Summary of the Capabilities of time series classifiers
See original GitHub issuesummary of the type of data input the main sktime classifiers can deal with. If you are interested in extending the capabilities of any of these classifiers, get in touch and we will offer some guidance.
FK comments [added 2021-07-21]: before implementing this, the part on _tags
in #1146 should be done, i.e., moving the capabilities to the new _tags
system compatible with BaseObject
.
This should be done in collaboration with @TonyBagnall and either myself or @mloning, since it touches some design specifications that we need to follow.
There is also the automated estimator overview in the sphinx docs which can be taken as a template for this, see #704.
Issue Analytics
- State:
- Created 2 years ago
- Comments:6 (4 by maintainers)
Top Results From Across the Web
A Brief Survey of Time Series Classification Algorithms
Dedicated algorithms specially designed for classifying time series · Distance-based (KNN with dynamic time warping) · Interval-based ( ...
Read more >What is time series classification? - IBM Developer
Time series classification uses supervised machine learning to analyze multiple labeled classes of time series data and then predict or ...
Read more >A Systematic Review of Time Series Classification Techniques ...
Conclusions: In this review paper, summaries of the time series classification models and interpretation methods for biomedical applications ...
Read more >Time Series Classification: A review of Algorithms and ...
Time series classification is a subfield of machine learning with numerous real-life ... Some algorithms consist in extracting features from time series.
Read more >Time series classification – an overview - Developers Bay
In essence, time series classification is a type of supervised machine learning problem. Supervised problems have the following procedure: You ...
Read more >
Top Related Medium Post
No results found
Top Related StackOverflow Question
No results found
Troubleshoot Live Code
Lightrun enables developers to add logs, metrics and snapshots to live code - no restarts or redeploys required.
Start Free
Top Related Reddit Thread
No results found
Top Related Hackernoon Post
No results found
Top Related Tweet
No results found
Top Related Dev.to Post
No results found
Top Related Hashnode Post
No results found
Correct, on the docs side.
Under the hood, we also need a consolidated tags system, as in #981, with the registry retrieval/query functionality that @mloning proposed.
adding to this is to add Cababilities (soon to be tags) to classifiers without them, including [ColumnEnsembleClassifier, ComposableTimeSeriesForestClassifier, IndividualBOSS, IndividualTDE, ProximityStump, ProximityTree]