An Effective Confidence-Based Early Classification of Time Series
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2929644
Abstract: Early classification of time series aims to predict the class value of a sequence accurately as early as possible, not wait for the full-length data, which is significant in many time-sensitive applications and has attracted… read more here.
Keywords: confidence; early classification; classification; time series ... See more keywords
Early Classification of Time Series by Simultaneously Optimizing the Accuracy and Earliness
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2017.2764939
Abstract: The problem of early classification of time series appears naturally in contexts where the data, of temporal nature, are collected over time, and early class predictions are interesting or even required. The objective is to… read more here.
Keywords: classification time; early classification; classification; accuracy earliness ... See more keywords
Snippet Policy Network V2: Knee-Guided Neuroevolution for Multi-Lead ECG Early Classification.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3187741
Abstract: Early time series classification predicts the class label of a given time series before it is completely observed. In time-critical applications, such as arrhythmia monitoring in ICU, early treatment contributes to the patient's fast recovery,… read more here.
Keywords: classification; snippet; early classification; time series ... See more keywords