Browsing by MSC "62"
Now showing items 21-40 of 72
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2324 - Machine Learning for Science: Mathematics at the Interface of Data-driven and Mechanistic Modelling
[OWR-2023-26] (2023) - (11 Jun - 16 Jun 2023)Rapid progress in machine learning is enabling scientific advances across a range of disciplines. However, the utility of machine learning for science remains constrained by its current inability to translate insights from ... -
1249 - Mathematical and Algorithmic Aspects of Atmosphere-Ocean Data Assimilation
[OWR-2012-58] (2012) - (02 Dec - 08 Dec 2012)The nomenclature “data assimilation” arises from applications in the geosciences where complex mathematical models are interfaced with observational data in order to improve model forecasts. Mathematically, data assimilation ... -
2112 - Mathematical Foundations of Machine Learning (hybrid meeting)
[OWR-2021-15] (2021) - (21 Mar - 27 Mar 2021)Machine learning has achieved remarkable successes in various applications, but there is wide agreement that a mathematical theory for deep learning is missing. Recently, some first mathematical results have been derived ... -
1317a - Mathematical Statistics of Partially Identified Objects
[OWR-2013-19] (2013) - (21 Apr - 27 Apr 2013)The workshop brought together leading experts in mathematical statistics, theoretical econometrics and bio-mathematics interested in mathematical objects occurring in the analysis of partially identified structures. The ... -
1032 - Mathematical Theory and Modelling in Atmosphere-Ocean-Science
[OWR-2010-34] (2010) - (08 Aug - 14 Aug 2010)Participants from around the world gathered to review application and development of mathematics in relation to problems in the atmospheric, oceanic and climate sciences. -
1825b - Matrix Estimation Meets Statistical Network Analysis: Extracting low-dimensional structures in high dimension
[OWR-2018-29] (2018) - (17 Jun - 23 Jun 2018)The study of complex relationships among the elements of a large collection of random variables lead to the development of a number of areas in probability and statistics such as probabilistic network analysis or random ... -
Max-Linear Models on Infinite Graphs Generated by Bernoulli Bond Percolation
[OWP-2018-09] (Mathematisches Forschungsinstitut Oberwolfach, 2018-05-17)We extend previous work of max-linear models on finite directed acyclic graphs to infinite graphs, and investigate their relations to classical percolation theory. We formulate results for the oriented square lattice graph ... -
Metric Algebraic Geometry
(Birkhäuser Cham, 2024-02-27)Metric algebraic geometry combines concepts from algebraic geometry and differential geometry. Building on classical foundations, it offers practical tools for the 21st century. Many applied problems center around metric ... -
2212a - MFO-RIMS Tandem Workshop: Nonlocality in Analysis, Probability and Statistics
[OWR-2022-15] (2022) - (20 Mar - 26 Mar 2022)The central theme of the workshop were nonlocal operators which appear in various branches of mathematics (PDEs, fractional calculus, stochastic processes, statistics). Although the basic concepts are similar, both language ... -
1440a - Mini-Workshop: Asymptotic Statistics on Stratified Spaces
[OWR-2014-44] (2014) - (28 Sep - 04 Oct 2014)Statistical analysis of non-Euclidean data such as data on manifolds is an active and established topic of research, for instance, in the statistical analysis of shape. However, many types of data naturally reside in metric ... -
1248b - Mini-Workshop: Frontiers in Quantile Regression
[OWR-2012-56] (2012) - (25 Nov - 01 Dec 2012)Quantiles play an essential role in modern statistics, as emphasized by the fundamental work of Parzen (1978) and Tukey (1977). Quantile regression was introduced by Koenker and Bassett (1978) as a complement to least ... -
1109c - Mini-Workshop: Level Sets and Depth Contours in High Dimensional Data
[OWR-2011-13] (2011) - (27 Feb - 05 Mar 2011)Extraction of information about the distribution underlying a high-dimensional data set is a formidable, complex problem dominating modern nonparametric statistics. Two general strategies are (i) to extract merely qualitative ... -
0707b - Mini-Workshop: Levy Processes and Related Topics in Modelling
[OWR-2007-7] (2007) - (11 Feb - 17 Feb 2007)The focus of the meeting was on recent ongoing research and new ideas in the area of infinite divisibility and Lévy processes, with particular view to realistic modelling. As regards more applied aspects, work in mathematical ... -
2240c - Mini-Workshop: Mathematical Foundations of Robust and Generalizable Learning
[OWR-2022-46] (2022) - (02 Oct - 08 Oct 2022)Machine learning has become an highly active field of research, but its mathematical underpinnings are still hardly understood. This workshop identified key challenges, and it discussed potential solutions. Bringing ... -
1134c - Mini-Workshop: Mathematics of Machine Learning
[OWR-2011-42] (2011) - (21 Aug - 27 Aug 2011)This is a report for a mini-workshop on the mathematical theory of learning. The purpose of the workshop was to bring together internationally recognized experts and young researchers to discuss new approaches, trends, and ... -
0518a - Mini-Workshop: Numerical Upscaling: Theory and Applications
[OWR-2005-20] (2005) - (01 May - 07 May 2005)Numerical upscaling is often the only way in which various multiscale problems can be handled. Numerics related to solving auxiliary problems appearing in asymptotic homogenization, as well as numerical treatment of ... -
1546b - Mini-Workshop: Recent Developments in Statistical Methods with Applications to Genetics and Genomics
[OWR-2015-52] (2015) - (08 Nov - 14 Nov 2015)Recent progress in high-throughput genomic technologies has revolutionized the field of human genetics and promises to lead to important scientific advances. With new improvements in massively parallel biotechnologies, it ... -
1003c - Mini-Workshop: Semiparametric Modelling of Multivariate Economic Time Series With Changing Dynamics
[OWR-2010-5] (2010) - (17 Jan - 23 Jan 2010)Modelling multivariate time series of possibly high dimension calls for appropriate dimension-reduction, e.g. by some factor modelling, additive modelling, or some simplified parametric structure for the dynamics (i.e. the ... -
0648a - Mini-Workshop: Statistical Methods for Inverse Problems
[OWR-2006-51] (2006) - (26 Nov - 02 Dec 2006)Inverse problems appear naturally in a broad range of applications. Numerical analysis and statistics have – often independently – developed methods for regularisation and inversion. The aim of this mini-workshop is to ... -
0809c - Mini-Workshop: Time Series with Sudden Structural Changes
[OWR-2008-12] (2008) - (24 Feb - 01 Mar 2008)