FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4293695504> ?p ?o ?g. }

• W4293695504 endingPage "14" @default.
• W4293695504 startingPage "1" @default.
• W4293695504 abstract "The influx of hospital patients has become common in recent years. Hospital management departments need to redeploy healthcare resources to meet the massive medical needs of patients. In this process, the hospital length of stay (LOS) of different patients is a crucial reference to the management department. Therefore, building a model to predict LOS is of great significance. Five machine learning (ML) algorithms named Lasso regression (LR), ridge regression (RR), random forest regression (RFR), light gradient boosting machine (LightGBM), and extreme gradient boosting regression (XGBR) and six feature encoding methods named label encoding, count encoding, one-hot encoding, target encoding, leave-one-out encoding, and the proposed encoding method are used to construct the regression prediction model. The Scikit-Learn toolbox on the Python platform builds the prediction model. The input is the dataset named Hospital Inpatient Discharges (SPARCS De-Identified) 2017 with 2343569 instances provided by the New York State Department of Health verify the model after removing 2.2% of the missing data, and the model ultimately uses mean squared error (MSE) and coefficient of determination (R2) as the performance measurement. The results show that the model with the LightGBM algorithm and the proposed encoding method has the best R2 (96.0%) and MSE score (2.231)." @default.
• W4293695504 created "2022-08-31" @default.
• W4293695504 creator A5007472530 @default.
• W4293695504 date "2022-08-30" @default.
• W4293695504 modified "2023-09-23" @default.
• W4293695504 title "Length of Stay Prediction Model of Indoor Patients Based on Light Gradient Boosting Machine" @default.
• W4293695504 cites W1510833811 @default.
• W4293695504 cites W1548151805 @default.
• W4293695504 cites W190984618 @default.
• W4293695504 cites W1990836268 @default.
• W4293695504 cites W1995635991 @default.
• W4293695504 cites W2062551369 @default.
• W4293695504 cites W2090074590 @default.
• W4293695504 cites W2110064215 @default.
• W4293695504 cites W2135046866 @default.
• W4293695504 cites W2148742104 @default.
• W4293695504 cites W2317202832 @default.
• W4293695504 cites W2330219538 @default.
• W4293695504 cites W2474004041 @default.
• W4293695504 cites W2483130659 @default.
• W4293695504 cites W2762585814 @default.
• W4293695504 cites W2796794885 @default.
• W4293695504 cites W2809835226 @default.
• W4293695504 cites W2886368623 @default.
• W4293695504 cites W2891197287 @default.
• W4293695504 cites W2910844001 @default.
• W4293695504 cites W2911964244 @default.
• W4293695504 cites W2912550851 @default.
• W4293695504 cites W2963489598 @default.
• W4293695504 cites W3016208625 @default.
• W4293695504 cites W3154570165 @default.
• W4293695504 cites W3182706339 @default.
• W4293695504 cites W3186283777 @default.
• W4293695504 cites W3188908666 @default.
• W4293695504 cites W3201249475 @default.
• W4293695504 cites W3205573713 @default.
• W4293695504 cites W3213194138 @default.
• W4293695504 cites W4200254864 @default.
• W4293695504 cites W4205344436 @default.
• W4293695504 cites W4206454268 @default.
• W4293695504 cites W4220763101 @default.
• W4293695504 cites W4226486593 @default.
• W4293695504 cites W4234698323 @default.
• W4293695504 cites W4244230525 @default.
• W4293695504 cites W4244777963 @default.
• W4293695504 cites W4248083651 @default.
• W4293695504 cites W4251800481 @default.
• W4293695504 cites W4252208101 @default.
• W4293695504 doi "https://doi.org/10.1155/2022/9517029" @default.
• W4293695504 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36082346" @default.
• W4293695504 hasPublicationYear "2022" @default.
• W4293695504 type Work @default.
• W4293695504 citedByCount "1" @default.
• W4293695504 countsByYear W42936955042023 @default.
• W4293695504 crossrefType "journal-article" @default.
• W4293695504 hasAuthorship W4293695504A5007472530 @default.
• W4293695504 hasBestOaLocation W42936955041 @default.
• W4293695504 hasConcept C105795698 @default.
• W4293695504 hasConcept C111919701 @default.
• W4293695504 hasConcept C119857082 @default.
• W4293695504 hasConcept C124101348 @default.
• W4293695504 hasConcept C136764020 @default.
• W4293695504 hasConcept C139945424 @default.
• W4293695504 hasConcept C152877465 @default.
• W4293695504 hasConcept C154945302 @default.
• W4293695504 hasConcept C169258074 @default.
• W4293695504 hasConcept C199360897 @default.
• W4293695504 hasConcept C2777655017 @default.
• W4293695504 hasConcept C33923547 @default.
• W4293695504 hasConcept C37616216 @default.
• W4293695504 hasConcept C41008148 @default.
• W4293695504 hasConcept C45804977 @default.
• W4293695504 hasConcept C46686674 @default.
• W4293695504 hasConcept C519991488 @default.
• W4293695504 hasConcept C70153297 @default.
• W4293695504 hasConcept C83546350 @default.
• W4293695504 hasConceptScore W4293695504C105795698 @default.
• W4293695504 hasConceptScore W4293695504C111919701 @default.
• W4293695504 hasConceptScore W4293695504C119857082 @default.
• W4293695504 hasConceptScore W4293695504C124101348 @default.
• W4293695504 hasConceptScore W4293695504C136764020 @default.
• W4293695504 hasConceptScore W4293695504C139945424 @default.
• W4293695504 hasConceptScore W4293695504C152877465 @default.
• W4293695504 hasConceptScore W4293695504C154945302 @default.
• W4293695504 hasConceptScore W4293695504C169258074 @default.
• W4293695504 hasConceptScore W4293695504C199360897 @default.
• W4293695504 hasConceptScore W4293695504C2777655017 @default.
• W4293695504 hasConceptScore W4293695504C33923547 @default.
• W4293695504 hasConceptScore W4293695504C37616216 @default.
• W4293695504 hasConceptScore W4293695504C41008148 @default.
• W4293695504 hasConceptScore W4293695504C45804977 @default.
• W4293695504 hasConceptScore W4293695504C46686674 @default.
• W4293695504 hasConceptScore W4293695504C519991488 @default.
• W4293695504 hasConceptScore W4293695504C70153297 @default.
• W4293695504 hasConceptScore W4293695504C83546350 @default.
• W4293695504 hasLocation W42936955041 @default.
• W4293695504 hasLocation W42936955042 @default.
• W4293695504 hasLocation W42936955043 @default.

• next