Discovery Science 2020

Articles (18 in this collection)

1. Early anomaly detection in time series: a hierarchical approach for predicting critical health episodes

   Authors

   • Vitor Cerqueira
   • Luis Torgo
   • Carlos Soares

   • Content type: OriginalPaper
   • Published: 27 February 2023

   • Pages: 4409 - 4430

   

2. Imbalanced regression using regressor-classifier ensembles

   Authors (first, second and last of 4)

   • Oghenejokpeme I. Orhobor
   • Nastasiya F. Grinberg
   • Ross D. King

   • Content type: OriginalPaper
   • Open Access
   • Published: 27 June 2022

   • Pages: 1365 - 1387

   

3. Feature ranking for semi-supervised learning

   Authors

   • Matej Petković
   • Sašo Džeroski
   • Dragi Kocev

   • Content type: OriginalPaper
   • Open Access
   • Published: 22 June 2022

   • Pages: 4379 - 4408

   

4. STUDD: a student–teacher method for unsupervised concept drift detection

   Authors (first, second and last of 4)

   • Vitor Cerqueira
   • Heitor Murilo Gomes
   • Luis Torgo

   • Content type: OriginalPaper
   • Published: 21 June 2022

   • Pages: 4351 - 4378

   

5. \({{\mathrm {Latent}}Out}\): an unsupervised deep anomaly detection approach exploiting latent space distribution

   Authors

   • Fabrizio Angiulli
   • Fabio Fassetti
   • Luca Ferragina

   • Content type: OriginalPaper
   • Open Access
   • Published: 24 May 2022

   • Pages: 4323 - 4349

   

6. Explaining short text classification with diverse synthetic exemplars and counter-exemplars

   Authors (first, second and last of 4)

   • Orestis Lampridis
   • Laura State
   • Salvatore Ruggieri

   • Content type: OriginalPaper
   • Open Access
   • Published: 11 May 2022

   • Pages: 4289 - 4322

   

7. Learning biologically-interpretable latent representations for gene expression data

   Authors (first, second and last of 5)

   • Ioulia Karagiannaki
   • Krystallia Gourlia
   • Ioannis Tsamardinos

   • Content type: OriginalPaper
   • Open Access
   • Published: 29 April 2022

   • Pages: 4257 - 4287

   

8. Algorithm selection on a meta level

   Authors (first, second and last of 5)

   • Alexander Tornede
   • Lukas Gehring
   • Eyke Hüllermeier

   • Content type: OriginalPaper
   • Open Access
   • Published: 18 April 2022

   • Pages: 1253 - 1286

   

9. Heterogeneous graph embedding with single-level aggregation and infomax encoding

   Authors (first, second and last of 4)

   • Nuttapong Chairatanakul
   • Xin Liu
   • Tsuyoshi Murata

   • Content type: OriginalPaper
   • Open Access
   • Published: 05 April 2022

   • Pages: 4227 - 4256

   

10. Data-aware process discovery for malware detection: an empirical study

    Authors

    • Mario Luca Bernardi
    • Marta Cimitile
    • Fabrizio Maria Maggi

    • Content type: OriginalPaper
    • Published: 31 March 2022

    • Pages: 1171 - 1199

    

11. Causal discovery with a mixture of DAGs

    Authors

    • Eric V. Strobl

    • Content type: OriginalPaper
    • Published: 30 March 2022

    • Pages: 4201 - 4225

    

12. A deep learning approach using natural language processing and time-series forecasting towards enhanced food safety

    Authors

    • Georgios Makridis
    • Philip Mavrepis
    • Dimosthenis Kyriazis

    • Content type: OriginalPaper
    • Published: 30 March 2022

    • Pages: 1287 - 1313

    

13. Explaining classifiers by constructing familiar concepts

    Authors

    • Johannes Schneider
    • Michalis Vlachos

    • Content type: OriginalPaper
    • Open Access
    • Published: 25 March 2022

    • Pages: 4167 - 4200

    

14. Tree-based dynamic classifier chains

    Authors (first, second and last of 4)

    • Eneldo Loza Mencía
    • Moritz Kulessa
    • Johannes Fürnkranz

    • Content type: OriginalPaper
    • Open Access
    • Published: 25 March 2022

    • Pages: 4129 - 4165

    

15. Surrogate models of radiative transfer codes for atmospheric trace gas retrievals from satellite observations

    Authors (first, second and last of 5)

    • Jure Brence
    • Jovan Tanevski
    • Sašo Džeroski

    • Content type: OriginalPaper
    • Open Access
    • Published: 22 March 2022

    • Pages: 1337 - 1363

    

16. A comparison of proximity-based methods for detecting temporal anomalies in business processes

    Authors

    • Ioannis Mavroudopoulos
    • Anastasios Gounaris

    • Content type: OriginalPaper
    • Published: 21 March 2022

    • Pages: 4101 - 4128

    

17. Bimodal variational autoencoder for audiovisual speech recognition

    Authors

    • Hadeer M. Sayed
    • Hesham E. ElDeeb
    • Shereen A. Taie

    • Content type: OriginalPaper
    • Published: 24 November 2021

    • Pages: 1201 - 1226

    

18. SAED: self-attentive energy disaggregation

    Authors

    • Nikolaos Virtsionis-Gkalinikis
    • Christoforos Nalmpantis
    • Dimitris Vrakas

    • Content type: OriginalPaper
    • Published: 24 November 2021

    • Pages: 4081 - 4100