Search Results for author: Trent Henderson

Found 3 papers, 2 papers with code

Never a Dull Moment: Distributional Properties as a Baseline for Time-Series Classification

no code implementations31 Mar 2023 Trent Henderson, Annie G. Bryant, Ben D. Fulcher

The variety of complex algorithmic approaches for tackling time-series classification problems has grown considerably over the past decades, including the development of sophisticated but challenging-to-interpret deep-learning-based methods.

Classification Time Series +1

Feature-Based Time-Series Analysis in R using the theft Package

1 code implementation12 Aug 2022 Trent Henderson, Ben D. Fulcher

With an increasing volume and complexity of time-series datasets in the sciences and industry, theft provides a standardized framework for comprehensively quantifying and interpreting informative structure in time series.

Data Visualization Time Series +2

An Empirical Evaluation of Time-Series Feature Sets

1 code implementation21 Oct 2021 Trent Henderson, Ben D. Fulcher

For example, in TSFEL, 90% of the variance across 390 features can be captured with just four PCs.

Time Series Time Series Analysis

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