Dunja Mladenic

Orcid: 0000-0002-0360-6505

Affiliations:
  • Jozef Stefan Institute, Ljubljana, Slovenia


According to our database1, Dunja Mladenic authored at least 203 papers between 1992 and 2025.

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Bibliography

2025
Improving stochastic models by smart denoising and latent representation optimization.
Inf. Sci., 2025

2024
Active learning and novel model calibration measurements for automated visual inspection in manufacturing.
J. Intell. Manuf., June, 2024

Few-shot learning for defect detection in manufacturing.
Int. J. Prod. Res., 2024

Evaluating Text Generation Model Performance by Combining Semantic Meaning and Word Order.
IEEE Access, 2024

A Multilingual Approach to Analyzing Talent Demand in a Specific Domain: Insights From Global Perspectives on Artificial Intelligence Talent Demand.
IEEE Access, 2024

Enhancing Cognitive Digital Twin Interaction using an LLM Agent.
Proceedings of the 47th MIPRO ICT and Electronics Convention, 2024

European Data Science Day: KDD-2024 Special Day.
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

2023
A commonsense-infused language-agnostic learning framework for enhancing prediction of political bias in multilingual news headlines.
Knowl. Based Syst., October, 2023

Human-centric artificial intelligence architecture for industry 5.0 applications.
Int. J. Prod. Res., October, 2023

Multimodal metadata assignment for cultural heritage artifacts.
Multim. Syst., April, 2023

Profiling the barriers to the spreading of news using news headlines.
Frontiers Artif. Intell., February, 2023

Dealing with zero-inflated data: achieving SOTA with a two-fold machine learning approach.
CoRR, 2023

Human in the AI loop via xAI and Active Learning for Visual Inspection.
CoRR, 2023

Profiling the news spreading barriers using news headlines.
CoRR, 2023

Classification of news spreading barriers.
CoRR, 2023

Classification of Cross-cultural News Events.
CoRR, 2023

An Inferential Commonsense-Driven Framework for Predicting Political Bias in News Headlines.
IEEE Access, 2023

2022
Harvesting Context and Mining Emotions Related to Olfactory Cultural Heritage.
Multimodal Technol. Interact., 2022

Why is a document relevant? Understanding the relevance scores in cross-lingual document retrieval.
Knowl. Based Syst., 2022

Analysis of information cascading and propagation barriers across distinctive news events.
J. Intell. Inf. Syst., 2022

Using Semi-Supervised Learning and Wikipedia to Train an Event Argument Extraction System.
Informatica (Slovenia), 2022

Improving modeling of stochastic processes by smart denoising.
Informatica (Slovenia), 2022

Knowledge graph-based rich and confidentiality preserving Explainable Artificial Intelligence (XAI).
Inf. Fusion, 2022

Actionable cognitive twins for decision making in manufacturing.
Int. J. Prod. Res., 2022

Enriching Artificial Intelligence Explanations with Knowledge Fragments.
Future Internet, 2022

Robust Anomaly Map Assisted Multiple Defect Detection with Supervised Classification Techniques.
CoRR, 2022

Synthetic Data Augmentation Using GAN For Improved Automated Visual Inspection.
CoRR, 2022

A Commonsense-Infused Language-Agnostic Learning Framework for Enhancing Prediction of Political Polarity in Multilingual News Headlines.
CoRR, 2022

Machine Beats Machine: Machine Learning Models to Defend Against Adversarial Attacks.
CoRR, 2022

Forecasting Sensor Values in Waste-To-Fuel Plants: a Case Study.
CoRR, 2022

Active Learning and Approximate Model Calibration for Automated Visual Inspection in Manufacturing.
CoRR, 2022

Political and Economic Patterns in COVID-19 News: From Lockdown to Vaccination.
IEEE Access, 2022

A Multilingual Benchmark to Capture Olfactory Situations over Time.
Proceedings of the 3rd Workshop on Computational Approaches to Historical Language Change, 2022

2021
Help Me Learn! Architecture and Strategies to Combine Recommendations and Active Learning in Manufacturing.
Inf., 2021

EveOut: an event-centric news dataset to analyze an outlet's event selection patterns.
Informatica (Slovenia), 2021

Using Machine Learning for Web Page Classification in Search Engine Optimization.
Future Internet, 2021

Streaming Machine Learning and Online Active Learning for Automated Visual Inspection.
CoRR, 2021

Active Learning for Automated Visual Inspection of Manufactured Products.
CoRR, 2021

Knowledge Modelling and Active Learning in Manufacturing.
CoRR, 2021

A Review of Explainable Artificial Intelligence in Manufacturing.
CoRR, 2021

Semantic XAI for contextualized demand forecasting explanations.
CoRR, 2021

Reframing demand forecasting: a two-fold approach for lumpy and intermittent demand.
CoRR, 2021

NewsMeSH: A new classifier designed to annotate health news with MeSH headings.
Artif. Intell. Medicine, 2021

Characterizing financial markets from the event driven perspective.
Appl. Netw. Sci., 2021

Using the Profile of Publishers to Predict Barriers across News Articles.
Proceedings of the 2nd International Workshop on Cross-lingual Event-centric Open Analytics co-located with the 30th The Web Conference (WWW 2021), 2021

Towards Active Learning Based Smart Assistant for Manufacturing.
Proceedings of the Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems, 2021

STARdom: An Architecture for Trusted and Secure Human-Centered Manufacturing Systems.
Proceedings of the Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems, 2021

XAI-KG: Knowledge Graph to Support XAI and Decision-Making in Manufacturing.
Proceedings of the Advanced Information Systems Engineering Workshops - CAiSE 2021 International Workshops, Melbourne, VIC, Australia, June 28, 2021

2020
Users' Learning Pathways on Cross-site Open Educational Resources.
Proceedings of the 12th International Conference on Computer Supported Education, 2020

2019
StreamStory: Exploring Multivariate Time Series on Multiple Scales.
IEEE Trans. Vis. Comput. Graph., 2019

Streaming Data Fusion for the Internet of Things.
Sensors, 2019

Cross-lingual document similarity estimation and dictionary generation with comparable corpora.
Knowl. Inf. Syst., 2019

Predicting complex user behavior from CDR based social networks.
Inf. Sci., 2019

Estimating point-of-interest rating based on visitors geospatial behaviour.
Comput. Sci. Inf. Syst., 2019

2018
Automatic Estimation of News Values Reflecting Importance and Closeness of News Events.
Informatica (Slovenia), 2018

2017
Document Classification.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Text Mining.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Feature Selection in Text Mining.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Text Mining for the Semantic Web.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Feature Construction in Text Mining.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Curious Cat-Mobile, Context-Aware Conversational Crowdsourcing Knowledge Acquisition.
ACM Trans. Inf. Syst., 2017

Joint learning of ontology and semantic parser from text.
Intell. Data Anal., 2017

Constructing a Natural Language Inference dataset using generative neural networks.
Comput. Speech Lang., 2017

Predicting Users' Mobility Using Monte Carlo Simulations.
IEEE Access, 2017

2016
Core-periphery dynamics in collaboration networks: the case study of Slovenia.
Scientometrics, 2016

Conceptualization of science using collaboration and competences.
Electron. Libr., 2016

Correcting the hub occurrence prediction bias in many dimensions.
Comput. Sci. Inf. Syst., 2016

Curious cat conversational crowd based and context aware knowledge acquisition chat bot.
Proceedings of the 8th IEEE International Conference on Intelligent Systems, 2016

2015
Editorial.
J. Web Semant., 2015

Interdisciplinarity of scientific fields and its evolution based on graph of project collaboration and co-authoring.
Scientometrics, 2015

Image hub explorer: evaluating representations and metrics for content-based image retrieval and object recognition.
Multim. Tools Appl., 2015

Traffic Flow Prediction from Loop Counter Sensor Data using Machine Learning Methods.
Proceedings of the 1st International Conference on Vehicle Technology and Intelligent Transport Systems, 2015

Leadership and Balance in Research.
Proceedings of the Informatics in the Future, 2015

2014
The Role of Hubness in Clustering High-Dimensional Data.
IEEE Trans. Knowl. Data Eng., 2014

Hubness-based fuzzy measures for high-dimensional <i>k</i>-nearest neighbor classification.
Int. J. Mach. Learn. Cybern., 2014

Hubness-aware shared neighbor distances for high-dimensional $$k$$ -nearest neighbor classification.
Knowl. Inf. Syst., 2014

Constructing Domain Templates with Concept Hierarchy as Background Knowledge.
Inf. Technol. Control., 2014

Measuring concept similarity in ontologies using weighted concept paths.
Appl. Ontology, 2014

2013
A personal perspective on photowork: implicit human-computer interaction for photo collection management.
Pers. Ubiquitous Comput., 2013

Class imbalance and the curse of minority hubs.
Knowl. Based Syst., 2013

Informal Multilingual Multi-domain Sentiment Analysis.
Informatica (Slovenia), 2013

Editors's Introduction to the Special Issue on "100 Years of Alan Turing and 20 Years of SLAIS".
Informatica (Slovenia), 2013

Automatic Text Analysis by Artificial Intelligence.
Informatica (Slovenia), 2013

MTi: A method for user identification for multitouch displays.
Int. J. Hum. Comput. Stud., 2013

Applying Semantic Technology to Business News Analysis.
Appl. Artif. Intell., 2013

HDCMD: A Clustering Algorithm to Support Hand Detection on Multitouch Displays.
Proceedings of the Human Factors in Computing and Informatics, 2013

Hub Co-occurrence Modeling for Robust High-Dimensional kNN Classification.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2013

The Role of Hubs in Cross-Lingual Supervised Document Retrieval.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2013

Exploiting hubs for self-adaptive secondary re-ranking in bug report duplicate detection.
Proceedings of the ITI 2013 35th International Conference on Information Technology Interfaces, 2013

Click prediction in mobile display advertising based on HTML5 features.
Proceedings of the ITI 2013 35th International Conference on Information Technology Interfaces, 2013

2012
Nearest neighbor voting in high dimensional data: Learning from past occurrences.
Comput. Sci. Inf. Syst., 2012

A Framework for Semantic Enrichment of Sensor Data.
J. Comput. Inf. Technol., 2012

Towards building a global oracle: a physical mashup using artificial intelligence technology.
Proceedings of the Third International Workshop on the Web of Things, 2012

Text stream processing.
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics, 2012

A Framework for Acquiring Semantic Sensor Descriptions (Short Paper).
Proceedings of the 5th International Workshop on Semantic Sensor Networks, 2012

BICIKELJ: Environmental data mining on the bicycle.
Proceedings of the 34th International Conference on Information Technology Interfaces, 2012

Supporting Rule Generation and Validation on Environmental Data in EnStreaM.
Proceedings of the Semantic Web: ESWC 2012 Satellite Events, 2012

Query-Independent Learning to Rank for RDF Entity Search.
Proceedings of the Semantic Web: Research and Applications, 2012

2011
OntoPlus: Text-driven ontology extension using ontology content, structure and co-occurrence information.
Knowl. Based Syst., 2011

User Modeling Combining Access Logs, Page Content and Semantics
CoRR, 2011

A System for Publishing Sensor Data on the Semantic Web.
J. Comput. Inf. Technol., 2011

Automatically Annotating Text with Linked Open Data.
Proceedings of the WWW2011 Workshop on Linked Data on the Web, 2011

Hubness-Based Fuzzy Measures for High-Dimensional k-Nearest Neighbor Classification.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2011

OntoGen extension for exploring image collections.
Proceedings of the IEEE International Conference on Intelligent Computer Communication and Processing, 2011

The influence of hubness on nearest-neighbor methods in object recognition.
Proceedings of the IEEE International Conference on Intelligent Computer Communication and Processing, 2011

Spatio-temporal reasoning for traffic scene understanding.
Proceedings of the IEEE International Conference on Intelligent Computer Communication and Processing, 2011

ShoeBox: A Natural Way of Organizing Pictures According to User's Affinities.
Proceedings of the Human-Computer Interaction. Towards Mobile and Intelligent Interaction Environments, 2011

Information Resource Recommendation in Knowledge Processes.
Proceedings of the Semantic Web: ESWC 2011 Workshops, 2011

A probabilistic approach to nearest-neighbor classification: naive hubness bayesian kNN.
Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

Machine Learning Techniques for Understanding Context and Process.
Proceedings of the Context and Semantics for Knowledge Management, 2011

Managing and Understanding Context.
Proceedings of the Context and Semantics for Knowledge Management, 2011

2010
Document Classification.
Proceedings of the Encyclopedia of Machine Learning, 2010

Text Mining.
Proceedings of the Encyclopedia of Machine Learning, 2010

Feature Selection in Text Mining.
Proceedings of the Encyclopedia of Machine Learning, 2010

Text Mining for the Semantic Web.
Proceedings of the Encyclopedia of Machine Learning, 2010

Feature Construction in Text Mining.
Proceedings of the Encyclopedia of Machine Learning, 2010

Modeling Knowledge Worker Activity.
Proceedings of the First Workshop on Applications of Pattern Analysis, 2010

Overcoming Information Overload in the Enterprise: The Active Approach.
IEEE Internet Comput., 2010

A Service Oriented Framework for Natural Language Text Enrichment.
Informatica (Slovenia), 2010

Ontology Extension Towards Analysis of Business News.
Informatica (Slovenia), 2010

Social Network Analysis of Ontology Edit Logs.
J. Comput. Inf. Technol., 2010

Editorial.
J. Comput. Inf. Technol., 2010

Using Machine Learning on Sensor Data.
J. Comput. Inf. Technol., 2010

Contextualized Question Answering.
J. Comput. Inf. Technol., 2010

Demo: Enriching Text with RDF/OWL Encoded Senses.
Proceedings of the ISWC 2010 Posters & Demonstrations Track: Collected Abstracts, 2010

Real-Time News Recommender System.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

AnswerArt - Contextualized Question Answering.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Visualization of Web Page Content Using Semantic Technologies.
Proceedings of the 14th International Conference on Information Visualisation, 2010

Exploring Contexts and Actions in Knowledge Processes.
Proceedings of the Second Workshop on Context, Information and Ontologies, 2010

Application of semantic annotations to predicting users' demographics.
Proceedings of the third workshop on Exploiting Semantic Annotations in Information Retrieval, 2010

2009
Guest editors' introduction: Special Issue from ECML PKDD 2009.
Mach. Learn., 2009

Semantic Technology for Capturing Communication Inside an Organization.
IEEE Internet Comput., 2009

Semantic Graphs Derived From Triplets with Application in Document Summarization.
Informatica (Slovenia), 2009

Guest editors' introduction: special issue of selected papers from ECML PKDD 2009.
Data Min. Knowl. Discov., 2009

Semi-automatic Categorization of Videos on VideoLectures.net.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Visual OntoBridge: Semi-automatic Semantic Annotation Software.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Enhanced Web Page Content Visualization with Firefox.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Visual analysis of documents with semantic graphs.
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration, 2009

Document Visualization Based on Semantic Graphs.
Proceedings of the 13th International Conference on Information Visualisation, 2009

Semantic web wiki: Social network analysis of page editing.
Proceedings of the ITI 2009 31st International Conference on Information Technology Interfaces, 2009

Constructing Event Templates from Written News.
Proceedings of the 2009 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology, 2009

Demo: HistoryViz - Visualizing Events and Relations Extracted from Wikipedia.
Proceedings of the Semantic Web: Research and Applications, 2009

Entity Resolution in Texts Using Statistical Learning and Ontologies.
Proceedings of the Semantic Web, Fourth Asian Conference, 2009

Modeling Common Real-Word Relations Using Triples Extracted from n-Grams.
Proceedings of the Semantic Web, Fourth Asian Conference, 2009

Knowledge Discovery for Semantic Web.
Proceedings of the Semantic Knowledge Management, 2009

Ontology Generation from Social Networks.
Proceedings of the Semantic Knowledge Management, 2009

Visualization of Temporal Semantic Spaces.
Proceedings of the Semantic Knowledge Management, 2009

Challenges of Semantic Knowledge Management.
Proceedings of the Semantic Knowledge Management, 2009

Capturing Document Semantics for Ontology Generation and Document Summarization.
Proceedings of the Semantic Knowledge Management, 2009

2008
Feature Selection for the Classification of Large Document Collections.
J. Univers. Comput. Sci., 2008

Ripple Down Rule learning for automated word lemmatisation.
AI Commun., 2008

Cross-lingual search over 22 european languages.
Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

Monitoring Network Evolution using MDL.
Proceedings of the 24th International Conference on Data Engineering, 2008

08391 Working Group Summary - Analyzing Tag Semantics Across Tagging Systems.
Proceedings of the Social Web Communities, 21.09. - 26.09.2008, 2008

Predicting Category Additions in a Topic Hierarchy.
Proceedings of the Semantic Web, 3rd Asian Semantic Web Conference, 2008

2007
Extracting Named Entities and Relating Them over Time Based on Wikipedia.
Informatica (Slovenia), 2007

OntoGen: Semi-automatic Ontology Editor.
Proceedings of the Human Interface and the Management of Information. Interacting in Information Environments, 2007

Using Text Mining and Link Analysis for Software Mining.
Proceedings of the Mining Complex Data, ECML/PKDD 2007 Third International Workshop, 2007

2006
kNN Versus SVM in the Collaborative Filtering Framework.
Proceedings of the Data Science and Classification, 2006

User profiling for the web.
Comput. Sci. Inf. Syst., 2006

Background knowledge for ontology construction.
Proceedings of the 15th international conference on World Wide Web, 2006

Golden Standard Based Ontology Evaluation Using Instance Assignment.
Proceedings of 4th International EON Workshop 2006 Evaluation of Ontologies for the Web Co-located with the WWW2006 Edinburgh, 2006

Comparing and Combining Two Approaches to Automated Subject Classification of Text.
Proceedings of the Research and Advanced Technology for Digital Libraries, 2006

2005
KDD-2005 workshop report: Link Discovery: issues, approaches and application (LinkKDD-2005).
SIGKDD Explor., 2005

Building Minority Language Corpora by Learning to Generate Web Search Queries.
Knowl. Inf. Syst., 2005

Automated knowledge discovery in advanced knowledge management.
J. Knowl. Manag., 2005

Next generation knowledge access.
J. Knowl. Manag., 2005

Visualization of Text Document Corpus.
Informatica (Slovenia), 2005

Simple Classification into Large Topic Ontology of Web Documents.
J. Comput. Inf. Technol., 2005

The Workshops at the Twentieth National Conference on Artificial Intelligence.
AI Mag., 2005

Feature Selection for Dimensionality Reduction.
Proceedings of the Subspace, 2005

Data Sparsity Issues in the Collaborative Filtering Framework.
Proceedings of the Advances in Web Mining and Web Usage Analysis, 2005

Text Classification with Active Learning.
Proceedings of the From Data and Information Analysis to Knowledge Engineering, 2005

Text Mining in Action!.
Proceedings of the From Data and Information Analysis to Knowledge Engineering, 2005

Applying Collaborative Filtering to Real-life Corporate Data.
Proceedings of the From Data and Information Analysis to Knowledge Engineering, 2005

Using String Kernels for Classification of Slovenian Web Documents.
Proceedings of the From Data and Information Analysis to Knowledge Engineering, 2005

Semi-automatic Construction of Topic Ontologies.
Proceedings of the Semantics, Web and Mining, Joint International Workshops, 2005

2004
KDD-2004 workshop report link analysis and group detection (LinkKDD-2004).
SIGKDD Explor., 2004

Visualization of News Articles.
Informatica (Slovenia), 2004

Feature selection using linear classifier weights: interaction with classification models.
Proceedings of the SIGIR 2004: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2004

Visualizing Very Large Graphs Using Clustering Neighborhoods.
Proceedings of the Local Pattern Detection, 2004

2003
Web Browsing Using Machine Learning on Text Data.
Proceedings of the Intelligent Exploration of the Web, 2003

Feature selection on hierarchy of web documents.
Decis. Support Syst., 2003

Mapping Documents onto Web Page Ontology.
Proceedings of the Web Mining: From Web to Semantic Web, 2003

A Roadmap for Web Mining: From Web to Semantic Web.
Proceedings of the Web Mining: From Web to Semantic Web, 2003

2002
Learning word normalization using word suffix and context from unlabeled data.
Proceedings of the Machine Learning, 2002

Modeling Information in Textual Data Combining Labeled and Unlabeled Data.
Proceedings of the Pattern Detection and Discovery, 2002

2001
Data mining of baskets collected at different locations over one year.
Informatica (Slovenia), 2001

Online Learning for Web Query Generation: Finding Documents Matching a Minority Concept on the Web.
Proceedings of the Web Intelligence: Research and Development, 2001

Automatic Web Search Query Generation to Create Minority Language Corpora.
Proceedings of the SIGIR 2001: Proceedings of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2001

Mining the Web to Create Minority Language Corpora.
Proceedings of the 2001 ACM CIKM International Conference on Information and Knowledge Management, 2001

2000
Text Mining as Integration of Several Related Research Areas: Report on KDD'2000 Workshop on Text Mining.
SIGKDD Explor., 2000

Text mining (workshop session - title only).
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, 2000

1999
Text-learning and related intelligent agents: a survey.
IEEE Intell. Syst., 1999

Feature Selection for Unbalanced Class Distribution and Naive Bayes.
Proceedings of the Sixteenth International Conference on Machine Learning (ICML 1999), Bled, Slovenia, June 27, 1999

1998
Browsing-Assistenten, Tour Guides und adaptive WWW-Server.
Künstliche Intell., 1998

Feature Subset Selection in Text-Learning.
Proceedings of the Machine Learning: ECML-98, 1998

Turning Yahoo to Automatic Web-Page Classifier.
Proceedings of the 13th European Conference on Artificial Intelligence, 1998

1997
Using machine learning for outcome prediction of patients with severe head injury.
Proceedings of the 10th IEEE Symposium on Computer-Based Medical Systems (CBMS '97), 1997

1994
Using Machine Learning Techniques to Interpret Results from Discrete Event Simulation.
Proceedings of the Machine Learning: ECML-94, 1994

1993
Visualization of Domain and Concept Descriptions.
Proceedings of the Fourth Scandinavian Conference on Artificial Intelligence, 1993

Combinatorial Optimization in Inductive Concept Learning.
Proceedings of the Machine Learning, 1993

1992
Stochastic Search in Inductive Logic Programming.
Proceedings of the 10th European Conference on Artificial Intelligence, 1992


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