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The Future of Data Analysis [PDF]

open access: bronzeThe Annals of Mathematical Statistics, 1962
For a long time I have thought I was a statistician, interested in inferences from the particular to the general. But as I have watched mathematical statistics evolve, I have had cause to wonder and to doubt. And when I have pondered about why such techniques as the spectrum analysis of time series have proved so useful, it has become clear that their “
John W. Tukey
openalex   +4 more sources

NFAD: fixing anomaly detection using normalizing flows [PDF]

open access: yesPeerJ Computer Science, 2021
Anomaly detection is a challenging task that frequently arises in practically all areas of industry and science, from fraud detection and data quality monitoring to finding rare cases of diseases and searching for new physics.
Artem Ryzhikov   +3 more
doaj   +2 more sources

DataSHIELD: taking the analysis to the data, not the data to the analysis [PDF]

open access: yesInternational Journal of Epidemiology, 2014
Research in modern biomedicine and social science requires sample sizes so large that they can often only be achieved through a pooled co-analysis of data from several studies. But the pooling of information from individuals in a central database that may be queried by researchers raises important ethico-legal questions and can be controversial. In the
Susan E. Wallace   +52 more
openaire   +10 more sources

Publisher Correction: Parkinson’s disease prognostic scores for progression of cognitive decline

open access: yesScientific Reports, 2021
An amendment to this paper has been published and can be accessed via a link at the top of the paper.
Galina Gramotnev   +2 more
doaj   +1 more source

Double-branch feature fusion transformer for hyperspectral image classification

open access: yesScientific Reports, 2023
Deep learning methods, particularly Convolutional Neural Network (CNN), have been widely used in hyperspectral image (HSI) classification. CNN can achieve outstanding performance in the field of HSI classification due to its advantages of fully ...
Lanxue Dang   +4 more
doaj   +1 more source

Lessons learned in developing reference data sets with the contribution of citizens: the Geo-Wiki experience

open access: yesEnvironmental Research Letters, 2022
The development of remotely sensed products such as land cover requires large amounts of high-quality reference data, needed to train remote sensing classification algorithms and for validation.
Linda See   +15 more
doaj   +1 more source

The incidence of stroke among selected patients undergoing elective posterior lumbar fusion: a retrospective cohort study

open access: yesBMC Musculoskeletal Disorders, 2020
Background Although stroke is a rare complication among spinal surgery patients, the recognition of this adverse event is critical given the aging population undergoing surgical procedures.
Patrick J. Arena   +9 more
doaj   +1 more source

Data Analysis

open access: yesData Science Journal, 2013
The objective of this report is to highlight opportunities for enhancing global research data infrastructures from the point of view of data analysis. We discuss various directions and data-analysis functionalities for supporting such infrastructures.
Benjamin A. Stickler, Ewald Schachinger
openaire   +4 more sources

A Particle Swarm Optimization With Lévy Flight for Service Caching and Task Offloading in Edge-Cloud Computing

open access: yesIEEE Access, 2022
Edge-cloud computing is an efficient approach to address the high latency issue in mobile cloud computing for service provisioning, by placing several computing resources close to end devices. To improve the user satisfaction and the resource efficiency,
Tieliang Gao   +5 more
doaj   +1 more source

The incidence of acute myocardial infarction after elective spinal fusions or joint replacement surgery in the United States: a large-scale retrospective observational cohort study in 322,585 patients

open access: yesPatient Safety in Surgery, 2021
Background Acute myocardial infarction (AMI) is an uncommon but fatal complication among patients undergoing elective spinal fusion surgery (SF), total hip arthroplasty (THA), and total knee arthroplasty (TKA). Our objective was to estimate the incidence
Patrick J. Arena   +7 more
doaj   +1 more source

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