Guido Montúfar
Guido Montúfar publishes mostly in Artificial Intelligence, Statistical and Nonlinear Physics and Computational Theory and Mathematics, on topics such as Stochastic Gradient Optimization Techniques, Machine Learning and ELM and Generative Adversarial Networks and Image Synthesis.
- World rank
- #400,562 of 1,633,909 ranked researchers
- Rank in Germany
- #23,915 of 86,443
- Works
- 44
- Citations
- 195
- Citations per work
- 4.4
What does Guido Montúfar research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence47% of their works
- 2Statistical and Nonlinear Physics12% of their works
- 3Computational Theory and Mathematics9% of their works
- 4Computer Vision and Pattern Recognition7% of their works
- 5Applied Mathematics5% of their works
- 6Computer Networks and Communications3% of their works
Research topics
Which keywords describe Guido Montúfar's research?
The keywords of their largest research topics: Deep Learning, Neural Networks, Machine Learning, Extreme Learning Machine, Feedforward Networks, Generative Adversarial Networks, Image Synthesis and Model Reduction.
- Reinforcement Learning
- Self-Organizing Maps
- Backpropagation Learning
- Active Learning
- Random Projections
- Model Reduction
- Generative Adversarial Networks
- Extreme Learning Machine
- Neural Networks
- Deep Learning
- Machine Learning
- Feedforward Networks
- Image Synthesis
- Partial Differential Equations
- Stochastic Gradient Descent
- Adversarial Examples
- Robustness
- Semi-Supervised Learning
- Robotics
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 19 words, with their numbers
- Deep Learning237 topics
- Neural Networks206 topics
- Machine Learning103 topics
- Extreme Learning Machine41 topic
- Feedforward Networks41 topic
- Generative Adversarial Networks41 topic
- Image Synthesis41 topic
- Model Reduction41 topic
- Partial Differential Equations41 topic
- Random Projections41 topic
- Stochastic Gradient Descent41 topic
- Active Learning31 topic
- Adversarial Examples31 topic
- Backpropagation Learning31 topic
- Robustness31 topic
- Self-Organizing Maps31 topic
- Semi-Supervised Learning31 topic
- Reinforcement Learning21 topic
- Robotics21 topic
Where does Guido Montúfar work?
Guido Montúfar's main affiliation in the publication record is Max Planck Institute for Mathematics in the Sciences, Germany.
How many publications and citations does Guido Montúfar have?
Science Explorer counts 44 works and 195 citations for Guido Montúfar, ranking #400,562 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.