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Št. zadetkov: 5
Estimating the Joint AUC of Labelled and Unlabelled Data
Thomas Gartner
Video in druga učna gradiva
Oznake: computer science;machine learning
Leto: 2006 Vir: videolectures.net
On Structured Output Training: Hard Cases and an Efficient Alternative
Thomas Gartner
Video in druga učna gradiva
Oznake:
We consider a class of structured prediction problems for which the assumptions made by state-of-the-art algorithms fail. To deal with exponentially sized output sets, these algorithms assume, for instance, that the best output for a given input can be found efficiently. While this holds for many im ...
Leto: 2009 Vir: videolectures.net
The Cost of Learning Directed Cuts
Thomas Gartner
Video in druga učna gradiva
Oznake: computer science;machine learning
Classifying vertices in digraphs is an important machine learning setting with many applications. We consider learning problems on digraphs with three characteristic properties: (i) The target concept corresponds to a directed cut; (ii) the total cost of finding the cut has to be bounded a priori; a ...
Leto: 2007 Vir: videolectures.net
Algorithms for Predicting Structured Data
Thomas Gartner , Shankar Vembu
Video in druga učna gradiva
Oznake: computer science;machine learning;structured data
Structured prediction is the problem of predicting multiple outputs with complex internal structure and dependencies among them. Algorithms and models for predicting structured data have been in use for a long time. For example, recurrent neural networks and hidden Markov models have found interesti ...
Leto: 2010 Vir: videolectures.net
Panel Discussion
Pedro Domingos , Stephen Muggleton , Luc De Raedt , Kristian Kersting , Thomas Gartner , Karsten Michael Borgwardt , C. David Page Jr. , Paolo Frasconi
Video in druga učna gradiva
Oznake: computer science;machine learning
Leto: 2009 Vir: videolectures.net
Št. zadetkov: 5
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