scholarly journals A white-boxed ISSM approach to estimate uncertainty distributions of Walmart sales

Author(s):  
Rafael de Rezende ◽  
Katharina Egert ◽  
Ignacio Marin ◽  
Guilherme Thompson
Keyword(s):  
2011 ◽  
Author(s):  
Ryan Close ◽  
Ken Watford ◽  
Taylor Glenn ◽  
Paul Gader ◽  
Joseph Wilson

2014 ◽  
Vol 53 (7) ◽  
pp. 074101 ◽  
Author(s):  
Pablo Rodrigues Muniz ◽  
Ricardo de Araújo Kalid ◽  
Shirley P. N. Cani ◽  
Robson da Silva Magalhães

2008 ◽  
Vol 21 (10) ◽  
pp. 2259-2268 ◽  
Author(s):  
Mark Carson ◽  
D. E. Harrison

Abstract There is great interest in World Ocean temperature trends, yet the historical global ocean database has very uneven coverage in space and time. Previous work on 50-yr upper ocean temperature trends from the NOAA ocean data archive is extended here. Trends at depths from 50 to 1000 m are examined, based on observations gridded over larger regions than in the earlier study. Despite the use of larger grid boxes, most of the ocean does not have significant 50-yr trends at the 90% confidence level (CL). In fact only 30% of the ocean at 50 m has 90% CL trends, and the percentage decreases significantly with increasing depth. As noted in the previous study, there is much spatial structure in 50-yr trends, with areas of strong warming and strong cooling. These trend results are compared with trends calculated from data interpolated to standard levels and from a highly horizontally interpolated version of the dataset that has been used in previous heat content trend studies. The regional trend results can differ substantially, even in the areas with statistically significant trends. Trends based on the more interpolated analyses show more warming. Together with major temporal and spatial sampling limitations, the previously described strong interdecadal and spatial variability of trends makes it very difficult to formally estimate uncertainty in World Ocean averages, but these results suggest that upper ocean heat content integrals and integral trends may be substantially more uncertain than has yet been acknowledged. Further exploration of uncertainties is needed.


2018 ◽  
Vol 337 ◽  
pp. 221-227 ◽  
Author(s):  
Matthew Herald ◽  
Zachary Bingham ◽  
Roque Santos ◽  
Arthur Ruggles

Paleobiology ◽  
2018 ◽  
Vol 44 (4) ◽  
pp. 561-574 ◽  
Author(s):  
Melanie J. Hopkins ◽  
David W. Bapst ◽  
Carl Simpson ◽  
Rachel C. M. Warnock

AbstractThe two major approaches to studying macroevolution in deep time are the fossil record and reconstructed relationships among extant taxa from molecular data. Results based on one approach sometimes conflict with those based on the other, with inconsistencies often attributed to inherent flaws of one (or the other) data source. Any contradiction between the molecular and fossil records represents a failure of our ability to understand the imperfections of our data, as both are limited reflections of the same evolutionary history. We therefore need to develop conceptual and mathematical models that jointly explain our observations in both records. Fortunately, the different limitations of each record provide an opportunity to test or calibrate the other, and new methodological developments leverage both records simultaneously. However, we must reckon with the distinct relationships between sampling and time in the fossil record and molecular phylogenies. These differences impact our recognition of baselines and the analytical incorporation of age estimate uncertainty.


Author(s):  
Jonathan W. Wittwer ◽  
Larry L. Howell ◽  
Sydney M. Wait ◽  
Michael S. Cherry

Significant reduction in cost and time to market can be realized by implementing design-stage uncertainty analysis to predict whether a device will meet specified requirements. This paper demonstrates a generalized uncertainty analysis method appropriate for surface micromachined devices and uses a micro linear-displacement bistable mechanism as an example. Dimensional variations, joint clearances, material property uncertainty and friction are included as sources of error. Using matrix notation, the model consists of a system of implicit, nonlinear equations. The analysis is performed at multiple deflections to estimate uncertainty bands around the force-deflection curve of the mechanism. These results can then be used to predict the performance of the mechanism. Applying these techniques resulted in a functional first-time prototype of a bistable mechanism that can be actuated using a non-amplified thermal actuator.


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