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Researcher · University of Ottawa · Canada

Nathalie Japkowicz

Nathalie Japkowicz publishes mostly in Artificial Intelligence, Molecular Biology and Information Systems, on topics such as Imbalanced Data Classification Techniques, Anomaly Detection Techniques and Applications and Machine Learning and Data Classification.

World rank
#117,439
of 1,633,909 ranked researchers
Rank in Canada
#3,992
of 38,960
Works
58
Citations
332
Citations per work
5.7

What does Nathalie Japkowicz research?

Artificial Intelligence: 57.8%Molecular Biology: 7.8%Information Systems: 4.7%Signal Processing: 4.7%other fields: 25.0%58%top field
Artificial Intelligence57.8%Molecular Biology7.8%Information Systems4.7%Signal Processing4.7%other fields25.0%

Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.

  1. 1Artificial Intelligence58% of their works
  2. 2Molecular Biology8% of their works
  3. 3Information Systems5% of their works
  4. 4Signal Processing5% of their works
  5. 5Computer Vision and Pattern Recognition5% of their works
  6. 6Electrical and Electronic Engineering3% of their works

Research topics

Which keywords describe Nathalie Japkowicz's research?

The keywords of their largest research topics: Deep Learning, Classification, Neural Networks, Ensemble Methods, Anomaly Detection, Imbalanced Data, SMOTE and Machine Learning.

Size is their works in the topics tagged with each word, from their 8 largest topics. Each links to the topic it comes from most.

All 22 words, with their numbers
  1. Deep Learning185 topics
  2. Classification132 topics
  3. Neural Networks123 topics
  4. Ensemble Methods112 topics
  5. Anomaly Detection102 topics
  6. Imbalanced Data91 topic
  7. SMOTE91 topic
  8. Machine Learning83 topics
  9. Outlier Detection81 topic
  10. Unsupervised81 topic
  11. Active Learning41 topic
  12. Hyperparameter Optimization41 topic
  13. Noisy Labels41 topic
  14. Semi-Supervised Learning41 topic
  15. Adversarial Examples21 topic
  16. Backpropagation Learning21 topic
  17. Dimensionality Reduction21 topic
  18. Electricity Theft21 topic
  19. Face Recognition21 topic
  20. Robustness21 topic
  21. Self-Organizing Maps21 topic
  22. Smart Grids21 topic

Where does Nathalie Japkowicz work?

Nathalie Japkowicz's main affiliation in the publication record is University of Ottawa, Canada.

How many publications and citations does Nathalie Japkowicz have?

Science Explorer counts 58 works and 332 citations for Nathalie Japkowicz, ranking #117,439 of 1,633,909 researchers worldwide on the composite score.

Ranked on field-normalised excellence (50%), output (30%) and citations (20%). Counts come from OpenAlex author records, which occasionally merge different people who share a name or split one person into several.

Papers, co-authors, who cited this work and researchers on the nearest topics are in the interactive view on the map. Is this your page? Request a correction or removal.