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Journal Articles
- 2023
[j36]Ales Papic
, Igor Kononenko, Zoran Bosnic:
Conditional generative positive and unlabeled learning. Expert Syst. Appl. 224: 120046 (2023)- [j35]Vladimir Kurbalija, Zoltan Geler, Tijana Vujanic Stankov, Igor Petrusic, Mirjana Ivanovic, Igor Kononenko, Marija Semnic, Marko Dakovic, Robert Semnic, Zoran Bosnic:
Analysis of neuropsychological and neuroradiological features for diagnosis of Alzheimer's disease and mild cognitive impairment. Int. J. Medical Informatics 178: 105195 (2023) - [j34]Marko Zeman, Jana Faganeli Pucer, Igor Kononenko, Zoran Bosnic:
SuperFormer: Continual learning superposition method for text classification. Neural Networks 161: 418-436 (2023) - 2021
- [j33]Vasileios C. Pezoulas, Grigoris I. Grigoriadis, George Gkois, Nikolaos S. Tachos, Tim Smole, Zoran Bosnic, Matej Piculin, Iacopo Olivotto, Fausto Barlocco, Marko Robnik-Sikonja, Djordje G. Jakovljevic, Andreas Goules, Athanasios G. Tzioufas, Dimitrios I. Fotiadis:
A computational pipeline for data augmentation towards the improvement of disease classification and risk stratification models: A case study in two clinical domains. Comput. Biol. Medicine 134: 104520 (2021) - [j32]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:
A machine learning-based risk stratification model for ventricular tachycardia and heart failure in hypertrophic cardiomyopathy. Comput. Biol. Medicine 135: 104648 (2021) - [j31]Zoran Bosnic, Brankica Bratic, Mirjana Ivanovic, Marija Semnic, Iztok Oder, Vladimir Kurbalija, Tijana Vujanic Stankov, Vojislava Bugarski Ignjatovic:
Improving Alzheimer's disease classification by performing data fusion with vascular dementia and stroke data. J. Exp. Theor. Artif. Intell. 33(6): 1015-1032 (2021) - 2020
- [j30]Martin Jakomin, Zoran Bosnic, Tomaz Curk:
Simultaneous incremental matrix factorization for streaming recommender systems. Expert Syst. Appl. 160: 113685 (2020) - [j29]Kaja Zupanc, Zoran Bosnic:
Improvement of Automated Essay Grading by Grouping Similar Graders. Fundam. Informaticae 172(3): 239-259 (2020) - 2019
- [j28]Rok Rupnik, Matjaz Kukar, Petar Vracar, Domen Kosir, Darko Pevec, Zoran Bosnic:
AgroDSS: A decision support system for agriculture and farming. Comput. Electron. Agric. 161: 260-271 (2019) - [j27]Milos Savic, Vladimir Kurbalija, Zoran Bosnic, Mirjana Ivanovic:
Feature selection based on community detection in feature correlation networks. Computing 101(10): 1513-1538 (2019) - 2018
- [j26]Jaka Demsar, Zoran Bosnic:
Detecting concept drift in data streams using model explanation. Expert Syst. Appl. 92: 546-559 (2018) - [j25]Brankica Bratic, Vladimir Kurbalija, Mirjana Ivanovic, Iztok Oder, Zoran Bosnic:
Machine Learning for Predicting Cognitive Diseases: Methods, Data Sources and Risk Factors. J. Medical Syst. 42(12): 243:1-243:15 (2018) - [j24]Martin Jakomin, Tomaz Curk, Zoran Bosnic:
Generating inter-dependent data streams for recommender systems. Simul. Model. Pract. Theory 88: 1-16 (2018) - 2017
- [j23]Kaja Zupanc, Zoran Bosnic:
Automated essay evaluation with semantic analysis. Knowl. Based Syst. 120: 118-132 (2017) - 2015
- [j22]Uros Ocepek, Joze Rugelj, Zoran Bosnic:
Improving matrix factorization recommendations for examples in cold start. Expert Syst. Appl. 42(19): 6784-6794 (2015) - [j21]Kaja Zupanc, Zoran Bosnic:
Advances in the Field of Automated Essay Evaluation. Informatica (Slovenia) 39(4) (2015) - 2014
- [j20]Domen Kosir, Igor Kononenko, Zoran Bosnic:
Web user profiles with time-decay and prototyping. Appl. Intell. 41(4): 1081-1096 (2014) - [j19]Zoran Bosnic, Jaka Demsar, Grega Kespret, Pedro Pereira Rodrigues, João Gama, Igor Kononenko:
Enhancing data stream predictions with reliability estimators and explanation. Eng. Appl. Artif. Intell. 34: 178-192 (2014) - [j18]Janez Demsar, Zoran Bosnic, Igor Kononenko:
Visualization and Concept Drift Detection Using Explanations of Incremental Models. Informatica (Slovenia) 38(4) (2014) - [j17]Marko Toplak, Rok Mocnik, Matija Polajnar, Zoran Bosnic, Lars Carlsson, Catrin Hasselgren Arnby, Janez Demsar, Scott Boyer, Blaz Zupan, Jonna C. Stålring:
Assessment of Machine Learning Reliability Methods for Quantifying the Applicability Domain of QSAR Regression Models. J. Chem. Inf. Model. 54(2): 431-441 (2014) - 2013
- [j16]Uros Ocepek, Zoran Bosnic, Irena Nancovska Serbec, Joze Rugelj:
Exploring the relation between learning style models and preferred multimedia types. Comput. Educ. 69: 343-355 (2013) - [j15]Matjaz Majnik, Zoran Bosnic:
ROC analysis of classifiers in machine learning: A survey. Intell. Data Anal. 17(3): 531-558 (2013) - [j14]Igor Kononenko, Erik Strumbelj, Zoran Bosnic, Darko Pevec, Matjaz Kukar, Marko Robnik-Sikonja:
Explanation and Reliability of Individual Predictions. Informatica (Slovenia) 37(1): 41-48 (2013) - 2012
- [j13]Bogdan Pogorelc, Zoran Bosnic, Matjaz Gams:
Automatic recognition of gait-related health problems in the elderly using machine learning. Multim. Tools Appl. 58(2): 333-354 (2012) - [j12]Zoran Bosnic, Petar Vracar, Milos D. Radovic, Goran Devedzic, Nenad D. Filipovic, Igor Kononenko:
Mining Data From Hemodynamic Simulations for Generating Prediction and Explanation Models. IEEE Trans. Inf. Technol. Biomed. 16(2): 248-254 (2012) - 2011
- [j11]Sergeja Vogrincic, Zoran Bosnic:
Ontology-based multi-label classification of economic articles. Comput. Sci. Inf. Syst. 8(1): 101-119 (2011) - 2010
- [j10]Zoran Bosnic, Igor Kononenko:
Correction of Regression Predictions Using the Secondary Learner on the Sensitivity Analysis Outputs. Comput. Informatics 29(6): 929-946 (2010) - [j9]Luka Cehovin, Zoran Bosnic:
Empirical evaluation of feature selection methods in classification. Intell. Data Anal. 14(3): 265-281 (2010) - [j8]Erik Strumbelj, Zoran Bosnic, Igor Kononenko, Branko Zakotnik, Cvetka Grasic Kuhar:
Explanation and reliability of prediction models: the case of breast cancer recurrence. Knowl. Inf. Syst. 24(2): 305-324 (2010) - [j7]Zoran Bosnic, Igor Kononenko:
Automatic selection of reliability estimates for individual regression predictions. Knowl. Eng. Rev. 25(1): 27-47 (2010) - [j6]J. Berdajs, Zoran Bosnic:
Extending applications using an advanced approach to DLL injection and API hooking. Softw. Pract. Exp. 40(7): 567-584 (2010) - 2009
- [j5]Zoran Bosnic, Igor Kononenko:
An overview of advances in reliability estimation of individual predictions in machine learning. Intell. Data Anal. 13(2): 385-401 (2009) - [j4]Zoran Bosnic, Igor Kononenko:
Influence of Domain and Model Properties on the Reliability Estimates' Performance. Int. J. Data Warehous. Min. 5(4): 58-76 (2009) - 2008
- [j3]Zoran Bosnic, Igor Kononenko:
Estimation of individual prediction reliability using the local sensitivity analysis. Appl. Intell. 29(3): 187-203 (2008) - [j2]Zoran Bosnic, Igor Kononenko:
Comparison of approaches for estimating reliability of individual regression predictions. Data Knowl. Eng. 67(3): 504-516 (2008) - [j1]Zoran Bosnic:
Estimation of Individual Prediction Reliability Using Sensitivity Analysis of Regression Models. Informatica (Slovenia) 32(1): 97-98 (2008)
Conference and Workshop Papers
- 2021
- [c12]Marko Zeman, Evgeny Osipov, Zoran Bosnic:
Compressed Superposition of Neural Networks for Deep Learning in Edge Computing. IJCNN 2021: 1-8 - 2018
- [c11]Kaja Zupanc, Zoran Bosnic:
Increasing accuracy of automated essay grading by grouping similar graders. WIMS 2018: 35:1-35:6 - 2017
- [c10]Martin Jakomin, Zoran Bosnic:
Reliability Estimation of Individual Multi-target Regression Predictions. ACALCI 2017: 50-60 - [c9]Kaja Zupanc, Milos Savic, Zoran Bosnic, Mirjana Ivanovic:
Evaluating Coherence of Essays using Sentence-similarity Networks. CompSysTech 2017: 65-72 - [c8]Milos Savic, Vladimir Kurbalija, Mirjana Ivanovic, Zoran Bosnic:
A Feature Selection Method Based on Feature Correlation Networks. MEDI 2017: 248-261 - 2015
- [c7]Matevz Baloh, Kaja Zupanc, Domen Kosir, Zoran Bosnic, Snezana Scepanovic:
A quality evaluation framework for mobile learning applications. MECO 2015: 280-283 - 2014
- [c6]Lovro Subelj, Zoran Bosnic, Matjaz Kukar, Marko Bajec:
Automatization of the Stream Mining Process. CAiSE 2014: 409-423 - [c5]Kaja Zupanc, Zoran Bosnic:
Automated Essay Evaluation Augmented with Semantic Coherence Measures. ICDM 2014: 1133-1138 - 2011
- [c4]Zoran Bosnic, Pedro Pereira Rodrigues, Igor Kononenko, João Gama:
Correcting Streaming Predictions of an Electricity Load Forecast System Using a Prediction Reliability Estimate. ICMMI 2011: 343-350 - 2008
- [c3]Zoran Bosnic, Igor Kononenko:
Empirical Analysis of Reliability Estimates for Individual Regression Predictions. DaWaK 2008: 379-388 - [c2]Pedro Pereira Rodrigues, João Gama, Zoran Bosnic:
Online Reliability Estimates for Individual Predictions in Data Streams. ICDM Workshops 2008: 36-45 - 2005
- [c1]Zoran Bosnic, Igor Kononenko:
Estimation of Prediction Reliability in Regression Based on a Transductive Approach. IICAI 2005: 3502-3516
Parts in Books or Collections
- 2011
- [p1]Zoran Bosnic, Igor Kononenko:
Reliability Estimates for Regression Predictions: Performance Analysis. Integrations of Data Warehousing, Data Mining and Database Technologies 2011: 320-338
Coauthor Index
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