Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385718242> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4385718242 abstract "Abstract Intensive care unit (ICU) patients often have multiple vital signs monitored continuously. However, missing data is common in ICU settings, negatively impacting clinical decision-making and patient outcomes. In this study, we propose a multivariate data imputation method based on simple U-Shaped encoder-decoder network imputation (XU-NetI) method to learn the underlying patterns in the data and generate imputations for missing values of vital signs data with ICU patients. To evaluate the performance of our imputation methods, we employed a publicly available database such the medical information mart for intensive care III (MIMIC III) v1.4. Our proposed model has been developed to analyze 219.281 vital sign worth of data, focusing on eight essential vital sign features: body temperature, heart rate, respiration rate, systolic blood pressure, diastolic blood pressure, mean blood pressure, oxygen saturation, and glucose. The evaluation results demonstrates the effectiveness of the imputation techniques in improving the accuracy of predictive models. We compared our approach to other state-of-the-art imputation methods including Autoencoder and Convolutional Neural Networks. As a result found, our technique with XU-NetI architecture outperformed them, in terms of root mean square error (RSME) by approximately 0.01, mean absolute error (MAE) by approximately 0.009, and R square (R2) by approximately 0.99. Our method has the potential to enhance clinical decision-making and improve patient outcomes." @default.
- W4385718242 created "2023-08-11" @default.
- W4385718242 creator A5026221046 @default.
- W4385718242 creator A5050287425 @default.
- W4385718242 creator A5056918819 @default.
- W4385718242 creator A5057982368 @default.
- W4385718242 creator A5059685921 @default.
- W4385718242 creator A5079551186 @default.
- W4385718242 creator A5082623277 @default.
- W4385718242 creator A5083905361 @default.
- W4385718242 creator A5092623001 @default.
- W4385718242 date "2023-08-07" @default.
- W4385718242 modified "2023-09-27" @default.
- W4385718242 title "XU-NetI: Simple U-Shaped Encoder-Decoder Network for Accurate Imputation of Multivariate Missing Data" @default.
- W4385718242 cites W1901129140 @default.
- W4385718242 cites W2346100606 @default.
- W4385718242 cites W2396881363 @default.
- W4385718242 cites W2789043468 @default.
- W4385718242 cites W2793955735 @default.
- W4385718242 cites W2798421489 @default.
- W4385718242 cites W2900936384 @default.
- W4385718242 cites W3024257551 @default.
- W4385718242 cites W3027896923 @default.
- W4385718242 cites W3163977927 @default.
- W4385718242 cites W3201479338 @default.
- W4385718242 cites W4214660089 @default.
- W4385718242 cites W4310232834 @default.
- W4385718242 cites W4313439128 @default.
- W4385718242 doi "https://doi.org/10.21203/rs.3.rs-3222386/v1" @default.
- W4385718242 hasPublicationYear "2023" @default.
- W4385718242 type Work @default.
- W4385718242 citedByCount "0" @default.
- W4385718242 crossrefType "posted-content" @default.
- W4385718242 hasAuthorship W4385718242A5026221046 @default.
- W4385718242 hasAuthorship W4385718242A5050287425 @default.
- W4385718242 hasAuthorship W4385718242A5056918819 @default.
- W4385718242 hasAuthorship W4385718242A5057982368 @default.
- W4385718242 hasAuthorship W4385718242A5059685921 @default.
- W4385718242 hasAuthorship W4385718242A5079551186 @default.
- W4385718242 hasAuthorship W4385718242A5082623277 @default.
- W4385718242 hasAuthorship W4385718242A5083905361 @default.
- W4385718242 hasAuthorship W4385718242A5092623001 @default.
- W4385718242 hasBestOaLocation W43857182421 @default.
- W4385718242 hasConcept C105795698 @default.
- W4385718242 hasConcept C111919701 @default.
- W4385718242 hasConcept C118505674 @default.
- W4385718242 hasConcept C119857082 @default.
- W4385718242 hasConcept C124101348 @default.
- W4385718242 hasConcept C126322002 @default.
- W4385718242 hasConcept C139945424 @default.
- W4385718242 hasConcept C154945302 @default.
- W4385718242 hasConcept C161584116 @default.
- W4385718242 hasConcept C177713679 @default.
- W4385718242 hasConcept C2776376669 @default.
- W4385718242 hasConcept C2776890885 @default.
- W4385718242 hasConcept C33923547 @default.
- W4385718242 hasConcept C41008148 @default.
- W4385718242 hasConcept C42219234 @default.
- W4385718242 hasConcept C58041806 @default.
- W4385718242 hasConcept C71924100 @default.
- W4385718242 hasConcept C83546350 @default.
- W4385718242 hasConcept C84393581 @default.
- W4385718242 hasConcept C9357733 @default.
- W4385718242 hasConceptScore W4385718242C105795698 @default.
- W4385718242 hasConceptScore W4385718242C111919701 @default.
- W4385718242 hasConceptScore W4385718242C118505674 @default.
- W4385718242 hasConceptScore W4385718242C119857082 @default.
- W4385718242 hasConceptScore W4385718242C124101348 @default.
- W4385718242 hasConceptScore W4385718242C126322002 @default.
- W4385718242 hasConceptScore W4385718242C139945424 @default.
- W4385718242 hasConceptScore W4385718242C154945302 @default.
- W4385718242 hasConceptScore W4385718242C161584116 @default.
- W4385718242 hasConceptScore W4385718242C177713679 @default.
- W4385718242 hasConceptScore W4385718242C2776376669 @default.
- W4385718242 hasConceptScore W4385718242C2776890885 @default.
- W4385718242 hasConceptScore W4385718242C33923547 @default.
- W4385718242 hasConceptScore W4385718242C41008148 @default.
- W4385718242 hasConceptScore W4385718242C42219234 @default.
- W4385718242 hasConceptScore W4385718242C58041806 @default.
- W4385718242 hasConceptScore W4385718242C71924100 @default.
- W4385718242 hasConceptScore W4385718242C83546350 @default.
- W4385718242 hasConceptScore W4385718242C84393581 @default.
- W4385718242 hasConceptScore W4385718242C9357733 @default.
- W4385718242 hasLocation W43857182421 @default.
- W4385718242 hasOpenAccess W4385718242 @default.
- W4385718242 hasPrimaryLocation W43857182421 @default.
- W4385718242 hasRelatedWork W2052457798 @default.
- W4385718242 hasRelatedWork W2105559915 @default.
- W4385718242 hasRelatedWork W2168489635 @default.
- W4385718242 hasRelatedWork W2541565311 @default.
- W4385718242 hasRelatedWork W3004657493 @default.
- W4385718242 hasRelatedWork W3049453136 @default.
- W4385718242 hasRelatedWork W3173796935 @default.
- W4385718242 hasRelatedWork W3183875135 @default.
- W4385718242 hasRelatedWork W4294843249 @default.
- W4385718242 hasRelatedWork W4385711159 @default.
- W4385718242 isParatext "false" @default.
- W4385718242 isRetracted "false" @default.
- W4385718242 workType "article" @default.