Intraday Functional PCA Forecasting of Cryptocurrency Returns
ABSTRACT We study the functional PCA (FPCA) forecasting method in application to functions of intraday returns on Bitcoin. We show that improved interval forecasts of future return functions are obtained when the conditional heteroscedasticity of return functions is taken into account.
Joann Jasiak, Cheng Zhong
wiley +1 more source
State of health estimation for lithium-ion batteries based on differential thermal voltammetry features and particle swarm optimization-gated recurrent unit. [PDF]
Han B +6 more
europepmc +1 more source
Abstract Multiple sclerosis (MS) arises from an autoimmune response in which the immune system erroneously targets myelin autoantigens within the central nervous system, leading to myelin degradation and subsequent neurological dysfunction. Identifying myelin autoantigenic peptides (MAPs) is therefore critical for understanding MS pathogenesis and ...
Watshara Shoombuatong +4 more
wiley +1 more source
RIS-Aided Physical Layer Security with Imperfect CSI: A Robust Model-Driven Deep Learning Approach. [PDF]
Miao R +6 more
europepmc +1 more source
Micrometer‐sized flower‐shaped metamaterial magnetic flux concentrators are fabricated directly around nano and micromagnetic samples, enabling local field enhancement. Integrated into magnetic sensitive photoemission electron microscopy, they extend the available magnetic field range by up to a factor of five.
Aleix Barrera +16 more
wiley +1 more source
Bayesian-optimized GRU network modeling for thermal error compensation in gantry guideway grinder spindle. [PDF]
Zhu S +5 more
europepmc +1 more source
Seismic Insights Into the Role of Rockfall in Rockslide Destruction Processes
Abstract The dynamic link between rockslide failure and rockfall activity remains elusive, primarily due to the challenge of detecting weak signals amidst high noise. We propose a seismic attribute guided deep learning framework that formulates rockfall detection as a time‐series segmentation task, facilitating the precise extraction of rockfall events
Yaojun Wang +4 more
wiley +1 more source
A Bio-Inspired Lightweight Human Action Recognition Method Based on Human Keypoint Detection. [PDF]
Huang W, Wu M, Chen W, Zhou Q.
europepmc +1 more source
TITAN‐LSTM: A Weather Radar Nowcasting Tool
Abstract Precipitation nowcasting is essential for a wide range of meteorological and hydrological applications, and weather radar plays a central role in this task. Extrapolation algorithms such as TITAN (Thunderstorm Identification, Tracking, Analysis and Nowcasting) provide efficient storm tracking but do not directly use rainfall rate fields, while
Andrea S. Viteri López +1 more
wiley +1 more source
Multiscale Traffic Dynamics Representation for Forecasting via MEMD-Guided Dual-Branch Recurrent Networks. [PDF]
Qian Y +5 more
europepmc +1 more source

