Learning neural representation for time series
Time series analysis has become increasingly important in various fields, including industry, finance, and climate science. The proliferation of sensors and the data heterogeneity necessitate effective time series modeling techniques. While complex supervised machine learning models have been developed for specific tasks, representation learning offers
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Traumatic Microhemorrhages Are Not Synonymous With Axonal Injury
ABSTRACT Diffuse axonal injury (DAI) is caused by acceleration‐deceleration forces during trauma that shear white matter tracts. Susceptibility‐weighted MRI (SWI) identifies microbleeds that are considered the radiologic hallmark of DAI and are used in clinical prognostication.
Karinn Sytsma +9 more
wiley +1 more source
Full-scale indexing and semantic annotation of CT imaging: boosting FAIRness. [PDF]
Ulrich H +3 more
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ABSTRACT Background SOX1 antibody‐positive paraneoplastic neurological syndromes (PNS) exhibit significant population‐specific clinical heterogeneity. While Western cohorts predominantly manifest Lambert‐Eaton myasthenic syndrome (65%–80%), comprehensive clinical characterization and treatment response data in Asian populations remain critically ...
Jin‐Long Ye +11 more
wiley +1 more source
MSRRT-DETR: A high-precision apple detection method with strong cross-domain generalization capability in complex orchard scenes. [PDF]
Zhang X +9 more
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Meningovascular Inflammation in Cerebral Amyloid Angiopathy‐Related Cortical Superficial Siderosis
ABSTRACT The role of inflammation in cortical superficial siderosis (cSS), a marker of cerebral amyloid angiopathy (CAA) linked to high hemorrhage risk, is unclear. We examined 15 patients with cSS using 3 T post‐contrast vessel wall MRI (VWI) and CSF analysis.
Philipp Arndt +8 more
wiley +1 more source
Bridging developmental and statistical approaches to variation and evolution. [PDF]
Milocco L, Uller T.
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Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning [PDF]
Chun‐Kai Huang +7 more
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ABSTRACT Objective To delineate specific in vivo white matter pathology in neuronal intranuclear inclusion disease (NIID) using diffusion spectrum imaging (DSI) and define its clinical relevance. Methods DSI was performed on 42 NIID patients and 38 matched controls.
Kaiyan Jiang +10 more
wiley +1 more source
PGSFormer: traffic flow prediction based on joint optimization of progressive graph convolutional networks with subseries transformer. [PDF]
Chen L.
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