A Novel Deep Soft Clustering for Unsupervised Univariate Times Series

Author(s):  
Alexandre Eid ◽  
Guy Clerc ◽  
Badr Mansouri
Keyword(s):  
2018 ◽  
Vol 6 (2) ◽  
pp. 176-183
Author(s):  
Purnendu Das ◽  
◽  
Bishwa Ranjan Roy ◽  
Saptarshi Paul ◽  
◽  
...  

2021 ◽  
Vol 128 ◽  
pp. 105182
Author(s):  
Xiaoping Jiang ◽  
Ruibin Bai ◽  
Stein W. Wallace ◽  
Graham Kendall ◽  
Dario Landa-Silva

BMJ Open ◽  
2013 ◽  
Vol 3 (7) ◽  
pp. e002552 ◽  
Author(s):  
Simone Georges El Khouri Miraglia ◽  
Mariana Matera Veras ◽  
Luis Fernando Amato-Lourenço ◽  
Fernando Rodrigues-Silva ◽  
Paulo Hilário Nascimento Saldiva

2015 ◽  
Vol 36 (8) ◽  
pp. 871-877 ◽  
Author(s):  
Alison Tse Kawai ◽  
Michael S. Calderwood ◽  
Robert Jin ◽  
Stephen B. Soumerai ◽  
Louise E. Vaz ◽  
...  

BACKGROUNDThe 2008 Centers for Medicare & Medicaid Services hospital-acquired conditions policy limited additional payment for conditions deemed reasonably preventable.OBJECTIVETo examine whether this policy was associated with decreases in billing rates for 2 targeted conditions, vascular catheter-associated infections (VCAI) and catheter-associated urinary tract infections (CAUTI).STUDY POPULATIONAdult Medicare patients admitted to 569 acute care hospitals in California, Massachusetts, or New York and subject to the policy.DESIGNWe used an interrupted times series design to assess whether the hospital-acquired conditions policy was associated with changes in billing rates for VCAI and CAUTI.RESULTSBefore the policy, billing rates for VCAI and CAUTI were increasing (prepolicy odds ratio per quarter for VCAI, 1.17 [95% CI, 1.11–1.23]; for CAUTI, 1.19 [1.16–1.23]). The policy was associated with an immediate drop in billing rates for VCAI and CAUTI (odds ratio for change at policy implementation for VCAI, 0.75 [95% CI, 0.69–0.81]; for CAUTI, 0.87 [0.79–0.96]). In the postpolicy period, we observed a decreasing trend in the billing rate for VCAI and a leveling-off in the billing rate for CAUTI (postpolicy odds ratio per quarter for VCAI, 0.98 [95% CI, 0.97–0.99]; for CAUTI, 0.99 [0.97–1.00]).CONCLUSIONSThe Centers for Medicare & Medicaid Services hospital-acquired conditions policy appears to have been associated with immediate reductions in billing rates for VCAI and CAUTI, followed by a slight decreasing trend or leveling-off in rates. These billing rates, however, may not correlate with changes in clinically meaningful patient outcomes and may reflect changes in coding practices.Infect. Control Hosp. Epidemiol. 2015;36(8):871–877


2013 ◽  
Vol 58 (1) ◽  
pp. 54-64 ◽  
Author(s):  
R. Modarres ◽  
T. B. M. J. Ouarda
Keyword(s):  

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