Results 331 to 340 of about 6,611,973 (350)

Metric Space

Encyclopedia of Database Systems, 2018
P. Zezula   +2 more
semanticscholar   +2 more sources

HyperML: A Boosting Metric Learning Approach in Hyperbolic Space for Recommender Systems

Web Search and Data Mining, 2018
This paper investigates the notion of learning user and item representations in non-Euclidean space. Specifically, we study the connection between metric learning in hyperbolic space and collaborative filtering by exploring Mobius gyrovector spaces where
Lucas Vinh Tran   +4 more
semanticscholar   +1 more source

Distance Metric Learning for Large Margin Nearest Neighbor Classification

Neural Information Processing Systems, 2005
The accuracy of k-nearest neighbor (kNN) classification depends significantly on the metric used to compute distances between different examples. In this paper, we show how to learn a Mahalanobis distance metric for kNN classification from labeled ...
Kilian Q. Weinberger, L. Saul
semanticscholar   +1 more source

Metric Spaces

An Introduction to Functional Analysis, 2020
As calculus developed, eventually turning into analysis, concepts first explored on the real line (e.g., a limit of a sequence of real numbers) eventually extended to other spaces (e.g., a limit of a sequence of vectors or of functions), and in the early
Christian Clason
semanticscholar   +1 more source

Approximation of Metric Spaces by Partial Metric Spaces

Applied Categorical Structures, 1999
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
openaire   +3 more sources

Data-driven distributionally robust optimization using the Wasserstein metric: performance guarantees and tractable reformulations

Mathematical programming, 2015
We consider stochastic programs where the distribution of the uncertain parameters is only observable through a finite training dataset. Using the Wasserstein metric, we construct a ball in the space of (multivariate and non-discrete) probability ...
Peyman Mohajerin Esfahani, D. Kuhn
semanticscholar   +1 more source

On metric spaces induced by fuzzy metric spaces [PDF]

open access: possibleIranian Journal of Fuzzy Systems, 2016
The authors introduce a family of extended pseudo-metrics for a class of fuzzy metric spaces. It enables to construct a metric on fuzzy metric spaces and the induced metric space shares many properties with the given fuzzy metric space. For example the same topology is generated and the spaces have the same completeness. The authors present some simple
H Li, Dong Qiu, R Dong
openaire   +2 more sources

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