Matches in SemOpenAlex for { <https://semopenalex.org/work/W2247441364> ?p ?o ?g. }
Showing items 1 to 88 of
88
with 100 items per page.
- W2247441364 abstract "Analysis of large data collections using popular machine learning and statistical algorithms has been a topic of increasing research interest. A typical analysis workload consists of applying an algorithm to build a model on a data collection and subsequently refining it based on the results. In this paper we introduce model materialization and incremental model reuse as first class citizens in the execution of analysis workloads. We materialize built models instead of discarding them in a way that can be reused in subsequent computations. At the same time we consider manipulating an existing model (adding or deleting data from it) in order to build a new one. We discuss our approach in the context of popular machine learning models. We specify the details of how to incrementally maintain models as well as outline the suitable optimizations required to optimally use models and their incremental adjustments to build new ones. We detail our techniques for linear regression, naive bayes and logistic regression and present the suitable algorithms and optimizations to handle these models in our framework. We present the results of a detailed performance evaluation, using real and synthetic data sets. Our experiments analyze the various trade offs inherent in our approach and demonstrate vast performance benefits." @default.
- W2247441364 created "2016-06-24" @default.
- W2247441364 creator A5007977932 @default.
- W2247441364 creator A5012414288 @default.
- W2247441364 creator A5035257754 @default.
- W2247441364 creator A5037806354 @default.
- W2247441364 creator A5071638205 @default.
- W2247441364 date "2015-09-16" @default.
- W2247441364 modified "2023-09-26" @default.
- W2247441364 title "Processing Analytical Workloads Incrementally" @default.
- W2247441364 cites W1663973292 @default.
- W2247441364 cites W1991271936 @default.
- W2247441364 cites W2032775418 @default.
- W2247441364 cites W2044849727 @default.
- W2247441364 cites W2099102906 @default.
- W2247441364 cites W2100830825 @default.
- W2247441364 cites W2101234009 @default.
- W2247441364 cites W2102458936 @default.
- W2247441364 cites W2144839971 @default.
- W2247441364 cites W2166706236 @default.
- W2247441364 cites W349770100 @default.
- W2247441364 hasPublicationYear "2015" @default.
- W2247441364 type Work @default.
- W2247441364 sameAs 2247441364 @default.
- W2247441364 citedByCount "2" @default.
- W2247441364 countsByYear W22474413642017 @default.
- W2247441364 countsByYear W22474413642018 @default.
- W2247441364 crossrefType "posted-content" @default.
- W2247441364 hasAuthorship W2247441364A5007977932 @default.
- W2247441364 hasAuthorship W2247441364A5012414288 @default.
- W2247441364 hasAuthorship W2247441364A5035257754 @default.
- W2247441364 hasAuthorship W2247441364A5037806354 @default.
- W2247441364 hasAuthorship W2247441364A5071638205 @default.
- W2247441364 hasConcept C111919701 @default.
- W2247441364 hasConcept C11413529 @default.
- W2247441364 hasConcept C119857082 @default.
- W2247441364 hasConcept C124101348 @default.
- W2247441364 hasConcept C151730666 @default.
- W2247441364 hasConcept C154945302 @default.
- W2247441364 hasConcept C18903297 @default.
- W2247441364 hasConcept C206588197 @default.
- W2247441364 hasConcept C2777212361 @default.
- W2247441364 hasConcept C2778476105 @default.
- W2247441364 hasConcept C2779343474 @default.
- W2247441364 hasConcept C41008148 @default.
- W2247441364 hasConcept C45374587 @default.
- W2247441364 hasConcept C86803240 @default.
- W2247441364 hasConceptScore W2247441364C111919701 @default.
- W2247441364 hasConceptScore W2247441364C11413529 @default.
- W2247441364 hasConceptScore W2247441364C119857082 @default.
- W2247441364 hasConceptScore W2247441364C124101348 @default.
- W2247441364 hasConceptScore W2247441364C151730666 @default.
- W2247441364 hasConceptScore W2247441364C154945302 @default.
- W2247441364 hasConceptScore W2247441364C18903297 @default.
- W2247441364 hasConceptScore W2247441364C206588197 @default.
- W2247441364 hasConceptScore W2247441364C2777212361 @default.
- W2247441364 hasConceptScore W2247441364C2778476105 @default.
- W2247441364 hasConceptScore W2247441364C2779343474 @default.
- W2247441364 hasConceptScore W2247441364C41008148 @default.
- W2247441364 hasConceptScore W2247441364C45374587 @default.
- W2247441364 hasConceptScore W2247441364C86803240 @default.
- W2247441364 hasLocation W22474413641 @default.
- W2247441364 hasOpenAccess W2247441364 @default.
- W2247441364 hasPrimaryLocation W22474413641 @default.
- W2247441364 hasRelatedWork W1572506298 @default.
- W2247441364 hasRelatedWork W2053105359 @default.
- W2247441364 hasRelatedWork W2338737511 @default.
- W2247441364 hasRelatedWork W2395588937 @default.
- W2247441364 hasRelatedWork W2511720509 @default.
- W2247441364 hasRelatedWork W2548149136 @default.
- W2247441364 hasRelatedWork W2573911191 @default.
- W2247441364 hasRelatedWork W2620515231 @default.
- W2247441364 hasRelatedWork W2803659829 @default.
- W2247441364 hasRelatedWork W2806122766 @default.
- W2247441364 hasRelatedWork W2914907802 @default.
- W2247441364 hasRelatedWork W2950121745 @default.
- W2247441364 hasRelatedWork W2951286080 @default.
- W2247441364 hasRelatedWork W3002764359 @default.
- W2247441364 hasRelatedWork W3082431839 @default.
- W2247441364 hasRelatedWork W3123263332 @default.
- W2247441364 hasRelatedWork W3158709324 @default.
- W2247441364 hasRelatedWork W3175599482 @default.
- W2247441364 hasRelatedWork W3177412408 @default.
- W2247441364 hasRelatedWork W63199369 @default.
- W2247441364 isParatext "false" @default.
- W2247441364 isRetracted "false" @default.
- W2247441364 magId "2247441364" @default.
- W2247441364 workType "article" @default.