Vili Podgorelec

Iztok Fister

Proceedings of the 22nd IEEE Jubilee International Symposium on Intelligent Systems and Informatics, 2024

2023

Time series numerical association rule mining variants in smart agriculture.

[BibT_eX]

[DOI]

J. Ambient Intell. Humaniz. Comput., December, 2023

A comprehensive review of visualization methods for association rule mining: Taxonomy, challenges, open problems and future ideas.

[BibT_eX]

[DOI]

Expert Syst. Appl., December, 2023

2022

Efficient ensemble for image-based identification of Pneumonia utilizing deep CNN and SGD with warm restarts.

[BibT_eX]

[DOI]

Expert Syst. Appl., 2022

Aligning Learners' Expectations and Performance by Learning Analytics Systemwith a Predictive Model.

[BibT_eX]

[DOI]

Sasa Brdnik

Bostjan Sumak

CoRR, 2022

Hyper-parameter optimization of convolutional neural networks for classifying COVID-19 X-ray images.

[BibT_eX]

[DOI]

Grega Vrbacic

Spela Pecnik

Comput. Sci. Inf. Syst., 2022

Utilizing Interaction Metrics in a Virtual Learning Environment for Early Prediction of Students' Academic Performance.

[BibT_eX]

[DOI]

Sasa Brdnik

Tjasa Hericko

Proceedings of the Ninth Workshop on Software Quality Analysis, 2022

2021

Synthetic Data Augmentation of Cycling Sport Training Datasets.

[BibT_eX]

[DOI]

ICO, 2021

2020

Improving Short Text Classification using Information from DBpedia Ontology.

[BibT_eX]

[DOI]

Fundam. Informaticae, 2020

Transfer Learning With Adaptive Fine-Tuning.

[BibT_eX]

[DOI]

IEEE Access, 2020

Identification of COVID-19 X-ray Images using CNN with Optimized Tuning of Transfer Learning.

[BibT_eX]

[DOI]

Spela Pecnik

Proceedings of the International Conference on INnovations in Intelligent SysTems and Applications, 2020

Improved Nature-Inspired Algorithms for Numeric Association Rule Mining.

[BibT_eX]

[DOI]

Iztok Fister

ICO, 2020

On the Potential of the Nature-Inspired Algorithms for Pure Binary Classification.

[BibT_eX]

[DOI]

Proceedings of the Computational Science - ICCS 2020, 2020

2019

Parameter Setting for Deep Neural Networks Using Swarm Intelligence on Phishing Websites Classification.

[BibT_eX]

[DOI]

Int. J. Artif. Intell. Tools, 2019

Identification of Self-Admitted Technical Debt Using Enhanced Feature Selection Based on Word Embedding.

[BibT_eX]

[DOI]

IEEE Access, 2019

Software Metrics as Identifiers of Defect Occurrence Severity.

[BibT_eX]

[DOI]

Proceedings of the Eighth Workshop on Software Quality Analysis, 2019

Development of an Autonomous, Intelligent and Adaptive E-learning System.

[BibT_eX]

[DOI]

Proceedings of the 42nd International Convention on Information and Communication Technology, 2019

2018

Swarm Intelligence Approaches for Parameter Setting of Deep Learning Neural Network: Case Study on Phishing Websites Classification.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics, 2018

Document Enrichment using DBPedia Ontology for Short Text Classification.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics, 2018

Building boosted classification tree ensemble with genetic programming.

[BibT_eX]

[DOI]

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2018

Enhanced Feature Selection Using Word Embeddings for Self-Admitted Technical Debt Identification.

[BibT_eX]

[DOI]

Proceedings of the 44th Euromicro Conference on Software Engineering and Advanced Applications, 2018

Scrum Task Allocation Based on Particle Swarm Optimization.

[BibT_eX]

[DOI]

Lucija Brezocnik

Proceedings of the Bioinspired Optimization Methods and Their Applications, 2018

2017

Knowledge management in organisations: mapping the research literature.

[BibT_eX]

[DOI]

Int. J. Web Eng. Technol., 2017

Text classification method based on self-training and LDA topic models.

[BibT_eX]

[DOI]

Miha Pavlinek

Expert Syst. Appl., 2017

Improving Genetic Programming for Classification with Lazy Evaluation and Dynamic Weighting.

[BibT_eX]

[DOI]

Proceedings of the Computational Intelligence - 9th International Joint Conference, 2017

Experiments with Lazy Evaluation of Classification Decision Trees Made with Genetic Programming.

[BibT_eX]

[DOI]

Proceedings of the 9th International Joint Conference on Computational Intelligence, 2017

2016

An Entropy-Based Algorithm for Proposing a Suitable Design Pattern.

[BibT_eX]

[DOI]

Informatica, 2016

Improved classification with allocation method and multiple classifiers.

[BibT_eX]

[DOI]

Inf. Fusion, 2016

Upgrade of a current research information system with ontologically supported semantic search engine.

[BibT_eX]

[DOI]

Ales Bosnjak

Expert Syst. Appl., 2016

The Performance of Allocation Method on Imbalanced Data.

[BibT_eX]

[DOI]

Proceedings of the Information Modelling and Knowledge Bases XXVIII, 2016

2015

A survey of genetic algorithms for solving multi depot vehicle routing problem.

[BibT_eX]

[DOI]

Appl. Soft Comput., 2015

Evolving decision-tree induction algorithms with a multi-objective hyper-heuristic.

[BibT_eX]

[DOI]

Márcio P. Basgalupp

Rodrigo C. Barros

Proceedings of the 30th Annual ACM Symposium on Applied Computing, 2015

Using similarity-based selection in evolutionary design of decision trees.

[BibT_eX]

[DOI]

Leon Bosnjak

Proceedings of the 38th International Convention on Information and Communication Technology, 2015

Knowledge Management in Organizations - A Bibliometric Analysis of Research Trends.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Management in Organizations - 10th International Conference, 2015

An Analysis of the Content of Knowledge Management-Related Courses.

[BibT_eX]

[DOI]

Mitja Gradisnik

Proceedings of the Knowledge Management in Organizations - 10th International Conference, 2015

Weighting and Sampling Data for Individual Classifiers and Bagging with Genetic Algorithms.

[BibT_eX]

[DOI]

Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015), 2015

Visualizing Ontologies: Challenges and Proposed Solution.

[BibT_eX]

[DOI]

Proceedings of the Information Modelling and Knowledge Bases XXVII, 2015

Evolving balanced decision trees with a multi-population genetic algorithm.

[BibT_eX]

[DOI]

Proceedings of the IEEE Congress on Evolutionary Computation, 2015

2014

Mapping Ontologies to Objects using a Transformation based on Description Logics.

[BibT_eX]

[DOI]

Rok Zontar

Inf. Technol. Control., 2014

A question-based design pattern advisement approach.

[BibT_eX]

[DOI]

Comput. Sci. Inf. Syst., 2014

Predicting Grades Based on Students' Online Course Activities.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Management in Organizations - 9th International Conference, 2014

Heuristic Crossover Operator for Evolutionary Induced Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the ECTA 2014, 2014

2013

Evolutionary design of decision trees.

[BibT_eX]

[DOI]

Matej Sprogar

Sandi Pohorec

WIREs Data Mining Knowl. Discov., 2013

2012

Evolutionary design of decision trees for medical application.

[BibT_eX]

[DOI]

WIREs Data Mining Knowl. Discov., 2012

Entropy- and Ontology-Based E-Services Proposing Approach.

[BibT_eX]

[DOI]

Proceedings of the 7th International Conference on Knowledge Management in Organizations: Service and Cloud Computing, 2012

Ontology Visualization for Domain Experts: A New Solution.

[BibT_eX]

[DOI]

Sasa Kuhar

Proceedings of the 16th International Conference on Information Visualisation, 2012

2011

Combining Semantic Web Technologies and Rule-Based Systems for Building Advanced Medical Applications.

[BibT_eX]

[DOI]

Mitja Gradisnik

Proceedings of the Advances in New Technologies, Interactive Interfaces and Communicability, 2011

Ontology and Rule Based Inferring on Project Teams.

[BibT_eX]

[DOI]

Proceedings of the Advances in New Technologies, Interactive Interfaces and Communicability, 2011

2010

Expert-Assisted Classification Rules Extraction Algorithm.

[BibT_eX]

[DOI]

Proceedings of the Advances in Databases and Information Systems, 2010

2009

Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Complexity and Systems Science, 2009

Improving Design Pattern Adoption with An Ontology-Based Repository.

[BibT_eX]

[DOI]

Informatica (Slovenia), 2009

Medical diagnostic process optimization through the semantic integration of data resources.

[BibT_eX]

[DOI]

Bostjan Grasic

Comput. Methods Programs Biomed., 2009

Introduction to the special issue.

[BibT_eX]

[DOI]

Mateja Verlic

Comput. Methods Programs Biomed., 2009

Adoption of Semantic Web Technologies for Developing Medical Software Systems and Services.

[BibT_eX]

[DOI]

Bostjan Grasic

Proceedings of the Information Modelling and Knowledge Bases XXI, 2009

2008

Improving design pattern adoption with Ontology-Based Design Pattern Repository.

[BibT_eX]

[DOI]

Proceedings of the ITI 2008 30th International Conference on Information Technology Interfaces, 2008

2007

Estimating software complexity from UML models.

[BibT_eX]

[DOI]

ACM SIGSOFT Softw. Eng. Notes, 2007

Semantic Web Based Integration of Knowledge Resources for Supporting Collaboration.

[BibT_eX]

[DOI]

Informatica (Slovenia), 2007

Managing Diagnostic Process Data Using Semantic Web.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2007), 2007

Supporting Collaboration of Medical Informatics Researchers and Teams.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2007), 2007

2006

Using Visual Interpretation of Small Ensembles in Microarray Analysis.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 2006

2005

Complexity-driven Evolution of Decision Graphs for Classification of Medical Data.

[BibT_eX]

[DOI]

Informatica (Slovenia), 2005

Knowledge discovery with classification rules in a cardiovascular dataset.

[BibT_eX]

[DOI]

Milojka Molan Stiglic

Comput. Methods Programs Biomed., 2005

Improving Mining of Medical Data by Outliers Prediction.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE Symposium on Computer-Based Medical Systems (CBMS 2005), 2005

2003

Fault-Threshold Prediction with Linear Programming Methodologies.

[BibT_eX]

Maurizio Pighin

Empir. Softw. Eng., 2003

2002

Evolutionary induced decision trees for dangerous software modules prediction.

[BibT_eX]

[DOI]

Inf. Process. Lett., 2002

Program Risk Definition via Linear Programming Techniques.

[BibT_eX]

[DOI]

Maurizio Pighin

Proceedings of the 8th IEEE International Software Metrics Symposium (METRICS 2002), 2002

AREX - Classification Rules Extracting Algorithm Based on Automatic Programming.

[BibT_eX]

Proceedings of the 15th European Conference on Artificial Intelligence, 2002

Searching for ew Patterns in Cardiovascular Data.

[BibT_eX]

[DOI]

Milojka Molan Stiglic

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

Testing Reliability of Medical Software.

[BibT_eX]

[DOI]

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

Searching for New Patterns in Medical Data with Evolutionary Programming.

[BibT_eX]

[DOI]

Milojka Molan Stiglic

Proceedings of the AMIA 2002, 2002

2001

Finding the right decision tree's induction strategy for a hard real world problem.

[BibT_eX]

[DOI]

Margaret G. E. Peterson

Matej Sprogar

Milan Ojstersek

Int. J. Medical Informatics, 2001

Supporting Medical Decisions with Vector Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the MEDINFO 2001, 2001

Notes on Medical Decision Model Creation.

[BibT_eX]

[DOI]

Proceedings of the Medical Data Analysis, Second International Symposium, 2001

Evolving Groups of Basic Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the 14th IEEE Symposium on Computer-Based Medical Systems (CBMS 2001), 2001

Cross-Learning on Multiple Databases in the Case of Acute Appendicitis.

[BibT_eX]

[DOI]

Proceedings of the 14th IEEE Symposium on Computer-Based Medical Systems (CBMS 2001), 2001

An Analysis of Software Correctness Prediction Methods.

[BibT_eX]

[DOI]

Proceedings of the 2nd Asia-Pacific Conference on Quality Software (APAQS 2001), 2001

2000

Intellectual energy in software design.

[BibT_eX]

[DOI]

ACM SIGSOFT Softw. Eng. Notes, 2000

Assessing the state of the software process development using the chaos theory.

[BibT_eX]

[DOI]

ACM SIGSOFT Softw. Eng. Notes, 2000

Ranking the Complexity of NIAM Conceptual Schemas by Alpha Metric.

[BibT_eX]

[DOI]

ACM SIGPLAN Notices, 2000

Power of heterogeneous computing as a vehicle for implementing E<sup>3</sup> medical decision support systems.

[BibT_eX]

[DOI]

Janez Brest

Int. J. Medical Informatics, 2000

Vector decision trees.

[BibT_eX]

[DOI]

Intell. Data Anal., 2000

Nuclear Power Plant Preventive Maintenance Planting Using Genetic Algorithms.

[BibT_eX]

[DOI]

Andrej Kunej

Proceedings of the Intelligent Problem Solving, 2000

Fighting Program Bloat with the Fractal Complexity Measure.

[BibT_eX]

[DOI]

Proceedings of the Genetic Programming, European Conference, 2000

Decision Tree's Induction Strategies Evaluated on a Hard Real World Problem.

[BibT_eX]

[DOI]

Margaret G. E. Peterson

Joseph M. Lane

Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS 2000), 2000

1999

The Complexity of Formal Specifications - Assessments by alpha-Metric.

[BibT_eX]

[DOI]

ACM SIGPLAN Notices, 1999

Computer and Natural Language Texts - A Comparison Based on Long-Range Correlations.

[BibT_eX]

[DOI]

J. Am. Soc. Inf. Sci., 1999

Power of Heterogeneous Computing as a Vehicle for Implementing E$^{\3}$ Medical Decision Support Systems.

[BibT_eX]

[DOI]

Janez Brest

Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

The influence of class discretization to attribute hierarchy of decision trees.

[BibT_eX]

[DOI]

Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Self-Adaptation of Evolutionary Constructed Decision Trees by Information Spreading.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Neural Nets and Genetic Algorithms, 1999

proGenesys-Program Generation Tool Based on Genetic Systems.

[BibT_eX]

Proceedings of the International Conference on Artificial Intelligence, 1999

Decision Trees - A CIM Tool in Nursing Education.

[BibT_eX]

[DOI]

Proceedings of the High-Performance Computing and Networking, 7th International Conference, 1999

A Fractal Software Complexity Metric Analyser.

[BibT_eX]

[DOI]

Proceedings of the Computer Aided Systems Theory - EUROCAST'99, Vienna, Austria, September 29, 1999

Medical Diagnosis Prediction using Genetic Programming.

[BibT_eX]

[DOI]

Jernej Zavrsnik

Proceedings of the 12th IEEE Symposium on Computer-Based Medical Systems (CBMS '99). 18-20 June 1999, 1999

Some Ideas About Intelligent Medical System Design.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE Symposium on Computer-Based Medical Systems (CBMS '99). 18-20 June 1999, 1999

1998

Integration of complexity metrics with the use of decision trees.

[BibT_eX]

[DOI]

ACM SIGSOFT Softw. Eng. Notes, 1998

Quest for the information: using intelligent search for finding telemedical sites.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, 1998

Evaluation of World Wide Web Sites Using Neural Networks and Fractal Metrics.

[BibT_eX]

Proceedings of the International ICSC / IFAC Symposium on Neural Computation (NC 1998), 1998

Diagnostic Process Optimisation with Evolutionary Programming.

[BibT_eX]

[DOI]