Guenther Walther
Statistics and Probability · 2002–2016
A researcher in the Science corpus: 7 papers; trusts 51 researchers and is trusted by 68 researchers here, as inferred from the citation graph.
Subfields
- Statistics and Probability — 38 citations into it; #1,284 of 12,932 by trust here, #2,800 by citations
- Artificial Intelligence — 36 citations into it; #3,948 of 35,345 by trust here, #11,624 by citations
- Statistical Learning Theory — 24 citations into it; #497 of 1,038 by trust here, #662 by citations
- Computer Vision and Pattern Recognition — 10 citations into it
- Signal Processing — 8 citations into it
- Evaluation & Benchmarks — 7 citations into it
- Molecular Biology — 7 citations into it; #1,230 of 17,773 by trust here, #10,506 by citations
- Information Systems — 6 citations into it
Whom Guenther Walther trusts overall
Their strongest outbound trust, strongest first, inferred from their citations.
- Robert Tibshirani
- Nicolai Meinshausen
- Leo Breiman
- Geoffrey J. McLachlan
- Chris Fraley
- Roger W. Koenker
- W. Street
- Andy Liaw
- Gérard Biau
- Vladimir Naumovich Vapnik
Who trusts Guenther Walther overall
- Richard J. Samworth
- Adrien Saumard
- Yining Chen
- Ilias Diakonikolas
- Jon A. Wellner
- David R. Hunter
- Madeleine Cule
- Susan Athey
- Stefan Wager
- M. Reibel
Papers from Guenther Walther's perspective
Ordered by how strongly the researchers Guenther Walther trusts endorse each paper. Same corpus, a different order for every researcher.
- Regression Shrinkage and Selection via the Lasso
- Bagging Predictors
- The Elements of Statistical Learning
- Random Forests
- ImageNet classification with deep convolutional neural networks
- Greedy function approximation: A gradient boosting machine.
- Gradient-based learning applied to document recognition
- Adam: A Method for Stochastic Optimization (International Conference on Learning Representations)
- The Nature of Statistical Learning Theory
- Estimating the Dimension of a Model
Their papers
- Uniform Convergence of Random Forests via Adaptive Concentration (2015) — 24 citations
- Cluster Validation by Prediction Strength (2005) — 651 citations
- Detecting the Presence of Mixing with Multiscale Maximum Likelihood (2002) — 83 citations
- Forward stagewise regression and the monotone lasso (2007) — 133 citations
- Inference and Modeling with Log-concave Distributions (2009) — 118 citations
- Earth Mover’s Distance (EMD): A True Metric for Comparing Biomarker Expression Levels in Cell Populations (2016) — 118 citations
- Adaptive Concentration of Regression Trees, with Application to Random Forests (2015) — 149 citations