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Matthew Middlehurst

14 papers hereh-index 111.6k citations23 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author8
  • middle author3
  • last author2

Across the 13 of 14 papers where every author was matched, so the position is known.

fields
  • cs.LG14

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedBenchmarking Multivariate Time Series Classification Algorithms

476 citations · 1.5k across the 14 of their papers we have counts for

collaborators
Showing 2019Show all

3 papers · 1 filter

cs.LG2019★ 1 cited

A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers

Anthony Bagnall, James Large, Matthew Middlehurst

Time series classification (TSC) is the problem of learning labels from time dependent data. One class of algorithms is derived from a bag of words approach. A window is run along…

cs.LG2019★ 7 cited

A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency

Anthony Bagnall, Franz Király, Markus Löning +2

sktime is an open source, Python based, sklearn compatible toolkit for time series analysis developed by researchers at the University of East Anglia (UEA), University College Lond…

cs.LG2019★ 73 cited

Scalable Dictionary Classifiers for Time Series Classification

Matthew Middlehurst, William Vickers, Anthony Bagnall

Dictionary based classifiers are a family of algorithms for time series classification (TSC), that focus on capturing the frequency of pattern occurrences in a time series. The ens…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.