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Journal of the American Statistical Association, ISSN 0162-1459, 10/2015, Volume 110, Issue 512, pp. 1770 - 1784
In this article, we introduce a new type of tree-based method, reinforcement learning trees (RLT), which exhibits significantly improved performance over... 
Trees | Error bound | Random forests | Consistency | Reinforcement learning | LASSO | CLASSIFICATION | STATISTICS & PROBABILITY | MODEL | SELECTION | RANDOMIZED TREES | Variables | Sample size | Decision trees | Reinforcement Learning | Random Forests | Error Bound
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Journal Article
The Annals of Applied Probability, ISSN 1050-5164, 8/2013, Volume 23, Issue 4, pp. 1469 - 1493
Consider the edge-deletion process in which the edges of some finite tree T are removed one after the other in the uniform random order. Roughly speaking, the... 
Trees | Integers | Leaves | Plant roots | Skeleton | Random variables | Topology | Vertices | Reproductive law | Uniform laws | Galton-watson tree | Cut-tree | Brownian continuum random tree | Galton-Watson tree | COALESCENT | cut-tree | STATISTICS & PROBABILITY | Randomized algorithms | Theorems | Genealogy | Stochastic models | Mathematics - Probability | 60F05 | 60J80 | Galton–Watson tree
Journal Article
Statistics in Medicine, ISSN 0277-6715, 09/2019, Volume 38, Issue 21, pp. 3974 - 3984
We consider the problem of identifying subgroups of participants in a clinical trial that have enhanced treatment effect. Recursive partitioning methods that... 
model standardization | randomized controlled trials | classification and regression trees | MEDICINE, RESEARCH & EXPERIMENTAL | TRIALS | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | MEDICAL INFORMATICS | MATHEMATICAL & COMPUTATIONAL BIOLOGY | STATISTICS & PROBABILITY | EFFICIENCY | Clinical trials | Index Medicus
Journal Article
Ergodic Theory and Dynamical Systems, ISSN 0143-3857, 09/2015, Volume 35, Issue 2, pp. 359 - 373
We consider unimodular random rooted trees (URTs) and invariant forests in Cayley graphs. We show that URTs of bounded degree are the same as the law of the... 
MATHEMATICS | MATHEMATICS, APPLIED | HYPERBOLIC PLANE | PERCOLATION | GRAPHS | Graphs | Randomized algorithms | Trees | Forests | Mathematical analysis | Percolation | Boundaries | Dynamical systems | Invariants | Convergence | Mathematics - Probability
Journal Article
The International Journal of Robotics Research, ISSN 0278-3649, 07/2010, Volume 29, Issue 8, pp. 1038 - 1052
Advances in the direct computation of Lyapunov functions using convex optimization make it possible to efficiently evaluate regions of attraction for smooth... 
Lyapunov verification | randomized motion planning | trajectory libraries | ROBOTICS | LYAPUNOV FUNCTIONS | NONLINEAR DYNAMICAL-SYSTEMS | CONVEX-OPTIMIZATION | Liapunov functions | Analysis | Algorithms | Vision systems | Feedback control systems | Robotics | Optimization | Nonlinear dynamics | Construction | Feedback | Control systems | Nonlinearity | Control theory | Dynamical systems
Journal Article
Pattern Recognition, ISSN 0031-3203, 10/2018, Volume 82, pp. 105 - 117
Gliomas are the most common and aggressive primary brain tumours, with a short-life expectancy in their highest grade. Magnetic Resonance Imaging is the most... 
Extremely randomized trees | Image segmentation | Brain tumour | Magnetic resonance imaging | Hierarchy of classifiers | Machine learning | FORESTS | VARIANTS | CLASSIFICATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Gliomas | Brain tumors
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 05/2018, Volume 30, Issue 5, pp. 936 - 949
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2018, Volume 10939, pp. 478 - 489
Conference Proceeding
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