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The Future of Data Analysis [PDF]
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
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NFAD: fixing anomaly detection using normalizing flows [PDF]
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
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DataSHIELD: taking the analysis to the data, not the data to the analysis [PDF]
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
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Publisher Correction: Parkinson’s disease prognostic scores for progression of cognitive decline
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
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Double-branch feature fusion transformer for hyperspectral image classification
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
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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
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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
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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
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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
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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
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