Matches in SemOpenAlex for { <https://semopenalex.org/work/W2155162080> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2155162080 abstract "This paper uses non-linear support vector regression (SVR) to model the blood volume and heart rate (HR) responses in 9 hemodynamically stable kidney failure patients during hemodialysis. Using radial bias function (RBF) kernels the non-parametric models of relative blood volume (RBV) change with time as well as percentage change in HR with respect to RBV were obtained. The e-insensitivity based loss function was used for SVR modeling. Selection of the design parameters which includes capacity (C), insensitivity region (e) and the RBF kernel parameter (sigma) was made based on a grid search approach and the selected models were cross-validated using the average mean square error (AMSE) calculated from testing data based on a k-fold cross-validation technique. Linear regression was also applied to fit the curves and the AMSE was calculated for comparison with SVR. For the model based on RBV with time, SVR gave a lower AMSE for both training (AMSE=1.5) as well as testing data (AMSE=1.4) compared to linear regression (AMSE=1.8 and 1.5). SVR also provided a better fit for HR with RBV for both training as well as testing data (AMSE=15.8 and 16.4) compared to linear regression (AMSE=25.2 and 20.1)." @default.
- W2155162080 created "2016-06-24" @default.
- W2155162080 creator A5017122202 @default.
- W2155162080 creator A5039726158 @default.
- W2155162080 creator A5053860659 @default.
- W2155162080 creator A5060360851 @default.
- W2155162080 creator A5060602596 @default.
- W2155162080 creator A5080087905 @default.
- W2155162080 creator A5081925619 @default.
- W2155162080 creator A5086852241 @default.
- W2155162080 date "2009-09-01" @default.
- W2155162080 modified "2023-09-26" @default.
- W2155162080 title "RBF kernel based support vector regression to estimate the blood volume and heart rate responses during hemodialysis" @default.
- W2155162080 cites W1996398255 @default.
- W2155162080 cites W2005825240 @default.
- W2155162080 cites W2021500496 @default.
- W2155162080 cites W2030229678 @default.
- W2155162080 cites W2063311583 @default.
- W2155162080 cites W2089484151 @default.
- W2155162080 cites W2098091881 @default.
- W2155162080 cites W2117802108 @default.
- W2155162080 cites W2134471934 @default.
- W2155162080 cites W2135715871 @default.
- W2155162080 cites W2136786949 @default.
- W2155162080 cites W2156909104 @default.
- W2155162080 cites W2169306494 @default.
- W2155162080 cites W2171076611 @default.
- W2155162080 cites W4360754170 @default.
- W2155162080 doi "https://doi.org/10.1109/iembs.2009.5332739" @default.
- W2155162080 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/19963826" @default.
- W2155162080 hasPublicationYear "2009" @default.
- W2155162080 type Work @default.
- W2155162080 sameAs 2155162080 @default.
- W2155162080 citedByCount "11" @default.
- W2155162080 countsByYear W21551620802013 @default.
- W2155162080 countsByYear W21551620802015 @default.
- W2155162080 countsByYear W21551620802017 @default.
- W2155162080 countsByYear W21551620802018 @default.
- W2155162080 countsByYear W21551620802019 @default.
- W2155162080 countsByYear W21551620802020 @default.
- W2155162080 crossrefType "proceedings-article" @default.
- W2155162080 hasAuthorship W2155162080A5017122202 @default.
- W2155162080 hasAuthorship W2155162080A5039726158 @default.
- W2155162080 hasAuthorship W2155162080A5053860659 @default.
- W2155162080 hasAuthorship W2155162080A5060360851 @default.
- W2155162080 hasAuthorship W2155162080A5060602596 @default.
- W2155162080 hasAuthorship W2155162080A5080087905 @default.
- W2155162080 hasAuthorship W2155162080A5081925619 @default.
- W2155162080 hasAuthorship W2155162080A5086852241 @default.
- W2155162080 hasConcept C105795698 @default.
- W2155162080 hasConcept C114614502 @default.
- W2155162080 hasConcept C117251300 @default.
- W2155162080 hasConcept C12267149 @default.
- W2155162080 hasConcept C126322002 @default.
- W2155162080 hasConcept C152877465 @default.
- W2155162080 hasConcept C154945302 @default.
- W2155162080 hasConcept C2778063415 @default.
- W2155162080 hasConcept C33923547 @default.
- W2155162080 hasConcept C41008148 @default.
- W2155162080 hasConcept C46889948 @default.
- W2155162080 hasConcept C48921125 @default.
- W2155162080 hasConcept C71924100 @default.
- W2155162080 hasConcept C74193536 @default.
- W2155162080 hasConcept C83546350 @default.
- W2155162080 hasConceptScore W2155162080C105795698 @default.
- W2155162080 hasConceptScore W2155162080C114614502 @default.
- W2155162080 hasConceptScore W2155162080C117251300 @default.
- W2155162080 hasConceptScore W2155162080C12267149 @default.
- W2155162080 hasConceptScore W2155162080C126322002 @default.
- W2155162080 hasConceptScore W2155162080C152877465 @default.
- W2155162080 hasConceptScore W2155162080C154945302 @default.
- W2155162080 hasConceptScore W2155162080C2778063415 @default.
- W2155162080 hasConceptScore W2155162080C33923547 @default.
- W2155162080 hasConceptScore W2155162080C41008148 @default.
- W2155162080 hasConceptScore W2155162080C46889948 @default.
- W2155162080 hasConceptScore W2155162080C48921125 @default.
- W2155162080 hasConceptScore W2155162080C71924100 @default.
- W2155162080 hasConceptScore W2155162080C74193536 @default.
- W2155162080 hasConceptScore W2155162080C83546350 @default.
- W2155162080 hasLocation W21551620801 @default.
- W2155162080 hasLocation W21551620802 @default.
- W2155162080 hasOpenAccess W2155162080 @default.
- W2155162080 hasPrimaryLocation W21551620801 @default.
- W2155162080 hasRelatedWork W1968483434 @default.
- W2155162080 hasRelatedWork W2060912888 @default.
- W2155162080 hasRelatedWork W2084600122 @default.
- W2155162080 hasRelatedWork W2325374573 @default.
- W2155162080 hasRelatedWork W2375721435 @default.
- W2155162080 hasRelatedWork W3122861356 @default.
- W2155162080 hasRelatedWork W4249839380 @default.
- W2155162080 hasRelatedWork W4290879003 @default.
- W2155162080 hasRelatedWork W2184922845 @default.
- W2155162080 hasRelatedWork W2738033194 @default.
- W2155162080 isParatext "false" @default.
- W2155162080 isRetracted "false" @default.
- W2155162080 magId "2155162080" @default.
- W2155162080 workType "article" @default.