Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283811510> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4283811510 endingPage "6754" @default.
- W4283811510 startingPage "6746" @default.
- W4283811510 abstract "Conditional Density Estimation (CDE) has wide-reaching applicability to various real-world problems, such as spatial density estimation and environmental modelling. CDE estimates the probability density of a random variable rather than a single value and can thus model uncertainty and inverse problems. This task is inherently more complex than regression, and many algorithms suffer from overfitting, particularly when modelled with few labelled data points. For applications where unlabelled data is abundant but labelled data is scarce, we propose Wasserstein Laplacian Regularisation, a semi-supervised learning framework that allows CDE algorithms to leverage these unlabelled data. The framework minimises an objective function which ensures that the learned model is smooth along the manifold of the underlying data, as measured by Wasserstein distance. When applying our framework to Mixture Density Networks, the resulting semi-supervised algorithm can achieve similar performance to a supervised model with up to three times as many labelled data points on baseline datasets. We additionally apply our technique to the problem of remote sensing for chlorophyll-a estimation in inland waters." @default.
- W4283811510 created "2022-07-06" @default.
- W4283811510 creator A5017570709 @default.
- W4283811510 creator A5034405836 @default.
- W4283811510 creator A5064312682 @default.
- W4283811510 creator A5079908211 @default.
- W4283811510 date "2022-06-28" @default.
- W4283811510 modified "2023-09-30" @default.
- W4283811510 title "Semi-supervised Conditional Density Estimation with Wasserstein Laplacian Regularisation" @default.
- W4283811510 doi "https://doi.org/10.1609/aaai.v36i6.20630" @default.
- W4283811510 hasPublicationYear "2022" @default.
- W4283811510 type Work @default.
- W4283811510 citedByCount "0" @default.
- W4283811510 crossrefType "journal-article" @default.
- W4283811510 hasAuthorship W4283811510A5017570709 @default.
- W4283811510 hasAuthorship W4283811510A5034405836 @default.
- W4283811510 hasAuthorship W4283811510A5064312682 @default.
- W4283811510 hasAuthorship W4283811510A5079908211 @default.
- W4283811510 hasBestOaLocation W42838115101 @default.
- W4283811510 hasConcept C105795698 @default.
- W4283811510 hasConcept C11413529 @default.
- W4283811510 hasConcept C119857082 @default.
- W4283811510 hasConcept C126255220 @default.
- W4283811510 hasConcept C153083717 @default.
- W4283811510 hasConcept C154945302 @default.
- W4283811510 hasConcept C185429906 @default.
- W4283811510 hasConcept C189508267 @default.
- W4283811510 hasConcept C197055811 @default.
- W4283811510 hasConcept C22019652 @default.
- W4283811510 hasConcept C33923547 @default.
- W4283811510 hasConcept C41008148 @default.
- W4283811510 hasConcept C43555835 @default.
- W4283811510 hasConcept C50644808 @default.
- W4283811510 hasConcept C71134354 @default.
- W4283811510 hasConceptScore W4283811510C105795698 @default.
- W4283811510 hasConceptScore W4283811510C11413529 @default.
- W4283811510 hasConceptScore W4283811510C119857082 @default.
- W4283811510 hasConceptScore W4283811510C126255220 @default.
- W4283811510 hasConceptScore W4283811510C153083717 @default.
- W4283811510 hasConceptScore W4283811510C154945302 @default.
- W4283811510 hasConceptScore W4283811510C185429906 @default.
- W4283811510 hasConceptScore W4283811510C189508267 @default.
- W4283811510 hasConceptScore W4283811510C197055811 @default.
- W4283811510 hasConceptScore W4283811510C22019652 @default.
- W4283811510 hasConceptScore W4283811510C33923547 @default.
- W4283811510 hasConceptScore W4283811510C41008148 @default.
- W4283811510 hasConceptScore W4283811510C43555835 @default.
- W4283811510 hasConceptScore W4283811510C50644808 @default.
- W4283811510 hasConceptScore W4283811510C71134354 @default.
- W4283811510 hasIssue "6" @default.
- W4283811510 hasLocation W42838115101 @default.
- W4283811510 hasOpenAccess W4283811510 @default.
- W4283811510 hasPrimaryLocation W42838115101 @default.
- W4283811510 hasRelatedWork W1995620735 @default.
- W4283811510 hasRelatedWork W1996541855 @default.
- W4283811510 hasRelatedWork W2101033242 @default.
- W4283811510 hasRelatedWork W2940336242 @default.
- W4283811510 hasRelatedWork W2989932438 @default.
- W4283811510 hasRelatedWork W3099765033 @default.
- W4283811510 hasRelatedWork W4207046173 @default.
- W4283811510 hasRelatedWork W4210794429 @default.
- W4283811510 hasRelatedWork W4283732135 @default.
- W4283811510 hasRelatedWork W4313159793 @default.
- W4283811510 hasVolume "36" @default.
- W4283811510 isParatext "false" @default.
- W4283811510 isRetracted "false" @default.
- W4283811510 workType "article" @default.