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?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence58% of their works
- 2Molecular Biology8% of their works
- 3Information Systems5% of their works
- 4Signal Processing5% of their works
- 5Computer Vision and Pattern Recognition5% of their works
- 6Electrical and Electronic Engineering3% of their works
Research topics
- Imbalanced Data Classification Techniques
- Anomaly Detection Techniques and Applications
- Machine Learning and Data Classification
- Machine Learning and Algorithms
- Neural Networks and Applications
- Adversarial Robustness in Machine Learning
- Face and Expression Recognition
- Electricity Theft Detection Techniques
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.
- Smart Grids
- Robustness
- Electricity Theft
- Backpropagation Learning
- Semi-Supervised Learning
- Hyperparameter Optimization
- Unsupervised
- Machine Learning
- Imbalanced Data
- Ensemble Methods
- Classification
- Deep Learning
- Neural Networks
- Anomaly Detection
- SMOTE
- Outlier Detection
- Active Learning
- Noisy Labels
- Adversarial Examples
- Dimensionality Reduction
- Face Recognition
- Self-Organizing Maps
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
- Deep Learning185 topics
- Classification132 topics
- Neural Networks123 topics
- Ensemble Methods112 topics
- Anomaly Detection102 topics
- Imbalanced Data91 topic
- SMOTE91 topic
- Machine Learning83 topics
- Outlier Detection81 topic
- Unsupervised81 topic
- Active Learning41 topic
- Hyperparameter Optimization41 topic
- Noisy Labels41 topic
- Semi-Supervised Learning41 topic
- Adversarial Examples21 topic
- Backpropagation Learning21 topic
- Dimensionality Reduction21 topic
- Electricity Theft21 topic
- Face Recognition21 topic
- Robustness21 topic
- Self-Organizing Maps21 topic
- 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.
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