Research Explorer

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Project

Exploring Data: Theoretical Foundations and Applications to Web, Multimedia, and Omics Data

Outputs and Outcomes

Publications

Incorporating topological priors into low-dimensional visualizations through topological regularization

Edith HeiterRobin VandaeleTijl De BieYvan SaeysJefrey Lijffijt

A1 Journal Article in IEEE ACCESS

Pattern or artifact? Interactively exploring embedding quality with TRACE

Edith HeiterLiesbet MartensRuth SeurinckMartin GuilliamsTijl De BieYvan SaeysJefrey Lijffijt

Exploring the performance of continuous-time dynamic link prediction algorithms

Raphaël RomeroMaarten BuylTijl De BieJefrey Lijffijt

A1 Journal Article in APPLIED SCIENCES-BASEL

FAIRRET : a framework for differentiable fairness regularization terms

Maarten BuylMarybeth DefranceTijl De Bie

KamerRaad : enhancing information retrieval in Belgian national politics through hierarchical summarization and conversational interfaces

Alexander RogiersMaarten BuylBo KangTijl De Bie

A challenge-based survey of e-recruitment recommendation systems

Yoosof MashayekhiNan LiBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in ACM COMPUTING SURVEYS

Scalable job recommendation with lower congestion using optimal transport

Yoosof MashayekhiBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in IEEE ACCESS

FEIR : quantifying and reducing envy and inferiority for fair recommendation of limited resources

Nan LiBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY

Inherent limitations of AI fairness

Maarten BuylTijl De Bie

A1 Journal Article in COMMUNICATIONS OF THE ACM

GREASE : graph imbalance reduction by adding sets of edges

Yoosof MashayekhiBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Topological data analysis of thoracic radiographic images shows improved radiomics-based lung tumor histology prediction

Robin VandaelePritam MukherjeeHeather Marie SelbyRajesh Pravin ShahOlivier Gevaert

A2 Journal Article in PATTERNS

Fairness regularization in machine learning : methods and limitations

Maarten BuylTijl De BieJefrey Lijffijt

Gaussian embedding of temporal networks

Raphaël RomeroJefrey LijffijtRiccardo RastelliMarco CorneliTijl De Bie

A1 Journal Article in IEEE ACCESS

FEIR : quantifying and reducing envy and inferiority for fair recommendation of limited resources

Nan LiBo KangJefrey LijffijtTijl De Bie

Topologically regularized data embeddings

Edith HeiterRobin VandaeleTijl De BieYvan SaeysJefrey Lijffijt

34th Joint Benelux Conference, BNAIC/Benelearn 2022, Revised selected papers

RankFormer : listwise learning-to-rank using listwide labels

Maarten BuylPaul MissaultPierre-Antoine Sondag

ReCon : reducing congestion in job recommendation using optimal transport

Yoosof MashayekhiBo KangJefrey LijffijtTijl De Bie

An efficient graph-based peer selection method for financial statements

Sander NoelsSimon De RidderSebastien ViaeneTijl De Bie

A2 Journal Article in INTELLIGENT SYSTEMS IN ACCOUNTING FINANCE & MANAGEMENT

Maximal fairness

Marybeth DefranceTijl De Bie

An empirical evaluation of network representation learning methods

Alexandru-Cristian MaraJefrey LijffijtTijl De Bie

A1 Journal Article in BIG DATA

Optimal transport of classifiers to fairness

Maarten BuylTijl De Bie

A challenge-based survey of e-recruitment recommendation systems

Yoosof MashayekhiNan LiBo KangJefrey LijffijtTijl De Bie

Tackling algorithmic disability discrimination in the hiring process : an ethical, legal and technical analysis

Maarten BuylChristina CociancigCristina FrattoneNele Roekens

The curse revisited : when are distances informative for the ground truth in noisy high-dimensional data?

Robin VandaeleBo KangTijl De BieYvan Saeys

Evaluating representation learning and graph layout methods for visualization

Edith HeiterBo KangTijl De BieJefrey Lijffijt

A1 Journal Article in IEEE COMPUTER GRAPHICS AND APPLICATIONS

Automating data science

Tijl De BieLuc De RaedtJosé Hernández-OralloHolger H. HoosPadhraic SmythChristopher K. I. Williams

A1 Journal Article in COMMUNICATIONS OF THE ACM

EvalNE : a framework for network embedding evaluation

Alexandru-Cristian MaraJefrey LijffijtTijl De Bie

A1 Journal Article in SOFTWAREX