FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1916396454> ?p ?o ?g. }

• W1916396454 endingPage "654" @default.
• W1916396454 startingPage "645" @default.
• W1916396454 abstract "Multivariate categorical data occur in many applications of machine learning. One of the main difficulties with these vectors of categorical variables is sparsity. The number of possible observations grows exponentially with vector length, but dataset diversity might be poor in comparison. Recent models have gained significant improvement in supervised tasks with this data. These models embed observations in a continuous space to capture similarities between them. Building on these ideas we propose a Bayesian model for the unsupervised task of distribution estimation of multivariate categorical data. We model vectors of categorical variables as generated from a non-linear transformation of a continuous latent space. Non-linearity captures multi-modality in the distribution. The continuous representation addresses sparsity. Our model ties together many existing models, linking the linear categorical latent Gaussian model, the Gaussian process latent variable model, and Gaussian process classification. We derive inference for our model based on recent developments in sampling based variational inference. We show empirically that the model outperforms its linear and discrete counterparts in imputation tasks of sparse data." @default.
• W1916396454 created "2016-06-24" @default.
• W1916396454 creator A5010820865 @default.
• W1916396454 creator A5029186201 @default.
• W1916396454 creator A5074021977 @default.
• W1916396454 date "2015-06-01" @default.
• W1916396454 modified "2023-10-03" @default.
• W1916396454 title "Latent Gaussian Processes for Distribution Estimation of Multivariate Categorical Data" @default.
• W1916396454 cites W100623710 @default.
• W1916396454 cites W137285897 @default.
• W1916396454 cites W1522547150 @default.
• W1916396454 cites W1571870753 @default.
• W1916396454 cites W1746819321 @default.
• W1916396454 cites W1777124189 @default.
• W1916396454 cites W1959608418 @default.
• W1916396454 cites W2106346128 @default.
• W1916396454 cites W2112050062 @default.
• W1916396454 cites W2117130368 @default.
• W1916396454 cites W2119196781 @default.
• W1916396454 cites W2125027820 @default.
• W1916396454 cites W2136111243 @default.
• W1916396454 cites W2139385756 @default.
• W1916396454 cites W2145832734 @default.
• W1916396454 cites W2146502635 @default.
• W1916396454 cites W2147962921 @default.
• W1916396454 cites W2150807068 @default.
• W1916396454 cites W2163791532 @default.
• W1916396454 cites W2166851633 @default.
• W1916396454 cites W2187922941 @default.
• W1916396454 cites W2198524045 @default.
• W1916396454 cites W2951493172 @default.
• W1916396454 cites W2962897886 @default.
• W1916396454 cites W2963224602 @default.
• W1916396454 cites W66306528 @default.
• W1916396454 cites W6908809 @default.
• W1916396454 cites W759726671 @default.
• W1916396454 hasPublicationYear "2015" @default.
• W1916396454 type Work @default.
• W1916396454 sameAs 1916396454 @default.
• W1916396454 citedByCount "2" @default.
• W1916396454 countsByYear W19163964542015 @default.
• W1916396454 countsByYear W19163964542019 @default.
• W1916396454 crossrefType "proceedings-article" @default.
• W1916396454 hasAuthorship W1916396454A5010820865 @default.
• W1916396454 hasAuthorship W1916396454A5029186201 @default.
• W1916396454 hasAuthorship W1916396454A5074021977 @default.
• W1916396454 hasConcept C107673813 @default.
• W1916396454 hasConcept C119857082 @default.
• W1916396454 hasConcept C121332964 @default.
• W1916396454 hasConcept C124101348 @default.
• W1916396454 hasConcept C153180895 @default.
• W1916396454 hasConcept C154945302 @default.
• W1916396454 hasConcept C160234255 @default.
• W1916396454 hasConcept C161584116 @default.
• W1916396454 hasConcept C163716315 @default.
• W1916396454 hasConcept C177384507 @default.
• W1916396454 hasConcept C2776214188 @default.
• W1916396454 hasConcept C33923547 @default.
• W1916396454 hasConcept C41008148 @default.
• W1916396454 hasConcept C51167844 @default.
• W1916396454 hasConcept C5274069 @default.
• W1916396454 hasConcept C61224824 @default.
• W1916396454 hasConcept C61326573 @default.
• W1916396454 hasConcept C62520636 @default.
• W1916396454 hasConcept C65965080 @default.
• W1916396454 hasConceptScore W1916396454C107673813 @default.
• W1916396454 hasConceptScore W1916396454C119857082 @default.
• W1916396454 hasConceptScore W1916396454C121332964 @default.
• W1916396454 hasConceptScore W1916396454C124101348 @default.
• W1916396454 hasConceptScore W1916396454C153180895 @default.
• W1916396454 hasConceptScore W1916396454C154945302 @default.
• W1916396454 hasConceptScore W1916396454C160234255 @default.
• W1916396454 hasConceptScore W1916396454C161584116 @default.
• W1916396454 hasConceptScore W1916396454C163716315 @default.
• W1916396454 hasConceptScore W1916396454C177384507 @default.
• W1916396454 hasConceptScore W1916396454C2776214188 @default.
• W1916396454 hasConceptScore W1916396454C33923547 @default.
• W1916396454 hasConceptScore W1916396454C41008148 @default.
• W1916396454 hasConceptScore W1916396454C51167844 @default.
• W1916396454 hasConceptScore W1916396454C5274069 @default.
• W1916396454 hasConceptScore W1916396454C61224824 @default.
• W1916396454 hasConceptScore W1916396454C61326573 @default.
• W1916396454 hasConceptScore W1916396454C62520636 @default.
• W1916396454 hasConceptScore W1916396454C65965080 @default.
• W1916396454 hasLocation W19163964541 @default.
• W1916396454 hasOpenAccess W1916396454 @default.
• W1916396454 hasPrimaryLocation W19163964541 @default.
• W1916396454 hasRelatedWork W1558261509 @default.
• W1916396454 hasRelatedWork W2055649884 @default.
• W1916396454 hasRelatedWork W2068796594 @default.
• W1916396454 hasRelatedWork W2080555645 @default.
• W1916396454 hasRelatedWork W2084431760 @default.
• W1916396454 hasRelatedWork W2165944556 @default.
• W1916396454 hasRelatedWork W2169224731 @default.
• W1916396454 hasRelatedWork W2550018118 @default.
• W1916396454 hasRelatedWork W2604295123 @default.
• W1916396454 hasRelatedWork W2750615509 @default.
• W1916396454 hasRelatedWork W2862690536 @default.

• next