:orphan: .. _sphx_glr_auto_examples: .. _general_examples: Introductory examples --------------------- Introductory examples for time series in general. .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_ts_thumb.png :ref:`sphx_glr_auto_examples_plot_ts.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_ts .. raw:: html
.. _sphx_glr_auto_examples_approximation: .. _approximation_examples: Approximating time series ------------------------- Approximation algorithms try to capture the most important information from time series. They can be seen as simple feature extraction algorithms. .. raw:: html
.. only:: html .. figure:: /auto_examples/approximation/images/thumb/sphx_glr_plot_paa_thumb.png :ref:`sphx_glr_auto_examples_approximation_plot_paa.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/approximation/plot_paa .. raw:: html
.. only:: html .. figure:: /auto_examples/approximation/images/thumb/sphx_glr_plot_mcb_thumb.png :ref:`sphx_glr_auto_examples_approximation_plot_mcb.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/approximation/plot_mcb .. raw:: html
.. only:: html .. figure:: /auto_examples/approximation/images/thumb/sphx_glr_plot_dft_thumb.png :ref:`sphx_glr_auto_examples_approximation_plot_dft.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/approximation/plot_dft .. raw:: html
.. only:: html .. figure:: /auto_examples/approximation/images/thumb/sphx_glr_plot_sax_thumb.png :ref:`sphx_glr_auto_examples_approximation_plot_sax.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/approximation/plot_sax .. raw:: html
.. _sphx_glr_auto_examples_bag_of_words: .. _bag_of_words_examples: Bag-of-words transformation --------------------------- Bag-of-words algorithms transform a sequence of symbols into a bag of words. .. raw:: html
.. only:: html .. figure:: /auto_examples/bag_of_words/images/thumb/sphx_glr_plot_bow_thumb.png :ref:`sphx_glr_auto_examples_bag_of_words_plot_bow.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/bag_of_words/plot_bow .. raw:: html
.. _sphx_glr_auto_examples_classification: .. _classification_examples: Classification algorithms ------------------------- Classification algorithms can directly classify raw time series. .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_bossvs_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_bossvs.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_bossvs .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_saxvsm_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_saxvsm.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_saxvsm .. raw:: html
.. _sphx_glr_auto_examples_datasets: .. _datasets_examples: Dataset utilities ----------------- Examples on how to load and make time series datasets. .. raw:: html
.. only:: html .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_plot_make_cbf_thumb.png :ref:`sphx_glr_auto_examples_datasets_plot_make_cbf.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/datasets/plot_make_cbf .. raw:: html
.. only:: html .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_plot_load_gunpoint_thumb.png :ref:`sphx_glr_auto_examples_datasets_plot_load_gunpoint.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/datasets/plot_load_gunpoint .. raw:: html
.. _sphx_glr_auto_examples_decomposition: .. _decomposition_examples: Decomposing time series ----------------------- Decomposition algorithms decompose time series into several time series. .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_ssa_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_ssa.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_ssa .. raw:: html
.. _sphx_glr_auto_examples_image: .. _image_examples: Imaging time series ------------------- Imaging algorithms transform time series into images. .. raw:: html
.. only:: html .. figure:: /auto_examples/image/images/thumb/sphx_glr_plot_rp_thumb.png :ref:`sphx_glr_auto_examples_image_plot_rp.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/image/plot_rp .. raw:: html
.. only:: html .. figure:: /auto_examples/image/images/thumb/sphx_glr_plot_mtf_thumb.png :ref:`sphx_glr_auto_examples_image_plot_mtf.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/image/plot_mtf .. raw:: html
.. only:: html .. figure:: /auto_examples/image/images/thumb/sphx_glr_plot_gaf_thumb.png :ref:`sphx_glr_auto_examples_image_plot_gaf.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/image/plot_gaf .. raw:: html
.. _sphx_glr_auto_examples_metrics: .. _metrics_examples: Metrics ------- Specific metrics for time series have been developed. The examples below illustrate some of the implemented metrics. .. raw:: html
.. only:: html .. figure:: /auto_examples/metrics/images/thumb/sphx_glr_plot_sakoe_chiba_thumb.png :ref:`sphx_glr_auto_examples_metrics_plot_sakoe_chiba.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/metrics/plot_sakoe_chiba .. raw:: html
.. only:: html .. figure:: /auto_examples/metrics/images/thumb/sphx_glr_plot_itakura_thumb.png :ref:`sphx_glr_auto_examples_metrics_plot_itakura.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/metrics/plot_itakura .. raw:: html
.. only:: html .. figure:: /auto_examples/metrics/images/thumb/sphx_glr_plot_dtw_thumb.png :ref:`sphx_glr_auto_examples_metrics_plot_dtw.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/metrics/plot_dtw .. raw:: html
.. _sphx_glr_auto_examples_multivariate: .. _multivariate_examples: Multivariate time series ------------------------ Specific algorithms for multivariate time series have been developed. The examples below illustrate some of the implemented ones. .. raw:: html
.. only:: html .. figure:: /auto_examples/multivariate/images/thumb/sphx_glr_plot_joint_rp_thumb.png :ref:`sphx_glr_auto_examples_multivariate_plot_joint_rp.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/multivariate/plot_joint_rp .. raw:: html
.. only:: html .. figure:: /auto_examples/multivariate/images/thumb/sphx_glr_plot_weasel_muse_thumb.png :ref:`sphx_glr_auto_examples_multivariate_plot_weasel_muse.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/multivariate/plot_weasel_muse .. raw:: html
.. _sphx_glr_auto_examples_preprocessing: .. _preprocessing_examples: Preprocessing tools ------------------- Preprocessing data is a common task in machine learning. The examples below illustrate the preprocessing tools available in this module. .. raw:: html
.. only:: html .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_transformers_thumb.png :ref:`sphx_glr_auto_examples_preprocessing_plot_transformers.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/preprocessing/plot_transformers .. raw:: html
.. only:: html .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_imputer_thumb.png :ref:`sphx_glr_auto_examples_preprocessing_plot_imputer.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/preprocessing/plot_imputer .. raw:: html
.. only:: html .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_scalers_thumb.png :ref:`sphx_glr_auto_examples_preprocessing_plot_scalers.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/preprocessing/plot_scalers .. raw:: html
.. _sphx_glr_auto_examples_transformation: .. _transformation_examples: Transformation algorithms ------------------------- Transformation algorithms try to capture the most important information from time series using advanced transformation. They can be seen as complex feature extraction algorithms. .. raw:: html
.. only:: html .. figure:: /auto_examples/transformation/images/thumb/sphx_glr_plot_shapelet_transform_thumb.png :ref:`sphx_glr_auto_examples_transformation_plot_shapelet_transform.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/transformation/plot_shapelet_transform .. raw:: html
.. only:: html .. figure:: /auto_examples/transformation/images/thumb/sphx_glr_plot_boss_thumb.png :ref:`sphx_glr_auto_examples_transformation_plot_boss.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/transformation/plot_boss .. raw:: html
.. only:: html .. figure:: /auto_examples/transformation/images/thumb/sphx_glr_plot_weasel_thumb.png :ref:`sphx_glr_auto_examples_transformation_plot_weasel.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/transformation/plot_weasel .. raw:: html
.. only :: html .. container:: sphx-glr-footer :class: sphx-glr-footer-gallery .. container:: sphx-glr-download :download:`Download all examples in Python source code: auto_examples_python.zip ` .. container:: sphx-glr-download :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_