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Št. zadetkov: 9
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Operators
Mikhail Belkin
Video in druga učna gradiva
Oznake: computer science;machine learning;gaussian processes;computer vision
In this paper we develop a spectral framework for estimating mixture distributions, specifically Gaussian mixture models. In physics, spectroscopy is often used for the identification of substances through their spectrum. Treating a kernel function K(x,y) as "light" and the sampled data as "substanc ...
Leto: 2008 Vir: videolectures.net
Introduction to Kernel Methods
Mikhail Belkin
Video in druga učna gradiva
Oznake: computer science;machine learning;kernel methods
Leto: 2005 Vir: videolectures.net
Semi-supervised Learning, Manifold Methods
Mikhail Belkin
Video in druga učna gradiva
Oznake: computer science;machine learning;semi-supervised learning;manifold learning
Leto: 2005 Vir: videolectures.net
Graph methods and geometry of data
Mikhail Belkin
Video in druga učna gradiva
Oznake: mathematics;graph theory
In recent years graph-based methods have seen success in different machine learning applications, including clustering, dimensionality reduction and semi-supervised learning. In these methods a graph is associated to a data set, after which certain aspects of the graph are used for various machine l ...
Leto: 2007 Vir: videolectures.net
The Hidden Convexity of Spectral Clustering
Mikhail Belkin
Video in druga učna gradiva
Oznake: computer science;machine learning
Spectral clustering has become a standard method for data analysis used in a broad range of applications. I will describe a new class of algorithms for multiway spectral clustering based on optimization of a certain class of functions after the spectral embedding. These algorithms can be interprete ...
Leto: 2013 Vir: videolectures.net
Welcome Speech at the MLSS 2009
Steve Smale , Mikhail Belkin
Video in druga učna gradiva
Oznake: computer science;machine learning
Leto: 2009 Vir: videolectures.net
Geometric Methods and Manifold Learning
Partha Niyogi , Mikhail Belkin
Video in druga učna gradiva
Oznake: computer science;machine learning
Leto: 2009 Vir: videolectures.net
Lunch debate 27.5.2005
Mikhail Belkin , John Langford , Rich Caruana , Adam Kalai
Video in druga učna gradiva
Oznake: computer science;machine learning
Leto: 2005 Vir: videolectures.net
Lunch debate 24.5.2005
Mikhail Belkin , Robert Schapire , John Langford , Yann LeCun , Yoram Singer
Video in druga učna gradiva
Oznake: events
Leto: 2005 Vir: videolectures.net
Št. zadetkov: 9
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