Classification for Time Series Data. An Unsupervised Approach Based on Reduction of Dimensionality
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DOI: 10.1007/s00357-019-9308-z
Abstract: In this work we use a novel methodology for the classification of time series data, through a natural, unsupervised data learning process. This strategy is based on the sequential use of Multiple Factor Analysis and… read more here.
Keywords: series data; time; time series; classification time ... See more keywords
Early Classification of Time Series Based on Reliable Labels
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DOI: 10.1109/tcss.2025.3587429
Abstract: Early classification of time series aims to predict class labels as promptly as possible while maintaining sufficient accuracy. Existing approaches often rely on multiple classifiers for different input lengths, increasing training cost and complexity. We… read more here.
Keywords: classification; time series; early classification; classification time ... See more keywords
Early Classification of Time Series by Simultaneously Optimizing the Accuracy and Earliness
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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