PIP: Pictorial Interpretable Prototype Learning for Time Series Classification. [PDF]
Ghods A, Cook DJ.
europepmc +1 more source
ABSTRACT Objective To determine whether integration of serum neurofilament light chain (NfL) and cortical dysfunction improves diagnostic accuracy in amyotrophic lateral sclerosis (ALS) when applied alongside the Gold Coast criteria (GCC). Methods In this prospective study, 148 participants with suspected ALS were recruited (101 ALS and 47 with ALS ...
Aicee Dawn Calma +16 more
wiley +1 more source
Horizontal nystagmus identification with joint SAM segmentation and time series classification. [PDF]
Lin C +5 more
europepmc +1 more source
Decoupled Early Time Series Classification Using Varied-Length Feature Augmentation and Gradient Projection Technique. [PDF]
Chen H +5 more
europepmc +1 more source
ABSTRACT Objective Early risk stratification may support clinical decision‐making in spontaneous intracerebral hemorrhage (ICH). We aimed to develop and internally validate HAGIV, a score integrating frequency of imaging markers (FIM), a time‐adjusted non‐contrast computed tomography (CT) metric of hematoma expansion, with established predictors for 90‐
Lei Song +10 more
wiley +1 more source
A Comprehensive Explanation Framework for Biomedical Time Series Classification. [PDF]
Ivaturi P +5 more
europepmc +1 more source
On Multivariate Financial Time Series Classification
This article investigates the use of Machine Learning and Deep Learning models in multivariate time series analysis within financial markets. It compares small and big data approaches, focusing on their distinct challenges and the benefits of scaling. Traditional methods such as SVMs are contrasted with modern architectures like ConvTimeNet.
openaire +2 more sources
Time-Series Classification: Technique Development and Empirical Evaluation
Many interesting applications involve decision prediction based on a time-series sequence or a set of time-series sequences, which are referred to as time-series classification problems.
Yang, Ching-Ting
core
Long‐Term Neurologic Exam Findings in People Diagnosed and Treated During Acute HIV Infection
ABSTRACT Objective Evaluate clinical and laboratory correlates of abnormal neurologic exam findings after acute HIV infection (AHI). Methods Participants from the RV254/SEARCH 010 cohort in Bangkok underwent standardized neurologic examinations at Weeks 0 (AHI), 12, 96, and 288 following antiretroviral therapy (ART).
Kathryn B. Holroyd +118 more
wiley +1 more source
EffiShapeFormer: Shapelet-Based Sensor Time Series Classification with Dual Filtering and Convolutional-Inverted Attention. [PDF]
Bao J +12 more
europepmc +1 more source

