Alexei Pozdnoukhov
Dr. Alexei Pozdnoukhov
University of California, Berkeley
United States of America
E-mail:
alexeip(at)berkeley.edu
Key Publications of Alexei Pozdnoukhov (up to ten) :
Kanevski M., Timonin V., and Pozdnoukhov A. Machine Learning Algorithms for Environmental Spatial Data. Theory and Case Studies. EPFL Press, Lausanne, Switzerland, To be printed in winter 2008. 320pp.
Advanced Mapping of Environmental Data. Geostatistics, Machine Learning and Bayesian Maximum Entropy. Edited by M. Kanevski. ISBN: 9781847040268, ISTE Press, UK. To be printed in 2008. 352 pp.
A. Pozdnoukhov, R.S. Purves, M. Kanevski. Applying Machine Learning Methods to Avalanche Forecasting. Submitted to Annals of Glaciology, 8 pp., 2007.
A. Pozdnoukhov, M. Kanevski. Multi-Scale Support vector Regression for hot spot detection and modeling. In Stochastic Environmental Research and Risk Assessment, DOI 10.1007/s00477-007-0162-x, 14 pp., 2007.
Expertise of Alexei Pozdnoukhov:
Expertise Category | Specific Expertise |
---|
Expert Type | Scientific / Fundamental Research |
| Applied Sciences / Technologies / Engineering |
Topic Atmosphere | Meteorology |
| Air Pollution |
Topic Hydrosphere | Precipitation / Runoff |
Topic Risk & Disaster Management | Risk Assessment / Forecasting |
Spatial Zones | Mountain / Highland |
| Lowland |
| Urban |
Spatial Scale | Regional |
| National / Cultural |
Statistical Focus | Statistical Focus |
| Extreme Events |
| Mean Change / Trends |
| Variability |
Methods | Method |
| Data Analysis |
| Modeling |
| Applied Research / Technology |
GeoForum Geo-Technology | Geoinformatics |
| Geotechnics, Geomatics, Geophysics |
Mountain Research Initiative | MRI Research area |
| Integrated model-based studies of environmental change in diff. mountain regions |
Specialties of Alexei Pozdnoukhov:
Machine Learning, Geostatistics, Data Mining
Last update: 7/24/20
Source of data: ProClim- Research InfoSystem (1993-2024)
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