FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4286897909> ?p ?o ?g. }

• W4286897909 abstract "We study adaptive sensing of Cox point processes, a widely used model from spatial statistics. We introduce three tasks: maximization of captured events, search for the maximum of the intensity function and learning level sets of the intensity function. We model the intensity function as a sample from a truncated Gaussian process, represented in a specially constructed positive basis. In this basis, the positivity constraint on the intensity function has a simple form. We show how an minimal description positive basis can be adapted to the covariance kernel, non-stationarity and make connections to common positive bases from prior works. Our adaptive sensing algorithms use Langevin dynamics and are based on posterior sampling (textsc{Cox-Thompson}) and top-two posterior sampling (textsc{Top2}) principles. With latter, the difference between samples serves as a surrogate to the uncertainty. We demonstrate the approach using examples from environmental monitoring and crime rate modeling, and compare it to the classical Bayesian experimental design approach." @default.
• W4286897909 created "2022-07-25" @default.
• W4286897909 creator A5003040843 @default.
• W4286897909 creator A5091198938 @default.
• W4286897909 date "2021-10-21" @default.
• W4286897909 modified "2023-09-24" @default.
• W4286897909 title "Sensing Cox Processes via Posterior Sampling and Positive Bases" @default.
• W4286897909 doi "https://doi.org/10.48550/arxiv.2110.11181" @default.
• W4286897909 hasPublicationYear "2021" @default.
• W4286897909 type Work @default.
• W4286897909 citedByCount "0" @default.
• W4286897909 crossrefType "posted-content" @default.
• W4286897909 hasAuthorship W4286897909A5003040843 @default.
• W4286897909 hasAuthorship W4286897909A5091198938 @default.
• W4286897909 hasBestOaLocation W42868979091 @default.
• W4286897909 hasConcept C100906024 @default.
• W4286897909 hasConcept C105795698 @default.
• W4286897909 hasConcept C106131492 @default.
• W4286897909 hasConcept C107673813 @default.
• W4286897909 hasConcept C11413529 @default.
• W4286897909 hasConcept C114614502 @default.
• W4286897909 hasConcept C121332964 @default.
• W4286897909 hasConcept C12426560 @default.
• W4286897909 hasConcept C126255220 @default.
• W4286897909 hasConcept C131675550 @default.
• W4286897909 hasConcept C134306372 @default.
• W4286897909 hasConcept C137250428 @default.
• W4286897909 hasConcept C14036430 @default.
• W4286897909 hasConcept C140779682 @default.
• W4286897909 hasConcept C155051063 @default.
• W4286897909 hasConcept C160234255 @default.
• W4286897909 hasConcept C163716315 @default.
• W4286897909 hasConcept C166144826 @default.
• W4286897909 hasConcept C167928553 @default.
• W4286897909 hasConcept C178650346 @default.
• W4286897909 hasConcept C2524010 @default.
• W4286897909 hasConcept C2776036281 @default.
• W4286897909 hasConcept C28826006 @default.
• W4286897909 hasConcept C31972630 @default.
• W4286897909 hasConcept C33923547 @default.
• W4286897909 hasConcept C41008148 @default.
• W4286897909 hasConcept C57830394 @default.
• W4286897909 hasConcept C5917680 @default.
• W4286897909 hasConcept C61326573 @default.
• W4286897909 hasConcept C62520636 @default.
• W4286897909 hasConcept C74193536 @default.
• W4286897909 hasConcept C78458016 @default.
• W4286897909 hasConcept C86803240 @default.
• W4286897909 hasConcept C88871306 @default.
• W4286897909 hasConcept C89106044 @default.
• W4286897909 hasConceptScore W4286897909C100906024 @default.
• W4286897909 hasConceptScore W4286897909C105795698 @default.
• W4286897909 hasConceptScore W4286897909C106131492 @default.
• W4286897909 hasConceptScore W4286897909C107673813 @default.
• W4286897909 hasConceptScore W4286897909C11413529 @default.
• W4286897909 hasConceptScore W4286897909C114614502 @default.
• W4286897909 hasConceptScore W4286897909C121332964 @default.
• W4286897909 hasConceptScore W4286897909C12426560 @default.
• W4286897909 hasConceptScore W4286897909C126255220 @default.
• W4286897909 hasConceptScore W4286897909C131675550 @default.
• W4286897909 hasConceptScore W4286897909C134306372 @default.
• W4286897909 hasConceptScore W4286897909C137250428 @default.
• W4286897909 hasConceptScore W4286897909C14036430 @default.
• W4286897909 hasConceptScore W4286897909C140779682 @default.
• W4286897909 hasConceptScore W4286897909C155051063 @default.
• W4286897909 hasConceptScore W4286897909C160234255 @default.
• W4286897909 hasConceptScore W4286897909C163716315 @default.
• W4286897909 hasConceptScore W4286897909C166144826 @default.
• W4286897909 hasConceptScore W4286897909C167928553 @default.
• W4286897909 hasConceptScore W4286897909C178650346 @default.
• W4286897909 hasConceptScore W4286897909C2524010 @default.
• W4286897909 hasConceptScore W4286897909C2776036281 @default.
• W4286897909 hasConceptScore W4286897909C28826006 @default.
• W4286897909 hasConceptScore W4286897909C31972630 @default.
• W4286897909 hasConceptScore W4286897909C33923547 @default.
• W4286897909 hasConceptScore W4286897909C41008148 @default.
• W4286897909 hasConceptScore W4286897909C57830394 @default.
• W4286897909 hasConceptScore W4286897909C5917680 @default.
• W4286897909 hasConceptScore W4286897909C61326573 @default.
• W4286897909 hasConceptScore W4286897909C62520636 @default.
• W4286897909 hasConceptScore W4286897909C74193536 @default.
• W4286897909 hasConceptScore W4286897909C78458016 @default.
• W4286897909 hasConceptScore W4286897909C86803240 @default.
• W4286897909 hasConceptScore W4286897909C88871306 @default.
• W4286897909 hasConceptScore W4286897909C89106044 @default.
• W4286897909 hasLocation W42868979091 @default.
• W4286897909 hasOpenAccess W4286897909 @default.
• W4286897909 hasPrimaryLocation W42868979091 @default.
• W4286897909 hasRelatedWork W133251416 @default.
• W4286897909 hasRelatedWork W175075162 @default.
• W4286897909 hasRelatedWork W2557242903 @default.
• W4286897909 hasRelatedWork W2574486962 @default.
• W4286897909 hasRelatedWork W2923673996 @default.
• W4286897909 hasRelatedWork W2951088868 @default.
• W4286897909 hasRelatedWork W3024650197 @default.
• W4286897909 hasRelatedWork W3206218474 @default.
• W4286897909 hasRelatedWork W4286897909 @default.
• W4286897909 hasRelatedWork W4288555393 @default.
• W4286897909 isParatext "false" @default.
• W4286897909 isRetracted "false" @default.

• next