BIBLIOGRAPHY

A: Journal articles and book chapters
B: Conference papers
C: Monographs
Č: Membership in editorial boards and program-committees
D: Unpublished articles and technical reports:
E: Invited lectures and papers
F: Other lectures
G: Reviewing
I: Magazine and newspaper articles

 


A: Journal articles and book chapters

·         A61. ROBNIK ŠIKONJA, Marko, KONONENKO, Igor. Reliable feature evaluation in classification and regression. V: LIU, John X. (ur.). Control and learning in robotic systems. New York: Nova Science Publishers, cop. 2005, p. 281-319
A62. BOSNIĆ, Zoran, KONONENKO, Igor. Estimation of individual prediction reliability using the local sensitivity analysis. Appl. intell. (Boston), Dec. 2008, vol. 29, no. 3, p. 187-203.

·         A63. BOSNIĆ, Zoran, KONONENKO, Igor. Comparison of approaches for estimating reliability of individual regression predictions. Data knowl. eng.. [Print ed.], Dec. 2008, vol. 67, no. 3, str. 504-516.

·         A64. ŠAJN, Luka, KONONENKO, Igor. Multiresolution image parametrization for improving texture classification. EURASIP J. Adv. Signal Process. (Print). [Print ed.], 2008, vol. 2008, no. [1], p. 1-12,

·         A65. ROBNIK ŠIKONJA, Marko, KONONENKO, Igor. Explaining classifications for individual instances. IEEE trans. knowl. data eng. (Print). [Print ed.], May 2008, vol. 20, no. 5, p. 589-600.

·         A66. BOSNIĆ, Zoran, KONONENKO, Igor. Estimation of regressor reliability. J. intell. syst., 2008, vol. 17, no. 1/3, p. 297-311.

·         A67. ŠTRUMBELJ, Erik, KONONENKO, Igor. Towards a model independent method for explaining classification for individual instances. Lect. notes comput. sci., p. 273-282.

·         A68. BOSNIĆ, Zoran, KONONENKO, Igor. Empirical analysis of reliability estimates for individual regression predictions. Lect. notes comput. sci., p. 379-388.

·         A69. BOSNIĆ, Zoran, KONONENKO, Igor. An overview of advances in reliability estimation of individual predictions in machine learning. Intelligent data analysis. [Print ed.], 2009, vol. 13, no. 2, p. 385-401

·         A70. KONONENKO, Igor, ROBNIK ŠIKONJA, Marko. Non-myopic feature quality evaluation with (R)ReliefF. V: LIU, Huan (ur.), MOTODA, Hiroshi (ur.). Computational methods of feature selection, (Chapman & Hall/CRC data mining and knowledge discovery series). Boca Raton; London; New York: Chapman & Hall/CRC, cop. 2008, p. 169-191.

·         A71. ŠAJN, Luka, KONONENKO, Igor. Image segmentation and parameterization for automatic diagnostics of whole-body scintigrams : basic concepts. V: SCHAEFER, Gerald (ur.), HASSANIEN, Aboul Ella (ur.), JIANG, J. (ur.). Computational intelligence in medical imaging : techniques and applications. Boca Raton; London; New York: CRC Press; Taylor & Francis Group, cop. 2009, str. 347-377.

·         A73. ŠTRUMBELJ, Erik, KONONENKO, Igor, ROBNIK ŠIKONJA, Marko. Explaining instance classifications with interactions of subsets of feature values. Data knowl. eng.. Oct. 2009, vol. 68, no. 10, str. 886-904,

·         A74. KONONENKO, Igor, BEVK, Matjaž. Extended symbolic mining of textures with association rules. Informatica (Ljublj.), 2009, vol. 33, no. 4, str. 487-497,

·         A75. BOSNIĆ, Zoran, KONONENKO, Igor. Influence of domain and model properties on the reliability estimates' performance. International journal of data warehousing and mining, 2009, vol. 5, no. 4, str. 58-76,

·         A76. KONONENKO, Igor, ŠTRUMBELJ, Erik, BOSNIĆ, Zoran, PEVEC, Darko, KUKAR, Matjaž, ROBNIK ŠIKONJA, Marko. Explanation and reliability of individual predictions. Informatica, ISSN 0350-5596, 2013, vol. 37, no. 1, str. 41-48.

·         A77. ŠTRUMBELJ, Erik, KONONENKO, Igor. An efficient explanation of individual classifications using game theory. J. mach. learn. res.., Jan. 2010, vol. 11, no. [1], str. 1-18,. http://jmlr.csail.mit.edu/papers/volume11/strumbelj10a//strumbelj10a.pdf.

·         A78. ŠTRUMBELJ, Erik, BOSNIĆ, Zoran, KONONENKO, Igor, ZAKOTNIK, Branko, GRAŠIČ-KUHAR, Cvetka. Explanation and reliability of prediction models : the case of breast cancer recurrence. Knowledge and information systems, 2010, vol. 24, no. 2, str. 305-324, graf. prikazi. http://www.springerlink.com/content/g6314m018764807v/fulltext.pdf.

·         A79. BOSNIĆ, Zoran, KONONENKO, Igor. Automatic selection of reliability estimates for individual regression predictions. Knowl. eng. rev., 2010, vol. 25, no. 1, str. 27-47, graf. prikazi. http://journals.cambridge.org/action/displayFulltext?type=1&pdftype=1&fid=7415660&jid=KER&volumeId=25&issueId=01&aid=7415652.

·         A81. KOŠIR, Domen, KONONENKO, Igor, BOSNIĆ, Zoran. Web user profiles with time-decay and prototyping. Applied intelligence, ISSN 0924-669X. [Print ed.], Dec. 2014, vol. 41, no. 4, str. 1081-1096

·         A82. BOSNIĆ, Zoran, DEMŠAR, Jaka, KEŠPRET, Grega, RODRIGUES, Pedro Pereira, GAMA, João, KONONENKO, Igor. Enhancing data stream predictions with reliability estimators and explanation. Engineering applications of artificial intelligence, ISSN 0952-1976. [Print ed.], 2014, vol. 34, str. 178-192

·         A83. PETELIN, Boris, KONONENKO, Igor, MALAČIČ, Vlado, KUKAR, Matjaž. Dynamic fuzzy paths and cycles in multi-level directed graphs. Engineering applications of artificial intelligence, ISSN 0952-1976. [Print ed.], 2014, vol. 37, str. 194-206.

·         A84. PEVEC, Darko, KONONENKO, Igor. Input dependent prediction intervals for supervised regression. Intelligent data analysis, ISSN 1088-467X. [Print ed.], 2014, vol. 18, no. 5, str. 873-887.

·         A85. PETELIN, Boris, KONONENKO, Igor, MALAČIČ, Vlado, KUKAR, Matjaž. Multi-level association rules and directed graphs for spatial data analysis. Expert systems with applications, ISSN 0957-4174. [Print ed.], 2013, vol. 40, issue 12, str. 4957-4970

·         A86. CANHASI, Ercan, KONONENKO, Igor. Weighted archetypal analysis of the multi-element graph for query-focused multi-document summarization. Expert systems with applications, ISSN 0957-4174. [Print ed.], Feb. 2014, vol. 41, no. 2, str. 535-543.

·         A87. ROBNIK ŠIKONJA, Marko, ŠTRUMBELJ, Erik, KONONENKO, Igor. Efficiently explaining the predictions of a probabilistic radial basis function classification network. Intelligent data analysis, ISSN 1088-467X. [Print ed.], 2013, vol. 17, no. 5, str. 791-802

·         A88. ŠTRUMBELJ, Erik, KONONENKO, Igor. Explaining prediction models and individual predictions with feature contributions. Knowledge and information systems, 2013, str. [1-19].

·         A89. CANHASI, Ercan, KONONENKO, Igor. Multi-document summarization via Archetypal Analysis of the content-graph joint model. Knowledge and information systems, 2013, str. [1-22].

·         A90. BOSNIĆ, Zoran, VRAČAR, Petar, RADOVIĆ, Miloš D., DEVEDŽIĆ, Goran, FILIPOVIĆ, Nenad D., KONONENKO, Igor. Mining data from hemodynamic simulations for generating prediction and explanation models. IEEE transactions on information technology in biomedicine, ISSN 1089-7771. [Print ed.], Mar. 2012, vol. 16, no. 2, str. 248-254,

·         A91. ROBNIK ŠIKONJA, Marko, KONONENKO, Igor, ŠTRUMBELJ, Erik. Quality of classification explanations with PRBF. Neurocomputing, ISSN 0925-2312. [Print ed.], Nov. 2012, vol. 96, str. 37-46

·         A92. KUKAR, Matjaž, KONONENKO, Igor, GROŠELJ, Ciril. Modern parameterization and explanation techniques in diagnostic decision support system : a case study in diagnostics of coronary artery disease. Artificial intelligence in medicine, ISSN 0933-3657. [Print ed.], Jun. 2011, vol. 52, no. 2, str. 77-90

·         A93. BOSNIĆ, Zoran, KONONENKO, Igor. Correction of regression predictions using the secondary learner on the sensitivity analysis outputs. Computing and informatics, ISSN 1335-9150, 2010, vol. 29, no. 6, str. 929-946,

·         A94. PEVEC, Darko (avtor, član uredniškega odbora), BOSNIĆ, Zoran, KONONENKO, Igor. Individual prediction reliability estimates in classification and regression. V: MAGDALENA-BENEDITO, Rafael (ur.), et al. Intelligent data analysis for real-life applications : theory and practice. Hershey (PA): Information Science Reference: IGI Global, cop. 2012, str. 35-56, graf

·         A95. PREGELJC, Marko, ŠTRUMBELJ, Erik, MIHELČIČ, Miran, KONONENKO, Igor. Learning and explaining the impact of enterprises' organizational quality on their economic results. V: MAGDALENA-BENEDITO, Rafael (ur.), et al. Intelligent data analysis for real-life applications : theory and practice. Hershey (PA): Information Science Reference: IGI Global, cop. 2012, str. 228-248,

·         A96. KUKAR, Matjaž, KONONENKO, Igor, GROŠELJ, Ciril. Automated diagnostics of coronary artery disease : long-term results and recent advancements. V: MAGDALENA-BENEDITO, Rafael (ur.), et al. Medical applications of intelligent data analysis : research advancements. Hershey: Information Science Reference: IGI Global, cop. 2012, str. 91-112

·         A97. KOŠIR, Domen, BOSNIĆ, Zoran, KONONENKO, Igor. The use of prediction reliability estimates on imbalanced datasets : a case study of wall shear stress in the human carotid artery bifurcation. V: MAGDALENA-BENEDITO, Rafael (ur.), et al. Medical applications of intelligent data analysis : research advancements. Hershey: Information Science Reference: IGI Global, cop. 2012, str. 113-124

·         A98. RODRIGUES, Pedro Pereira, BOSNIĆ, Zoran, GAMA, João, KONONENKO, Igor. Estimating reliability for assessing and correcting individual streaming predictions. V: DAI, Honghua (ur.), LIU, James N. K. (ur.), SMIRNOV, Evgueni (ur.). Reliable knowledge discovery. New York [etc.]: Springer, cop. 2012, str. 29-49,

·         A99. BOSNIĆ, Zoran, KONONENKO, Igor. Reliability estimates for regression predictions : performance analysis. V: TANIAR, David (ur.), CHEN, Li (ur.). Integrations of data warehousing, data mining and database technologies : innovative approaches. Hershey (PA): Information Science Reference, cop. 2011, str. 320-338

 


B: Conference papers

·         B113. PEVEC, Darko, BOSNIĆ, Zoran, KONONENKO, Igor. Comparison of approaches for estimating reliability of individual classification predictions. V: BOHANEC, Marko et al. (ur.), Zbornik 12. mednarodne multikonference Informacijska družba - IS 2009, 12.-16. oktober 2009 : zvezek A : volume A, (Informacijska družba). Ljubljana: Institut Jožef Stefan, 2009, zv. A, str. 46-49.

·         B114. KLAUSER, Julian, KONONENKO, Igor. Explanation of regression decisions by analogy with the explanation in classification. V: BOHANEC, Marko et al. (ur.), Zbornik 12. mednarodne multikonference Informacijska družba - IS 2009, 12.-16. oktober 2009 : zvezek A : volume A, (Informacijska družba). Ljubljana: Institut Jožef Stefan, 2009, str. 34-37,

·         B115. KOCJAN, Egon, KONONENKO, Igor. Regression as cost-sensitive classification. V: BOHANEC, Marko et al. (ur.) Zbornik 12. mednarodne multikonference Informacijska družba - IS 2009, 12.-16. oktober 2009 : zvezek A : volume A, (Informacijska družba). Ljubljana: Institut Jožef Stefan, 2009, str. 38-41,

·         B116. VRAČAR, Petar, KONONENKO, Igor. Window recognition on images of building façades. V: BOHANEC, Marko (ur.), BRODNIK, Andrej (ur.). Zbornik 13. mednarodne multikonference Informacijska družba - IS 2010, 11.-15. oktober 2010, (Informacijska družba). Ljubljana: Institut Jožef Stefan, 2010, zv. A, str. 55-58

·         B117. PEVEC, Darko, ŠTRUMBELJ, Erik, KONONENKO, Igor. Evaluating reliability of single classifications of neural networks. V: DOBNIKAR, Andrej (ur.), LOTRIČ, Uroš (ur.), ŠTER, Branko (ur.). Adaptive and natural computing algorithms : 10th international conference, ICANNGA 2011, Ljubljana, Slovenia, April 14-16, 2011 : proceedings, (Lecture notes in computer science, ISSN 0302-9743, 6593; 6594). Heidelberg [etc.]: Springer, cop. 2011, part 1, str. 22-30,

·         B119. ROBNIK ŠIKONJA, Marko, LIKAS, Aristidis, CONSTANTINOPOULOS, Constantinos, KONONENKO, Igor, ŠTRUMBELJ, Erik. Efficiently explaining decisions of probabilistic RBF classification networks. V: DOBNIKAR, Andrej (ur.), LOTRIČ, Uroš (ur.), ŠTER, Branko (ur.). Adaptive and natural computing algorithms : 10th international conference, ICANNGA 2011, Ljubljana, Slovenia, April 14-16, 2011 : proceedings, (Lecture notes in computer science, ISSN 0302-9743, 6593; 6594). Heidelberg [etc.]: Springer, cop. 2011, part 1, str. 169-179

·         B120. ŠTRUMBELJ, Erik, KONONENKO, Igor. A general method for visualizing and explaining black-box regression models. V: DOBNIKAR, Andrej (ur.), LOTRIČ, Uroš (ur.), ŠTER, Branko (ur.). Adaptive and natural computing algorithms : 10th international conference, ICANNGA 2011, Ljubljana, Slovenia, April 14-16, 2011 : proceedings, (Lecture notes in computer science, ISSN 0302-9743, 6593; 6594). Heidelberg [etc.]: Springer, cop. 2011, part 2, str. 21-30

·         B121. DEMŠAR, Jaka, BOSNIĆ, Zoran, KONONENKO, Igor. Visualization of explanations of incremental models. V: PILTAVER, Rok (ur.), GAMS, Matjaž (ur.). Inteligentni sistemi : zbornik 17. mednarodne multikonference - IS 2014, 7-8 oktober 2014, Ljubljana, Slovenija : zvezek A = Intelligent systems : proceedings of the 17th International Multiconference Information Society - IS 2014, October 7th-8th, 2014, Ljubljana, Slovenia : volume A. Ljubljana: Institut Jožef Stefan, 2014, str. 18-21,

·         B122. PETELIN, Boris, KONONENKO, Igor, KUKAR, Matjaž, MALAČIČ, Vlado, MALEJ, Alenka. Spatial-temporal directed graphs for modelling the dispersion of plankton in the Mediterranean sea. Rapports et Proces Verbaux des Réunions - Commission Internationale pour l'Exploration Scientifique de la Mer Méditerranée, ISSN 0373-434X, 2013, vol. 40, str. 541. http://www.ciesm.org/online/archives/abstracts/pdf/40/index.php.

·         B123. PEVEC, Darko, KONONENKO, Igor. Model selection with combining valid and optimal prediction intervals. V: The 12th IEEE International Conference on Data Mining Workshops, 10 December 2012, Brussels, Belgium. VREEKEN, Jilles (ur.). ICDMW 2012. Piscataway: Institute of Electrical and Electronics Engineers: = IEEE, cop. 2012, str. 653-658,

·         B124. KONONENKO, Igor, ŠTRUMBELJ, Erik, BOSNIĆ, Zoran, PEVEC, Darko, KUKAR, Matjaž, ROBNIK ŠIKONJA, Marko. Explanation and reliability of individual predictions : recent research by LKM. V: BOHANEC, Marko (ur.), et al. Zbornik 15. mednarodne multikonference Informacijska družba - IS 2012, 8.-12. oktober 2012, Ljubljana, Slovenia : zvezek A = Proceedings of the 15th International Multiconference Information Society - IS 2012, October 8th-12th, 2012, [Ljubljana, Slovenia] : volume A, (Informacijska družba, ISSN 1581-9973). Ljubljana: Institut Jožef Stefan, 2012, str. 41-44,

·         B125. KONONENKO, Igor. Western medicine and traditional healing. V: RAKOVIĆ, Dejan I. (ur.), ARANDJELOVIĆ, S. (ur.), MIĆOVIĆ, Mirjana (ur.). Acupuncture-based & consciousness-based holistic approaches & techniques : QIM 2011 symposium proceedings. Belgrade: International Association for Promotion and Development of Quantum Medicine: National Association for Improvement and Development of Regenerative Medicine with Health Festival: DRF Fund for Promoting Holistic Research and Ecology of Consciousness, 2011, str. 252-259.

·         B126. BOSNIĆ, Zoran, RODRIGUES, Pedro Pereira, KONONENKO, Igor, GAMA, João. Correcting streaming predictions of an electricity load forecast system using a prediction reliability estimate. V: CZACHÓRSKI, Tadeusz (ur.), KOZIELSKI, Stanisław (ur.), STAŃCZYK, Urszula (ur.). Man-machine interactions 2, (Advances in intelligent and soft computing (Print), ISSN 1867-5662, 103). Berlin; Heidelberg: Springer, cop. 2011, str. 343-350

·         B127. KONONENKO, Igor. Science and spirituality = objectivity and subjectivity = rational and real = knowledge and wisdom. V: KARABEG, Dino (ur.), et al. Partial versus holistic oriented approaches : QIM 2011 Round Table Knowledge Federation Proceedings. Belgrade: International Association for Promotion and Development of Quantum Medicine: National Association for Improvement and Development of Regenerative Medicine with Health Festival: DRF Fund for Promoting Holistic Research and Ecology of Consciousness: Knowledge Federation, 2011, str. 108-119.

·         B128. KRESLIN, Rok, KONONENKO, Igor. A method for calibrating regression models. V: BOHANEC, Marko (ur.), et al. Zbornik 14. mednarodne multikonference Informacijska družba - IS 2011, 10.-14. oktober 2011 : zvezek A = Proceedings of the 14th International Multiconference Information Society - IS 2011, October 10th-14th, 2011, Ljubljana, Slovenia : volume A, (Informacijska družba, ISSN 1581-9973). Ljubljana: Institut Jožef Stefan, 2011, str. 19-22,

·         B129. PEVEC, Darko, ŠTRUMBELJ, Erik, KONONENKO, Igor. Local neighbourhood based estimation of prediction intervals for arbitrary regression models. V: BOHANEC, Marko (ur.), et al. Zbornik 14. mednarodne multikonference Informacijska družba - IS 2011, 10.-14. oktober 2011 : zvezek A = Proceedings of the 14th International Multiconference Information Society - IS 2011, October 10th-14th, 2011, Ljubljana, Slovenia : volume A, (Informacijska družba, ISSN 1581-9973). Ljubljana: Institut Jožef Stefan, 2011, str. 23-26

·         B130. CANHASI, Ercan, KONONENKO, Igor. Semantic role frames graph-based multidocument summarization. V: BOHANEC, Marko (ur.), et al. Zbornik 14. mednarodne multikonference Informacijska družba - IS 2011, 10.-14. oktober 2011 : zvezek A = Proceedings of the 14th International Multiconference Information Society - IS 2011, October 10th-14th, 2011, Ljubljana, Slovenia : volume A, (Informacijska družba, ISSN 1581-9973). Ljubljana: Institut Jožef Stefan, 2011, str. 113-116

·         B131. KOŠIR, Domen, BOSNIĆ, Zoran, KONONENKO, Igor. A framework for a multilingual contextual and behavioral online advertising network : a case study. V: BOHANEC, Marko (ur.), et al. Zbornik 14. mednarodne multikonference Informacijska družba - IS 2011, 10.-14. oktober 2011 : zvezek A = Proceedings of the 14th International Multiconference Information Society - IS 2011, October 10th-14th, 2011, Ljubljana, Slovenia : volume A, (Informacijska družba, ISSN 1581-9973). Ljubljana: Institut Jožef Stefan, 2011, str. 129-132

·         B132. RADOVIĆ, Miloš D., FILIPOVIĆ, Nenad D., BOSNIĆ, Zoran, VRAČAR, Petar, KONONENKO, Igor. Mining data from hemodynamic simulations for generating prediction and explanation models. V: Emerging technologies for patient specific healthcare. [S. l.: s. n.], 2010, str. 1-4, ilustr

·         B133. KONONENKO, Igor. Inteligenca in zavest = Intelligence and consciousness. V: OREL, Mojca (ur.), JURJEVČIČ, Stanislav (ur.). Nova vizija tehnologij prihodnosti = The new vision of future technologies. Polhov Gradec: Eduvision, 2014, f. 9-22. 

·         B134. PEVEC, Darko, BOSNIĆ, Zoran, KOŠIR, Domen, KUKAR, Matjaž, ROBNIK ŠIKONJA, Marko, KONONENKO, Igor. Napovednika [!] analitika v naprednih aplikacijah. V: PIES '13 : Posvetovanje o informatiki v energetiki Slovenije. [S. l.: s. n.], 2013, str. 40-46,

·         B135. PETELIN, Boris, MALAČIČ, Vlado, MALEJ, Alenka, KUKAR, Matjaž, KONONENKO, Igor. Multi-level association rules and directed graphs for the Lagrangian analysis of the Mediterranean ocean forecasting system (MFS). Geophysical research abstracts, ISSN 1029-7006, 2012, vol. 14, str. 4877-EGU2012. http://meetingorganizer.copernicus.org/EGU2012/EGU2012-4877.pdf.

 


C: Monographs

 

 


Č: Membership in editorial boards and program-committees

After 2005 not updated anymore.

 

 


D: Unpublished articles and technical reports:

 

 After 2000 not updated anymore.

 


E: Invited lectures and papers

 


F: Other lectures

 

After 2005 not updated anymore.

 


G: Reviewing

AFTER 2000 NOT UPDATED ANYMORE...

 


I: Magazine and newspaper articles

AFTER 2002 NOT UPDATED ANYMORE...