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- 2025
- InfoClus : informative clustering of high-dimensional data embeddings (2025) ArXiv.
- Biased heritage : how datasets shape models in facial expression recognition (2025)
- LLM4Jobs : unsupervised occupation extraction and standardization leveraging large language models (2025) KNOWLEDGE-BASED SYSTEMS. 316.
- Maximal combinations of fairness definitions (2025) JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH. 82. p.1495-1579
- Incorrect interpretation of the role of COVID-19 vaccination boosters in saving lives (2025) LANCET RESPIRATORY MEDICINE. 13(1). p.e4-e4
- 2024
- BiMi sheets for bias mitigation methods (2024) BNAIC/BeNeLearn 2024, Abstracts.
- ABCFair: an Adaptable Benchmark approach for Comparing Fairness Methods (2024) The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track. In Advances in Neural Information Processing Systems 37. p.40145-40163
- fairret : a framework for differentiable fairness regularization terms (2024) EWAF24 2024 : European Workshop on Algorithmic Fairness : proceedings of the 3rd European Workshop on Algorithmic Fairness. In CEUR workshop proceedings 3908.
- A Dutch financial large language model (2024) ICAIF '24 : proceedings of the 5th ACM International Conference on AI in Finance. p.283-291
- Persuasion with large language models : a survey (2024) ARXIV.
- Large language models reflect the ideology of their creators (2024) ARXIV.
- Incorporating topological priors into low-dimensional visualizations through topological regularization (2024) IEEE ACCESS. 12. p.129541-129573
- Zero-covid advocacy during the COVID-19 pandemic : a case study of views on Twitter/X (2024) MONASH BIOETHICS REVIEW. 42(2). p.169-199
- Pattern or artifact? Interactively exploring embedding quality with TRACE (2024) MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES-RESEARCH TRACK AND DEMO TRACK, PT VIII, ECML PKDD 2024. In Lecture Notes in Computer Science 14948. p.379-382
- Gaan we als academici zomaar toekijken op de vernietiging van de universitaire gemeenschap in Palestina? (2024) De Morgen.
- TopoLedgerBERT : topological learning of ledger description embeddings using siamese BERT-networks (2024) Proceedings of the Eighth Financial Technology and Natural Language Processing and the 1st Agent AI for Scenario Planning. p.63-72
- Evaluating feature attribution methods in the image domain (2024) MACHINE LEARNING. 113. p.6019-6064
- Exploring the performance of continuous-time dynamic link prediction algorithms (2024) APPLIED SCIENCES-BASEL. 14(8).
- FAIRRET : a framework for differentiable fairness regularization terms (2024) ICLR 2024 : the Twelfth International Conference on Learning Representations, Proceedings.
- KamerRaad : enhancing information retrieval in Belgian national politics through hierarchical summarization and conversational interfaces (2024) MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES-RESEARCH TRACK AND DEMO TRACK, PT VIII, ECML PKDD 2024. In Lecture Notes in Computer Science 14948. p.409-412
- A challenge-based survey of e-recruitment recommendation systems (2024) ACM COMPUTING SURVEYS. 56(10).
- Scalable job recommendation with lower congestion using optimal transport (2024) IEEE ACCESS. 12. p.55491-55505
- FEIR : quantifying and reducing envy and inferiority for fair recommendation of limited resources (2024) ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY. 15(4). p.1-24
- Cooperative scene-event modelling for acoustic scene classification (2024) IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. 32. p.68-82
- Inherent limitations of AI fairness (2024) COMMUNICATIONS OF THE ACM. 67(2). p.48-55
- GREASE : graph imbalance reduction by adding sets of edges (2024) IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. 36(4). p.1611-1623
- An empirical evaluation of network representation learning methods (2024) BIG DATA. 12(6). p.518-537
- 2023
- Automated financial analysis using GPT-4 (2023) MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES : APPLIED DATA SCIENCE AND DEMO TRACK, ECML PKDD 2023, PT VII. In Lecture notes in computer science 14175. p.345-349
- Gaussian embedding of temporal networks (2023) IEEE ACCESS. 11. p.117971-117983
- Fairret : a framework for differentiable fairness regularization terms (2023)
- FEIR : quantifying and reducing envy and inferiority for fair recommendation of limited resources (2023) RECSYS in HR 2023 : the 3rd Workshop on Recommender Systems for Human Resources (RecSys in HR 2023), Proceedings. In CEUR workshop proceedings 3490.
- LLM4Jobs : unsupervised occupation extraction and standardization leveraging Large Language Models (2023)
- Topologically regularized data embeddings (2023)
- 34th Joint Benelux Conference, BNAIC/Benelearn 2022, Revised selected papers Toon Calders, Celine Vens, Jefrey Lijffijt UGent and Bart Goethals (2023) In Communications in computer and information science 1805.
- SkillGPT : a RESTful API service for skill extraction and standardization using a Large Language Model (2023)
- ReCon : reducing congestion in job recommendation using optimal transport (2023) Proceedings of the 17th ACM Conference on Recommender Systems (RecSys 2023). p.696-701
- An efficient graph-based peer selection method for financial statements (2023) INTELLIGENT SYSTEMS IN ACCOUNTING FINANCE & MANAGEMENT. 30(3). p.120-136
- Maximal fairness (2023) PROCEEDINGS OF THE 6TH ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, FACCT 2023. p.851-880
- Revised conditional t-SNE : looking beyond the nearest neighbors (2023) Advances in Intelligent Data Analysis XXI : 21st International Symposium on Intelligent Data Analysis, IDA 2023, Proceedings. In Lecture notes in computer science 13876. p.169-181
- Accelerating progress in network representation learning : systematic evaluations and new approaches (2023)
- 2022
- Embedding-based next song recommendation for playlists (2022) ESANN 2022, 30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Proceedings. p.503-508
- Mining interesting outlier subgraphs in attributed graphs (2022) KI-JP 2022 : KI 2022 Workshops, Tutorials and Doctoral Consortium. In CEUR workshop proceedings
- Evaluating feature attribution methods in the image domain (2022) ArXiv.
- Optimal transport of classifiers to fairness (2022) Advances in Neural Information Processing Systems 35 (NeurIPS 2022).
- Inherent limitations of AI fairness (2022)
- Relation-guided acoustic scene classification aided with event embeddings (2022) 2022 International Joint Conference on Neural Networks (IJCNN). In Proceedings of International Joint Conference on Neural Networks
- Audio-visual scene classification via contrastive event-object alignment and semantic-based fusion (2022) 2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP). In IEEE International Workshop on Multimedia Signal Processing
- CT-SAT : contextual transformer for sequential audio tagging (2022) p.4147-4151
- A challenge-based survey of e-recruitment recommendation systems (2022)
- Introduction to the special section on AI in manufacturing : current trends and challenges (2022) SIGKDD EXPLORATIONS. 24(2). p.81-85
- A systematic evaluation of node embedding robustness (2022) PROCEEDINGS OF MACHINE LEARNING RESEARCH. 198.
- Topologically regularized data embeddings (2022) International Conference on Learning Representations (ICLR 2022), Proceedings.
- Graph-survival : a survival analysis framework for machine learning on temporal networks (2022) ECML-PKDD 2022 PhD Forum, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Proceedings.
- The curse revisited : when are distances informative for the ground truth in noisy high-dimensional data? (2022) International Conference on Artificial Intelligence and Statistics, vol 151. In Proceedings of Machine Learning Research 151.
- Evaluating representation learning and graph layout methods for visualization (2022) IEEE COMPUTER GRAPHICS AND APPLICATIONS. 42(3). p.19-28
- Automating data science (2022) COMMUNICATIONS OF THE ACM. 65(3). p.76-87
- EvalNE : a framework for network embedding evaluation (2022) SOFTWAREX. 17.
- An earth mover's distance based graph distance metric for financial statements (2022) 2022 IEEE Symposium on Computational Intelligence for Financial Engineering and Economics (CIFEr). In IEEE Conference on Computational Intelligence for Financial Engineering and Economics CIFEr
- 2021
- Conditional t-SNE : more informative t-SNE embeddings (2021) 2021 IEEE 8TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA).
- ExClus : explainable clustering on low-dimensional data representations (2021)
- Explanations for network embedding-based link predictions (2021) MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2021, PT I. In Communications in Computer and Information Science 1524. p.473-488
- FONDUE : a framework for node disambiguation and deduplication using network embeddings (2021) APPLIED SCIENCES-BASEL. 11(21).
- Quantifying and reducing imbalance in networks (2021) Proceedings of the Workshop on Recommender Systems for Human Resources (RecSys in HR 2021), co-located with the 15th ACM Conference on Recommender Systems (RecSys 2021). In CEUR Workshop Proceedings 2967.
- Quantifying and reducing imbalance in networks (2021) FEAST, ECML-PKDD 2021 Workshop, Proceedings.
- The KL-divergence between a graph model and its fair I-projection as a fairness regularizer (2021) MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2021 : RESEARCH TRACK, PT II. In Lecture Notes in Artificial Intelligence 12976. p.351-366
- Opinion dynamics with backfire effect and biased assimilation (2021) PLOS ONE. 16(9).
- Adversarial robustness of probabilistic network embedding for link prediction (2021) ECML PKDD 2021 Workshops, Proceedings, Part II. In Communications in Computer and Information Science 1525. p.22-38
- Stable topological signatures for metric trees through graph approximations (2021) PATTERN RECOGNITION LETTERS. 147. p.85-92
- ALPINE : active link prediction using network embedding (2021) APPLIED SCIENCES-BASEL. 11(11).
- Artificial Intelligence and Machine Learning, 32nd Benelux Conference, BNAIC/Benelearn 2020, Revised Selected Papers Mitra Baratchi, Lu Cao, Walter A. Kosters, Jefrey Lijffijt UGent, Jan N. van Rijn and Frank W. Takes (2021) In Communications in computer and information science 1398.
- Automating data science : prospects and challenges (2021)
- Graph approximations to geodesics on metric graphs (2021) 2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR). In International Conference on Pattern Recognition p.7328-7334
- Sigmoidal NMFD : convolutional NMF with saturating activations for drum mixture decomposition (2021) ELECTRONICS. 10(3).
- The KL-divergence between a graph model and its fair I-projection as a fairness regularizer (2021) arXiv.
- Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2020, Proceedings, Part III Frank Hutter, Kristian Kersting, Jefrey Lijffijt UGent and Isabel Valera (2021) In Lecture notes in computer science 12459.
- Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2020, Proceedings, Part II Frank Hutter, Kristian Kersting, Jefrey Lijffijt UGent and Isabel Valera (2021) In Lecture notes in computer science 12458.
- Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2020, Proceedings, Part I Frank Hutter, Kristian Kersting, Jefrey Lijffijt UGent and Isabel Valera (2021) In Lecture notes in computer science 12457.
- Conditional t-SNE : more informative t-SNE embeddings (2021) MACHINE LEARNING. 110(10). p.2905-2940
- 2020
- FACE : Feasible and Actionable Counterfactual Explanations (2020) PROCEEDINGS OF THE 3RD AAAI/ACM CONFERENCE ON AI, ETHICS, AND SOCIETY AIES 2020. p.344-350
- Mining explainable local and global subgraph patterns with surprising densities (2020) DATA MINING AND KNOWLEDGE DISCOVERY. 35(1). p.321-371
- Mining topological structure in graphs through forest representations (2020) JOURNAL OF MACHINE LEARNING RESEARCH. 21. p.1-68
- History of English as punctuated equilibria? A meta-analysis of the rate of linguistic change in Middle English (2020) JOURNAL OF HISTORICAL SOCIOLINGUISTICS. 6(2).
- FONDUE : framework for node disambiguation using network embeddings (2020) 2020 IEEE 7TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA 2020). In Proceedings of the International Conference on Data Science and Advanced Analytics p.158-167
- Adapted NMFD update procedure for removing double hits in drum mixture decompositions (2020) MML2020, 13th International Workshop on Machine Learning and Music at ECML PKDD 2020, Proceedings. p.10-14
- Block-approximated exponential random graphs (2020) 2020 IEEE 7TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA 2020). In Proceedings of the International Conference on Data Science and Advanced Analytics p.70-80
- Benchmarking network embedding models for link prediction : are we making progress? (2020) 2020 IEEE 7TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA 2020). In Proceedings of the International Conference on Data Science and Advanced Analytics p.138-147
- CSNE : conditional signed network embedding (2020) CIKM '20 : PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT. p.1105-1114
- CSNE : Conditional Signed Network Embedding (2020) arXiv.
- Network representation learning for link prediction : are we improving upon simple heuristics? (2020)
- DeBayes : a Bayesian method for debiasing network embeddings (2020) INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 119. In Proceedings of Machine Learning Research 119. p.1220-1229
- ALPINE : Active Link Prediction using Network Embedding (2020) arXiv.
- Interactive visual data exploration with subjective feedback : an information-theoretic approach (2020) DATA MINING AND KNOWLEDGE DISCOVERY. 34(1). p.21-49
- Gibbs sampling subjectively interesting tiles (2020) ADVANCES IN INTELLIGENT DATA ANALYSIS XVIII, IDA 2020. In Lecture Notes in Computer Science 12080. p.80-92
- Relaxing the strong triadic closure problem for edge strength inference (2020) DATA MINING AND KNOWLEDGE DISCOVERY. 34. p.611-651
- Explainable subgraphs with surprising densities : a subgroup discovery approach (2020) PROCEEDINGS OF THE 2020 SIAM INTERNATIONAL CONFERENCE ON DATA MINING (SDM). p.586-594
- SIAS-miner : mining subjectively interesting attributed subgraphs (2020) DATA MINING AND KNOWLEDGE DISCOVERY. 34. p.355-393
- A constrained randomization approach to interactive visual data exploration with subjective feedback (2020) IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. 32(9). p.1666-1679
- 2019
- The boundary coefficient : a vertex measure for visualizing and finding structure in weighted graphs (2019) 15th International Workshop on Mining and Learning with Graphs (MLG), Proceedings.
- Automating Data Science (Dagstuhl Seminar 18401) (2019) DAGSTUHL REPORTS. 8(9). p.154-181
- Learning subjectively interesting data representations (2019)
- Discovering interesting cycles in graphs (2019) MLG 2019 : 15th International Workshop on mining and learning graphs, Proceedings.
- Discovering interesting cycles in directed graphs (2019) PROCEEDINGS OF THE 28TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT (CIKM '19). p.1191-1200
- Semi-supervised learning in network-structured data via total variation minimization (2019) IEEE TRANSACTIONS ON SIGNAL PROCESSING. 67(24). p.6256-6269
- Contrastive antichains in hierarchies (2019) KDD'19: PROCEEDINGS OF THE 25TH ACM SIGKDD INTERNATIONAL CONFERENCCE ON KNOWLEDGE DISCOVERY AND DATA MINING. p.294-304
- EvalNE : a framework for Evaluating Network Embeddings on link prediction (2019) Proceedings of the 1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2019) co-located with SIAM International Conference on Data Mining (SDM 2019). In CEUR workshop proceedings 2436. p.5-13
- Opinion dynamics with backfire effect and biased assimilation (2019) MVG 2019, 15th International Workshop on Mining and Learning with Graphs, Proceedings.
- Explainable subgraphs with surprising densities : a subgroup discovery approach (2019) MVG 2019, 15th International Workshop on Mining and Learning with Graphs, Proceedings.
- A CycleGAN for style transfer between drum and bass subgenres (2019) ML4MD at ICML2019, Proceedings.
- The effect of (a)synchronous music on runners‘ lower leg impact loading (2019) MUSICAE SCIENTIAE. 23(3). p.332-347
- SIMIT : subjectively interesting motifs in time series (2019) ENTROPY. 21(6).
- Opinion dynamics with backfire effect and biased assimilation (2019)
- Conditional t-SNE : complementary t-SNE embeddings through factoring out prior information (2019)
- ExplaiNE : an approach for Explaining Network Embedding-based link predictions (2019) arXiv.
- EvalNE : a framework for evaluating network embeddings on link prediction (2019)
- Subjectively interesting connecting trees and forests (2019) DATA MINING AND KNOWLEDGE DISCOVERY. 33(4). p.1088-1124
- EvalNE : a framework for evaluating network embeddings on link prediction (2019) Proceedings of 19th FEA Research Symposium.
- Conditional network embeddings (2019) 7th International Conference on Learning Representations, ICLR 2019.
- Ordinal label proportions (2019) Machine Learning and Knowledge Discovery in Databases. In Machine Learning and Knowledge Discovery in Databases p.306-321
- Local topological data analysis to uncover the global structure of data approaching graph-structured topologies (2019) Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2018. In Lecture Notes in Computer Science 11052. p.19-36
- EvalNE : a framework for evaluating network embeddings on link prediction (2019) p.1-5
- Design and validation of an auditory biofeedback system for modification of running parameters (2019) JOURNAL ON MULTIMODAL USER INTERFACES. 13(3). p.167-180
- 2018
- When Is network lasso accurate? (2018) FRONTIERS IN APPLIED MATHEMATICS AND STATISTICS. 3. p.1-11
- From raw audio to a seamless mix : creating an automated DJ system for drum and bass (2018) EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING. p.1-21
- The normalized Friedkin-Johnsen model (a work-in-progress report) (2018)
- Mining subjectively interesting attributed subgraphs (2018) Proceedings of the 14th International Workshop on Mining and Learning with Graphs (MLG).
- Subjectively interesting motifs in time series (2018) ENTROPY. p.1-17
- Conditional network embeddings (2018) arXiv.
- CLIPPR: Maximally Informative CLIPped PRojections with Bounding Regions (2018) Proceedings of the IEEE VIS.
- Subjectively interesting subgroup discovery on real-valued targets (2018) 2018 IEEE 34TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE). In IEEE International Conference on Data Engineering p.1356-1359
- Interactive visual data exploration with subjective feedback : an information-theoretic approach (2018) 2018 IEEE 34TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE). p.1208-1211
- From acquaintance to best friend forever : robust and fine-grained inference of social-tie strengths (2018) 14th International Workshop on Mining and Learning with Graphs (KDD MLG 2018), Proceedings.
- A biofeedback music-sonification system for gait retraining (2018) Proceedings of the 5th international conference on movement and computing, MOCO 2018. p.28:1-28:5
- Quantifying and minimizing risk of conflict in social networks (2018) KDD'18: PROCEEDINGS OF THE 24TH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING. p.1197-1205
- SICA : subjectively interesting component analysis (2018) DATA MINING AND KNOWLEDGE DISCOVERY. 32(4). p.949-987
- 2017
- Recovery conditions and sampling strategies for network Lasso (2017) 2017 51st Asilomar Conference on Signals, Systems, and Computers.
- Subjectively Interesting Subgroup Discovery on Real-valued Targets (2017) arXiv.
- Interactive visual data exploration with subjective feedback : an information-theoretic approach (2017) arXiv.
- A simple model for recognizing core genres in the BNC (2017) Big and rich data in English corpus linguistics : methods and explorations. In Studies in Variation, Contacts and Change in English 19.
- Subjectively interesting connecting trees (2017) Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18--22, 2017, Proceedings, Part II. In Lecture Notes in Artificial Intelligence 10535(2). p.53-69
- Hierarchical novelty detection (2017) p.310-321
- Clipped projections for more informative visualizations [a work-in-progress report] (2017) Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics. p.48-55
- 2016
- Direct mining of subjectively interesting relational patterns (2016) 2016 IEEE 16TH INTERNATIONAL CONFERENCE ON DATA MINING (ICDM). In IEEE International Conference on Data Mining p.913-918
- SIDE : a web app for interactive visual data exploration with subjective feedback (2016) Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics. p.86-95
- Detecting trends in Twitter time series (2016) 2016 IEEE 26TH INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP). In IEEE International Workshop on Machine Learning for Signal Processing
- Subjective interestingness of subgraph patterns (2016) MACHINE LEARNING. 105(1). p.41-75
- Interactive visual data exploration with subjective feedback (2016) European Conference, ECML PKDD 2016, Riva del Garda, Italy, September 19-23, 2016, Proceedings, Part II, Lecture Notes in Computer Science. 9852. p.214-229
- A tool for subjective and interactive visual data exploration (2016) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 9853. p.3-7
- Subjectively interesting component analysis : data projections that contrast with prior expectations (2016) KDD'16 : PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING. p.1615-1624
- SuMoTED : an intuitive edit distance between rooted unordered uniquely-labelled trees (2016) PATTERN RECOGNITION LETTERS. 79. p.52-59
- Informative data projections : a framework and two examples (2016) Proceedings of the 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2016). p.635-640
- P-N-RMiner : a generic framework for mining interesting structured relational patterns (2016) INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS. 1(1). p.61-76
- Significance testing of word frequencies in corpora (2016) DIGITAL SCHOLARSHIP IN THE HUMANITIES. 31(2). p.374-397
- 2015
- CLUS : parallel subspace clustering algorithm on spark (2015) Communications in computer and information science. In New Trends in Databases and Information Systems 539. p.175-185
- Informative data projections : a framework and two examples (2015) ARXIV.
- Covering the egonet: a crowdsourcing approach to social circle discovery on Twitter (2015) Ninth International AAAI Conference on Web and Social Media.
- Size matters: choosing the most informative set of window lengths for mining patterns in event sequences (2015) DATA MINING AND KNOWLEDGE DISCOVERY. 29(6). p.1838-1864
- Creedo : scalable and repeatable extrinsic evaluation for pattern discovery systems by online user studies (2015) IDEA '15 Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics.
- P-N-RMiner : a generic framework for mining interesting structured relational patterns (2015) PROCEEDINGS OF THE 2015 IEEE INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (IEEE DSAA 2015). p.519-528
- Advances in intelligent data analysis XIV: proceedings of the 14th international symposium on on Intelligent Data Analysis (IDA) Elisa Fromont, Tijl De Bie UGent and Matthijs van Leeuwen (2015) 9385.
- Interactively exploring supply and demand in the UK independent music scene (2015) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 9286. p.289-292
- 2014
- Formalising the subjective interestingness of a linear projection of a data set : two examples (2014) Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics. p.47-51
- A statistical significance testing approach to mining the most informative set of patterns (2014) DATA MINING AND KNOWLEDGE DISCOVERY. 28(1). p.238-263
- Mining approximate multi-relational patterns (2014) International Conference on Data Science and Advanced Analytics, Proceedings.
- Interesting pattern mining in multi-relational data (2014) DATA MINING AND KNOWLEDGE DISCOVERY. 28(3). p.808-849
- Automatic chord estimation from audio: a review of the state of the art (2014) IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. 22(2). p.556-575
- 2013
- Subjectively interesting alternative clusterings (2013) MACHINE LEARNING. 98(1-2). p.31-56
- A fast and simple method for mining subsequences with surprising event counts (2013) LECTURE NOTES IN COMPUTER SCIENCE. 8188. p.385-400
- Computational methods for comparison and exploration of event sequences (2013) 205/2013.
- One click mining: interactive local pattern discovery through implicit preference and performance learning (2013) IDEA '13 Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics. p.27-35
- A theoretical framework for exploratory data mining: recent insights and challenges ahead (2013) LECTURE NOTES IN COMPUTER SCIENCE. 8190. p.612-616
- Maximum entropy models for iteratively identifying subjectively interesting structure in real-valued data (2013) LECTURE NOTES IN COMPUTER SCIENCE. 8189. p.256-271
- Research methods in the age of digital journalism (2013) DIGITAL JOURNALISM. 1(1). p.102-116
- Mining interesting patterns in multi-relational data with N-ary relationships (2013) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 8140. p.217-232
- Subjective interestingness in exploratory data mining (2013) Lecture Notes in Computer Science. In Lecture Notes in Computer Science 8207. p.19-31
- Understanding effects of subjectivity in measuring chord estimation accuracy (2013) IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. 21(12). p.2607-2615
- Guest editors' introduction: special section of selected papers from ECML-PKDD 2012 (2013) DATA MINING AND KNOWLEDGE DISCOVERY. 27(3). p.442-443
- Introduction: special issue of selected papers from ECML-PKDD 2012 (2013) MACHINE LEARNING. 92(1). p.1-3
- 2012
- Size matters: finding the most informative set of window lengths (2012) LECTURE NOTES IN COMPUTER SCIENCE. 7524. p.451-466
- CEECing the baseline: lexical stability and significant change in a historical corpus (2012) Studies in Variation, Contacts and Change in English. 10.
- Dispersions and adjusted frequencies in corpora (vol 13, pg 403, 2008) (2012) INTERNATIONAL JOURNAL OF CORPUS LINGUISTICS. 17(1). p.147-149
- Premodifying -ing participles in the parsed BNC (2012) Language and Computers. In Language and Computers 75. p.247-258
- An empirical comparison of label prediction algorithms on automatically inferred networks (2012) 1st International Conference on Pattern Recognition Applications and Methods, Proceedings. p.259-268
- Formalizing complex prior information to quantify subjective interestingness of frequent pattern sets (2012) Lecture Notes in Computer Science. 7619. p.161-171
- CCA and a multi-way extension for investigating common components between audio, lyrics and tags (2012) 9th international symposium on computational music modeling and retrieval, Proceedings. p.53-68
- Using hyper-genre training to explore genre information for automatic chord estimation (2012) 13th International Society for Music Information Retrieval Conference, Proceedings. p.109-114
- Learning to translate: a statistical and computational analysis (2012) ADVANCES IN ARTIFICIAL INTELLIGENCE.
- Machine learning and knowledge discovery in databases: ECML-PKDD Proceedings, Part II Peter Flach, Tijl De Bie UGent and Nello Cristianini (2012) 7524.
- Machine learning and knowledge discovery in databases: ECML-PKDD Proceedings, Part I Peter Flach, Tijl De Bie UGent and Nello Cristianini (2012) 7523.
- The NETCOVER algorithm for the reconstruction of causal networks (2012) NEUROCOMPUTING. 96. p.19-28
- Knowledge discovery interestingness measures based on unexpectedness (2012) WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY. 2(5). p.386-399
- An end-to-end machine learning system for harmonic analysis of music (2012) IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. 20(6). p.1771-1783
- 2011
- Analyzing word frequencies in large text corpora using inter-arrival times and bootstrapping (2011) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 6912. p.341-357
- An information theoretic framework for data mining (2011) 17th ACM SIGKDD international conference on Knowledge discovery and data mining, Proceedings. p.564-572
- Subjectively interesting alternative clusters (2011) 2nd MultiClust Workshop : Discovering, Summarizing and Using Multiple Clusterings, Proceedings. p.43-54
- NOAM: News Outlets Analysis and Monitoring System (2011) 2011 ACM SIGMOD International Conference on Management of Data, Proceedings. p.1275-1277
- Mining the correlation between lyrical and audio features and the emergence of mood (2011) 12th International Society for Music Information Retrieval Conference, Proceedings. p.783-788
- Leveraging noisy online databases for use in chord recognition (2011) 12th International Society for Music Information Retrieval Conference, Proceedings. p.639-644
- Maximum entropy modelling for assessing results on real-valued data (2011) 11th International Conference on Data Mining, Proceedings. p.350-359
- Interesting multi-relational patterns (2011) 11th International Conference on Data Mining, Proceedings. p.675-684
- Refining causality: who copied from whom? (2011) 17th ACM SIGKDD international conference on Knowledge discovery and data mining, Proceedings. p.466-474
- Reconstruction of causal networks by set covering (2011) Lecture Notes in Computer Science. In Lecture Notes in Computer Science 6594. p.196-205
- Celebrity watch: browsing news content by exploiting social intelligence (2011) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 6913. p.613-616
- Maximum entropy models and subjective interestingness: an application to tiles in binary databases (2011) DATA MINING AND KNOWLEDGE DISCOVERY. 23(3). p.407-446
- Using online chord databases to ehance chord recognition (2011) JOURNAL OF NEW MUSIC RESEARCH. 40(2). p.139-152
- 2010
- Tracking your steps on the track: body sensor recordings of a controlled walking experiment (2010) PETRA '10 Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments.
- Benchmarking dynamic time warping for music retrieval (2010) PETRA '10 Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments.
- Visually controllable data mining methods (2010) Data Mining Workshops (ICDMW), 2010 IEEE International Conference on. p.409-417
- The smallest set of constraints that explains the data: a randomization approach (2010) TKK reports in information and computer science.
- Finding surprising patterns in textual data streams (2010) 2nd International Workshop on Cognitive Information Processing, Proceedings. p.405-410
- Enhancing chord recognition accuracy using web resources (2010) 3rd International Workshop on Machine Learning and Music, Proceedings. p.41-44
- An information-theoretic approach to finding informative noisy tiles in binary databases (2010) SIAM International Conference on Data Mining, Proceedings. p.153-164
- Automating news content analysis: an application to gender bias and readability (2010) JMLR: Workshop and Conference Proceedings. 11. p.36-43
- A framework for mining interesting pattern sets (2010) ACM SIGKDD EXPLORATIONS NEWSLETTER. 12(2). p.92-100
- Detecting events in a million New York times articles (2010) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 6323. p.615-618
- Flu detector: tracking epidemics on Twitter (2010) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 6323. p.599-602
- The structure of the EU mediasphere (2010) PLOS ONE. 5(12).
- 2009
- Machine learning with labeled and unlabeled data (2009) Advances in Computational Intelligence and Learning.
- Found in translation (2009) Lecture Notes in Artificial Intelligence. In Lecture Notes in Artificial Intelligence 5782. p.746-749
- An intelligent agent that autonomously learns how to translate (2009) 2009 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT), VOL 2. p.12-19
- Inference and validation of networks (2009) MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PT I. In Lecture Notes in Artificial Intelligence 5781. p.344-358
- DISTILLER: a data integration framework to reveal condition dependency of complex regulons in Escherichia coli (2009) GENOME BIOLOGY. 10(3).
- The condition-dependent transcriptional network in Escherichia coli (2009) Annals of the New York Academy of Sciences. 1158. p.29-35
- ModuleDigger: an itemset mining framework for the detection of cis-regulatory modules (2009) BMC BIOINFORMATICS. 10(suppl. 1).
- 2008
- Integrating microarray and proteomics data to predict the response on cetuximab in patients with rectal cancer (2008) Pacific Symposium on Biocomputing, Proceedings. p.166-177
- Learning performance of a machine translation system: a statistical and computational Analysis (2008) Third Workshop on Statistical Machine Translation, Proceedings. p.35-43
- Magic moments for structured output prediction (2008) JOURNAL OF MACHINE LEARNING RESEARCH. 9. p.2803-2846
- 2007
- Deploying sdp for machine learning (2007) European Symposium on Artificial Neural Networks, Proceedings. p.205-210
- A metamorphosis of canonical correlation analysis into multivariate maximum margin learning (2007) European Symposium on Artificial Neural Networks, Proceedings. p.211-216
- Kernel clustering for knowledge discovery in clinical microarray data analysis (2007) Kernel methods in bioengineering, signal and image processing. p.64-92
- Discriminative sequence labeling by Z-score optimization (2007) LECTURE NOTES IN ARTIFICIAL INTELLIGENCE. In LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 4701. p.274-285
- Modeling sequence evolution with kernel methods (2007) COMPUTATIONAL OPTIMIZATION AND APPLICATIONS. 38(2). p.281-298
- Kernel-based data fusion for gene prioritization (2007) BIOINFORMATICS. 23(13). p.I125-I132
- MINI: mining informative non-redundant itemsets (2007) LECTURE NOTES IN ARTIFICIAL INTELLIGENCE. In LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 4702. p.438-445
- Learning to align: a statistical approach (2007) LECTURE NOTES IN COMPUTER SCIENCE. In LECTURE NOTES IN COMPUTER SCIENCE 4723. p.25-36
- 2006
- Semi-supervised learning using semi-definite programming (2006) Semi-supervised learning.
- Data mining, data fusion and information management (2006) INTELLIGENT TRANSPORT SYSTEMS. 153(3). p.221-229
- The evolution of Mammalian gene families (2006) PLOS ONE. 1(1).
- Fast SDP relaxations of graph cut clustering, transduction, and other combinatorial problems (2006) JOURNAL OF MACHINE LEARNING RESEARCH. 7. p.1409-1436
- CAFE: a computational tool for the study of gene family evolution (2006) BIOINFORMATICS. 22(10). p.1269-1271
- The minimum volume covering ellipsoid estimation in kernel-defined feature spaces (2006) LECTURE NOTES IN COMPUTER SCIENCE. 4212. p.630-637
- Inferring transcriptional modules from ChIP-chip, motif and microarray data (2006) GENOME BIOLOGY. 7(5).
- 2005
- Neural Networks (2005)
- Support Vector Machines (2005)
- Machine Learning (2005)
- Expert Systems (2005)
- Data mining in medicine (2005)
- Artificial Intelligence (2005) Encyclopaedic Dictionary of Medical Statistics.
- Eigenproblems in pattern recognition (2005) Handbook of geometric computing. p.129-167
- Semi-supervised learning based on kernel methods and graph cut algorithms (2005)
- Estimating the tempo and mode of gene family evolution from comparative genomic data (2005) GENOME RESEARCH. 15(8). p.1153-1160
- Discovering transcriptional modules from motif, chip-chip and microarray data (2005) Pacific symposium on biocomputing 2005. p.483-494
- 2004
- Convex methods for transduction (2004) ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS. In ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 16. p.73-80
- Kernel methods for exploratory pattern analysis: a demonstration on text data (2004) LECTURE NOTES IN COMPUTER SCIENCE. 3138. p.16-29
- Learning from general label constraints (2004) LECTURE NOTES IN COMPUTER SCIENCE. 3138. p.671-679
- A statistical framework for genomic data fusion (2004) BIOINFORMATICS. 20(16). p.2626-2635
- 2003
- On the regularization of canonical correlation analysis (2003) Fourth International Symposium on Independent Component Analysis and Blind Source Separation, Proceedings. p.785-790
- Efficiently learning the metric with side-information (2003) ALGORITHMIC LEARNING THEORY, PROCEEDINGS. 2842. p.175-189