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 CategorySpecific Expertise
Expert TypeScientific / Fundamental Research
Applied Sciences / Technologies / Engineering
Topic AtmosphereMeteorology
Air Pollution
Topic HydrospherePrecipitation / Runoff
Topic Risk & Disaster ManagementRisk Assessment / Forecasting
Spatial ZonesMountain / Highland
Lowland
Urban
Spatial ScaleRegional
National / Cultural
Statistical FocusStatistical Focus
Extreme Events
Mean Change / Trends
Variability
MethodsMethod
Data Analysis
Modeling
Applied Research / Technology
GeoForum Geo-TechnologyGeoinformatics
Geotechnics, Geomatics, Geophysics
Mountain Research InitiativeMRI 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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