Andrew McCallum
Andrew McCallum publishes mostly in Artificial Intelligence, Molecular Biology and Management Science and Operations Research, on topics such as Topic Modeling, Natural Language Processing Techniques and Bayesian Modeling and Causal Inference.
- World rank
- #895 of 1,633,909 ranked researchers
- Rank in United States
- #374 of 358,040
- Works
- 98
- Citations
- 4.5k
- Citations per work
- 45.9
What does Andrew McCallum research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence82% of their works
- 2Molecular Biology4% of their works
- 3Management Science and Operations Research4% of their works
- 4Computer Vision and Pattern Recognition3% of their works
- 5Information Systems2% of their works
- 6Signal Processing2% of their works
Research topics
Which keywords describe Andrew McCallum's research?
The keywords of their largest research topics: Neural Networks, Word Representation, Neural Machine Translation, Statistical Machine Translation, Semi-Supervised Learning, Data Integration, Semantic Web and Meta-Learning.
- Transfer Learning
- Noisy Labels
- Hyperparameter Optimization
- Text Mining
- Machine Learning
- Causal Inference
- Meta-Learning
- Data Integration
- Statistical Machine Translation
- Word Representation
- Neural Networks
- Neural Machine Translation
- Semi-Supervised Learning
- Semantic Web
- Bayesian Networks
- Active Learning
- Biomedical Ontologies
- Domain Adaptation
- Linked Data
- Ontology
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 20 words, with their numbers
- Neural Networks301 topic
- Word Representation301 topic
- Neural Machine Translation251 topic
- Statistical Machine Translation251 topic
- Semi-Supervised Learning122 topics
- Data Integration112 topics
- Semantic Web112 topics
- Meta-Learning102 topics
- Bayesian Networks91 topic
- Causal Inference91 topic
- Active Learning71 topic
- Machine Learning71 topic
- Biomedical Ontologies61 topic
- Text Mining61 topic
- Domain Adaptation51 topic
- Hyperparameter Optimization51 topic
- Linked Data51 topic
- Noisy Labels51 topic
- Ontology51 topic
- Transfer Learning51 topic
Where does Andrew McCallum work?
Andrew McCallum's main affiliation in the publication record is University of Massachusetts Amherst, United States.
How many publications and citations does Andrew McCallum have?
Science Explorer counts 98 works and 4,501 citations for Andrew McCallum, ranking #895 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.
Other researchers named Andrew McCallum
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.