratko, Matjaž Kukar, Bojan Cestnik, Zoran Bosnić, Ciril Grošelj, Se June Hong, Jure Fettich and Nada Lavrač. Their work appears in journals such as Artificial Intelligence in Medicine, Knowledge and Information Systems, Expert Systems with Applications, Applied Intelligence and Machine Learning.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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