From 466aab36bde6e3c38a4eb246669b4d52ef0022a7 Mon Sep 17 00:00:00 2001 From: Sachin-G13 Date: Sat, 30 Nov 2024 20:10:18 +0530 Subject: [PATCH 1/9] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index cc6d8a909d..29592da9f1 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ does not apply: - `similarity_search` - `visualisation` -| Overview | | +| Overview | # Sachin Gaikwad | 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| **CI/CD** | [![github-actions-release](https://img.shields.io/github/actions/workflow/status/aeon-toolkit/aeon/release.yml?logo=github&label=build%20%28release%29)](https://github.com/aeon-toolkit/aeon/actions/workflows/release.yml) [![github-actions-main](https://img.shields.io/github/actions/workflow/status/aeon-toolkit/aeon/pr_pytest.yml?logo=github&branch=main&label=build%20%28main%29)](https://github.com/aeon-toolkit/aeon/actions/workflows/pr_pytest.yml) [![github-actions-nightly](https://img.shields.io/github/actions/workflow/status/aeon-toolkit/aeon/periodic_tests.yml?logo=github&label=build%20%28nightly%29)](https://github.com/aeon-toolkit/aeon/actions/workflows/periodic_tests.yml) [![docs-main](https://img.shields.io/readthedocs/aeon-toolkit/stable?logo=readthedocs&label=docs%20%28stable%29)](https://www.aeon-toolkit.org/en/stable/) [![docs-main](https://img.shields.io/readthedocs/aeon-toolkit/latest?logo=readthedocs&label=docs%20%28latest%29)](https://www.aeon-toolkit.org/en/latest/) [![!codecov](https://img.shields.io/codecov/c/github/aeon-toolkit/aeon?label=codecov&logo=codecov)](https://codecov.io/gh/aeon-toolkit/aeon) [![openssf-scorecard](https://api.scorecard.dev/projects/github.com/aeon-toolkit/aeon/badge)](https://img.shields.io/ossf-scorecard/github.com/aeon-toolkit/aeon?label=openssf%20scorecard&style=flat) | | **Code** | [![!pypi](https://img.shields.io/pypi/v/aeon?logo=pypi&color=blue)](https://pypi.org/project/aeon/) [![!conda](https://img.shields.io/conda/vn/conda-forge/aeon?logo=anaconda&color=blue)](https://anaconda.org/conda-forge/aeon) [![!python-versions](https://img.shields.io/pypi/pyversions/aeon?logo=python)](https://www.python.org/) [![!black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) [![license](https://img.shields.io/badge/license-BSD%203--Clause-green?logo=style)](https://github.com/aeon-toolkit/aeon/blob/main/LICENSE) [![binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/aeon-toolkit/aeon/main?filepath=examples) | From 498f4d0fac64f17bcc6f27fc5586fd75c3d28b59 Mon Sep 17 00:00:00 2001 From: Sachin-G13 Date: Thu, 12 Dec 2024 18:45:12 +0530 Subject: [PATCH 2/9] Add and describe other deep learning classifiers in the deep learning notebook --- examples/classification/deep_learning.ipynb | 422 +++++++++++++++++- examples/classification/img/DisjointCNN.png | Bin 0 -> 107237 bytes .../classification/img/EncoderClassifier.png | Bin 0 -> 90889 bytes .../classification/img/LITE architecture.png | Bin 0 -> 153571 bytes .../classification/img/TimeCNNClassifier.png | Bin 0 -> 66406 bytes 5 files changed, 399 insertions(+), 23 deletions(-) create mode 100644 examples/classification/img/DisjointCNN.png create mode 100644 examples/classification/img/EncoderClassifier.png create mode 100644 examples/classification/img/LITE architecture.png create mode 100644 examples/classification/img/TimeCNNClassifier.png diff --git a/examples/classification/deep_learning.ipynb b/examples/classification/deep_learning.ipynb index 52ac33d875..4f0c105e38 100644 --- a/examples/classification/deep_learning.ipynb +++ b/examples/classification/deep_learning.ipynb @@ -32,35 +32,378 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "2024-11-12 08:25:34.582860: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", - "2024-11-12 08:25:34.583988: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n", - "2024-11-12 08:25:34.626288: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n", - "2024-11-12 08:25:34.772595: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", - "To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2024-11-12 08:25:35.886826: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" + "Collecting aeon\n", + " Downloading aeon-1.0.0-py3-none-any.whl.metadata (20 kB)\n", + "Collecting deprecated>=1.2.13 (from aeon)\n", + " 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\u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m0s\u001B[0m 2ms/step\n" + "\u001b[1m65/65\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n" ] }, { "data": { "text/plain": [ - "0.49854227405247814" + "0.5014577259475219" ] }, - "execution_count": 1, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -106,7 +449,33 @@ "\n", "An ``IndividualInceptionClassifier`` is structured as follows.\n", "\n", - "\"ROCKET.\"" + "\"ROCKET.\"\n", + "\n", + "The ``BaseDeepClassifier`` serves as an abstract foundation for deep learning-based time series classifiers. It provides default implementations for prediction methods and requires defining a custom model-building process. Supporting multivariate inputs and leveraging TensorFlow, it includes key parameters like batch size, random state, and output file names, emphasizing flexibility and extensibility for deep learning tasks.\n", + "\n", + "The ``TimeCNNClassifier`` is a deep learning model designed for time-series classification using convolutional neural networks (CNN), as described in [5]. It consists of multiple convolution layers with customizable kernel sizes, number of filters, activation functions, and pooling layers. The model supports various configurations for padding, strides, and dilation rates. The model's adaptability allows it to handle noise and achieve superior classification accuracy. Customizable parameters include kernel sizes, activation functions, and pooling layers, supporting versatile applications across various domains.\n", + "The CNN architecture for three-variate time series classification is structured follows.\n", + "\n", + "\"ROCKET\"\n", + "\n", + "The ``FCNClassifier`` differs from the ``TimeCNNClassifier`` primarily in its deeper architecture with three convolutional layers, larger default filters, and kernel sizes designed for time-series feature extraction [5]. While both utilize convolutional operations, FCN focuses on categorical cross-entropy loss, whereas TimeCNN emphasizes mean-squared-error loss, making FCN more suited for classification tasks.\n", + "\n", + "The ``DisjointCNNClassifier`` is a deep learning model designed for time-series classification using a unique 1+1D convolutional architecture [6]. It features four convolutional layers, customizable filter sizes, ELU activations, and a max-pooling layer. The model integrates fully connected layers and optimizes using categorical cross-entropy loss, focusing on flexibility and accuracy for diverse time-series datasets.\n", + "The overall architecture of the disjointCNN model and 1+1D block is as follows.\n", + "\n", + "\"ROCKET\"\n", + "\n", + "The ``LITETimeClassifier`` is an ensemble classifier combining multiple ``IndividualLITETimeClassifier`` models to handle univariate and multivariate time-series data [7]. It uses configurable layers, kernels, and activations, supporting LITE or LITEMV variants for diverse tasks. Key features include categorical cross-entropy loss, adjustable filters, and extensive model-saving options for flexibility and robustness in time-series classification.\n", + "The LITE architecture is as follows.\n", + "\n", + "\"ROCKET\"\n", + "\n", + "HInception is a hierarchical variant of Inception modules, designed to process multi-scale data with an emphasis on capturing hierarchical relationships in time-series datasets [8].\n", + "\n", + "The ``EncoderClassifier`` is a neural network model tailored for time-series classification. It features 1D convolution layers with customizable kernel sizes, filters, and padding [9]. Incorporating max pooling, dropout, and a fully connected layer, it uses sigmoid activation and categorical cross-entropy loss. Designed for flexibility, it supports various optimizers, callbacks, and saving mechanisms, offering robust performance for diverse datasets.\n", + "The architecture diagram of the encoder(top) and the convolutional block(bottom left) is as follows.\n", + "\n", + "\"ROCKET\"" ] }, { @@ -283,21 +652,28 @@ "[3] Foumani et al. (2023) \"Deep Learning for Time Series Classification and Extrinsic\n", "Regression: A Current Survey\" ArXiv https://arxiv.org/pdf/2302.02515.pdf\n", "\n", - "[4] https://github.com/MSD-IRIMAS/CF-4-TSC" + "[4] https://github.com/MSD-IRIMAS/CF-4-TSC\n", + "\n", + "[5] Zhao et. al, Convolutional neural networks for time series classification,\n", + " Journal of Systems Engineering and Electronics, 28(1):2017\n", + "\n", + "[6] Foumani, Seyed Navid Mohammadi, Chang Wei Tan, and Mahsa Salehi.\n", + " \"Disjoint-cnn for multivariate time series classification\n", + "\n", + "[7] Ismail-Fawaz et al. LITE: Light Inception with boosTing\n", + " tEchniques for Time Series Classification, IEEE International\n", + " Conference on Data Science and Advanced Analytics, 2023\n", + "\n", + "[8] Mancuso, P., Piccialli, V. and Sudoso, A.M., 2021. A machine learning approach for forecasting hierarchical time series. Expert Systems with Applications, 182, p.115102.\n", + "\n", + "[9] Serrà et al. Towards a Universal Neural Network Encoder for Time Series In proceedings International Conference of the Catalan Association for Artificial Intelligence, 120--129 2018" ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [] } ], "metadata": { "file_extension": ".py", "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "base", "language": "python", "name": "python3" }, @@ -311,7 +687,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.7" }, "mimetype": "text/x-python", "name": "python", diff --git a/examples/classification/img/DisjointCNN.png b/examples/classification/img/DisjointCNN.png new file mode 100644 index 0000000000000000000000000000000000000000..f4261e309b1e37ce0495b402976f11211b9b9bf8 GIT binary patch literal 107237 zcmb@tWmp{Dwl$g{fyQavt#Nk=!5g}9cXxt21WTZi#v8Zb8Ug`Aa0%{Ca6+(P2_77B 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deletion(-) diff --git a/README.md b/README.md index 29592da9f1..5779329749 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ does not apply: - `similarity_search` - `visualisation` -| Overview | # Sachin Gaikwad | +| Overview | | |-----------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | **CI/CD** | [![github-actions-release](https://img.shields.io/github/actions/workflow/status/aeon-toolkit/aeon/release.yml?logo=github&label=build%20%28release%29)](https://github.com/aeon-toolkit/aeon/actions/workflows/release.yml) [![github-actions-main](https://img.shields.io/github/actions/workflow/status/aeon-toolkit/aeon/pr_pytest.yml?logo=github&branch=main&label=build%20%28main%29)](https://github.com/aeon-toolkit/aeon/actions/workflows/pr_pytest.yml) [![github-actions-nightly](https://img.shields.io/github/actions/workflow/status/aeon-toolkit/aeon/periodic_tests.yml?logo=github&label=build%20%28nightly%29)](https://github.com/aeon-toolkit/aeon/actions/workflows/periodic_tests.yml) [![docs-main](https://img.shields.io/readthedocs/aeon-toolkit/stable?logo=readthedocs&label=docs%20%28stable%29)](https://www.aeon-toolkit.org/en/stable/) [![docs-main](https://img.shields.io/readthedocs/aeon-toolkit/latest?logo=readthedocs&label=docs%20%28latest%29)](https://www.aeon-toolkit.org/en/latest/) [![!codecov](https://img.shields.io/codecov/c/github/aeon-toolkit/aeon?label=codecov&logo=codecov)](https://codecov.io/gh/aeon-toolkit/aeon) [![openssf-scorecard](https://api.scorecard.dev/projects/github.com/aeon-toolkit/aeon/badge)](https://img.shields.io/ossf-scorecard/github.com/aeon-toolkit/aeon?label=openssf%20scorecard&style=flat) | | **Code** | [![!pypi](https://img.shields.io/pypi/v/aeon?logo=pypi&color=blue)](https://pypi.org/project/aeon/) [![!conda](https://img.shields.io/conda/vn/conda-forge/aeon?logo=anaconda&color=blue)](https://anaconda.org/conda-forge/aeon) [![!python-versions](https://img.shields.io/pypi/pyversions/aeon?logo=python)](https://www.python.org/) [![!black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) [![license](https://img.shields.io/badge/license-BSD%203--Clause-green?logo=style)](https://github.com/aeon-toolkit/aeon/blob/main/LICENSE) [![binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/aeon-toolkit/aeon/main?filepath=examples) | From b8490255a977b9d8c19319c64d65c52cd1abcaeb Mon Sep 17 00:00:00 2001 From: Sachin-G13 Date: Fri, 13 Dec 2024 00:20:30 +0530 Subject: [PATCH 6/9] Add and describe Deep Learning Classifiers in teh Deep Learning Notebook --- examples/classification/deep_learning.ipynb | 4 ---- 1 file changed, 4 deletions(-) diff --git a/examples/classification/deep_learning.ipynb b/examples/classification/deep_learning.ipynb index 308055da28..5e4e3ac15d 100644 --- a/examples/classification/deep_learning.ipynb +++ b/examples/classification/deep_learning.ipynb @@ -34,11 +34,7 @@ "name": "stdout", "output_type": "stream", "text": [ -<<<<<<< HEAD - "\u001b[1m65/65\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step\n" -======= "\u001b[1m65/65\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n" ->>>>>>> b4b53030dabe6a2a4ec60d81fc7ff1df0037a3a0 ] }, { From 3750bc37a715f0531351691950d4aeca21e9cea6 Mon Sep 17 00:00:00 2001 From: Sachin-G13 Date: Fri, 13 Dec 2024 00:23:29 +0530 Subject: [PATCH 7/9] Add and describe Deep Learning Classifiers in the Deep Learning Notebook --- examples/classification/deep_learning.ipynb | 4 ---- 1 file changed, 4 deletions(-) diff --git a/examples/classification/deep_learning.ipynb b/examples/classification/deep_learning.ipynb index 5e4e3ac15d..8d6fd16df1 100644 --- a/examples/classification/deep_learning.ipynb +++ b/examples/classification/deep_learning.ipynb @@ -115,11 +115,7 @@ "The ``EncoderClassifier`` is a neural network model tailored for time-series classification. It features 1D convolution layers with customizable kernel sizes, filters, and padding [9]. Incorporating max pooling, dropout, and a fully connected layer, it uses sigmoid activation and categorical cross-entropy loss. Designed for flexibility, it supports various optimizers, callbacks, and saving mechanisms, offering robust performance for diverse datasets.\n", "The architecture diagram of the encoder(top) and the convolutional block(bottom left) is as follows.\n", "\n", -<<<<<<< HEAD "\"ROCKET\"\n" -======= - "\"ROCKET\"" ->>>>>>> b4b53030dabe6a2a4ec60d81fc7ff1df0037a3a0 ] }, { From b62394530017a8cd1736f17c2d5faf3817d82949 Mon Sep 17 00:00:00 2001 From: Sachin-G13 Date: Fri, 13 Dec 2024 00:58:42 +0530 Subject: [PATCH 8/9] Update Pull_Request_Template --- .github/PULL_REQUEST_TEMPLATE.md | 39 +++++++++++--------------------- 1 file changed, 13 insertions(+), 26 deletions(-) diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md index 9a52250ab0..4eb24fccbd 100644 --- a/.github/PULL_REQUEST_TEMPLATE.md +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -10,42 +10,29 @@ replacement or reason. If in doubt, ask for help. We're here to help! #### Reference Issues/PRs - +Contributes to #2384 #### What does this implement/fix? Explain your changes. - +Adds and describes the other deep learning classifiers we have in the deep learning notebook alongwith references. -#### Does your contribution introduce a new dependency? If yes, which one? +The Deep Learning Classifiers added to the notebook include: - +BaseDeepClassifier +TimeCNNClassifier +FCNClassifier +DisjointCNNClassifier +LITETimeClassifier +IndividualLITEClassifier +HInception +EncoderClassifier -#### Any other comments? +#### Does your contribution introduce a new dependency? If yes, which one? - +#### Any other comments? ### PR checklist - ##### For all contributions - [ ] I've added myself to the [list of contributors](https://github.com/aeon-toolkit/aeon/blob/main/.all-contributorsrc). Alternatively, you can use the [@all-contributors](https://allcontributors.org/docs/en/bot/usage) bot to do this for you. From 0e5c411fc6eafbd372555e9ffce8f75145892fce Mon Sep 17 00:00:00 2001 From: Sachin-G13 Date: Fri, 13 Dec 2024 01:23:17 +0530 Subject: [PATCH 9/9] Pull_Request --- .github/PULL_REQUEST_TEMPLATE.md | 39 +++++++++++++++++++++----------- 1 file changed, 26 insertions(+), 13 deletions(-) diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md index 4eb24fccbd..9a52250ab0 100644 --- a/.github/PULL_REQUEST_TEMPLATE.md +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -10,29 +10,42 @@ replacement or reason. If in doubt, ask for help. We're here to help! #### Reference Issues/PRs -Contributes to #2384 + #### What does this implement/fix? Explain your changes. -Adds and describes the other deep learning classifiers we have in the deep learning notebook alongwith references. - -The Deep Learning Classifiers added to the notebook include: - -BaseDeepClassifier -TimeCNNClassifier -FCNClassifier -DisjointCNNClassifier -LITETimeClassifier -IndividualLITEClassifier -HInception -EncoderClassifier + #### Does your contribution introduce a new dependency? If yes, which one? + + #### Any other comments? + + ### PR checklist + ##### For all contributions - [ ] I've added myself to the [list of contributors](https://github.com/aeon-toolkit/aeon/blob/main/.all-contributorsrc). Alternatively, you can use the [@all-contributors](https://allcontributors.org/docs/en/bot/usage) bot to do this for you.

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examples/classification/deep_learning.ipynb | 360 -------------------- 1 file changed, 360 deletions(-) diff --git a/examples/classification/deep_learning.ipynb b/examples/classification/deep_learning.ipynb index 4f0c105e38..0bf7b3c291 100644 --- a/examples/classification/deep_learning.ipynb +++ b/examples/classification/deep_learning.ipynb @@ -25,366 +25,6 @@ "although it is worth checking the output.\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting aeon\n", - " Downloading aeon-1.0.0-py3-none-any.whl.metadata (20 kB)\n", - "Collecting deprecated>=1.2.13 (from aeon)\n", - " Downloading Deprecated-1.2.15-py2.py3-none-any.whl.metadata (5.5 kB)\n", - "Requirement already satisfied: numba<0.61.0,>=0.55 in c:\\users\\sachi\\anaconda3\\lib\\site-packages (from aeon) (0.59.0)\n", - "Requirement already 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.../classification/img/EncoderClassifier.png | Bin 0 -> 90889 bytes .../classification/img/LITE architecture.png | Bin 0 -> 153571 bytes .../classification/img/TimeCNNClassifier.png | Bin 0 -> 66406 bytes 5 files changed, 43 insertions(+), 3 deletions(-) create mode 100644 examples/classification/img/DisjointCNN.png create mode 100644 examples/classification/img/EncoderClassifier.png create mode 100644 examples/classification/img/LITE architecture.png create mode 100644 examples/classification/img/TimeCNNClassifier.png diff --git a/examples/classification/deep_learning.ipynb b/examples/classification/deep_learning.ipynb index 52ac33d875..e712b84e22 100644 --- a/examples/classification/deep_learning.ipynb +++ b/examples/classification/deep_learning.ipynb @@ -51,7 +51,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001B[1m65/65\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m0s\u001B[0m 2ms/step\n" + "\u001b[1m65/65\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step\n" ] }, { @@ -106,7 +106,33 @@ "\n", "An ``IndividualInceptionClassifier`` is structured as follows.\n", "\n", - "\"ROCKET.\"" + "\"ROCKET.\"\n", + "\n", + "The ``BaseDeepClassifier`` serves as an abstract foundation for deep learning-based time series classifiers. It provides default implementations for prediction methods and requires defining a custom model-building process. Supporting multivariate inputs and leveraging TensorFlow, it includes key parameters like batch size, random state, and output file names, emphasizing flexibility and extensibility for deep learning tasks.\n", + "\n", + "The ``TimeCNNClassifier`` is a deep learning model designed for time-series classification using convolutional neural networks (CNN), as described in [5]. It consists of multiple convolution layers with customizable kernel sizes, number of filters, activation functions, and pooling layers. The model supports various configurations for padding, strides, and dilation rates. The model's adaptability allows it to handle noise and achieve superior classification accuracy. Customizable parameters include kernel sizes, activation functions, and pooling layers, supporting versatile applications across various domains.\n", + "The CNN architecture for three-variate time series classification is structured follows.\n", + "\n", + "\"ROCKET\"\n", + "\n", + "The ``FCNClassifier`` differs from the ``TimeCNNClassifier`` primarily in its deeper architecture with three convolutional layers, larger default filters, and kernel sizes designed for time-series feature extraction [5]. While both utilize convolutional operations, FCN focuses on categorical cross-entropy loss, whereas TimeCNN emphasizes mean-squared-error loss, making FCN more suited for classification tasks.\n", + "\n", + "The ``DisjointCNNClassifier`` is a deep learning model designed for time-series classification using a unique 1+1D convolutional architecture [6]. It features four convolutional layers, customizable filter sizes, ELU activations, and a max-pooling layer. The model integrates fully connected layers and optimizes using categorical cross-entropy loss, focusing on flexibility and accuracy for diverse time-series datasets.\n", + "The overall architecture of the disjointCNN model and 1+1D block is as follows.\n", + "\n", + "\"ROCKET\"\n", + "\n", + "The ``LITETimeClassifier`` is an ensemble classifier combining multiple ``IndividualLITETimeClassifier`` models to handle univariate and multivariate time-series data [7]. It uses configurable layers, kernels, and activations, supporting LITE or LITEMV variants for diverse tasks. Key features include categorical cross-entropy loss, adjustable filters, and extensive model-saving options for flexibility and robustness in time-series classification.\n", + "The LITE architecture is as follows.\n", + "\n", + "\"ROCKET\"\n", + "\n", + "HInception is a hierarchical variant of Inception modules, designed to process multi-scale data with an emphasis on capturing hierarchical relationships in time-series datasets [8].\n", + "\n", + "The ``EncoderClassifier`` is a neural network model tailored for time-series classification. It features 1D convolution layers with customizable kernel sizes, filters, and padding [9]. Incorporating max pooling, dropout, and a fully connected layer, it uses sigmoid activation and categorical cross-entropy loss. Designed for flexibility, it supports various optimizers, callbacks, and saving mechanisms, offering robust performance for diverse datasets.\n", + "The architecture diagram of the encoder(top) and the convolutional block(bottom left) is as follows.\n", + "\n", + "\"ROCKET\"\n" ] }, { @@ -283,7 +309,21 @@ "[3] Foumani et al. (2023) \"Deep Learning for Time Series Classification and Extrinsic\n", "Regression: A Current Survey\" ArXiv https://arxiv.org/pdf/2302.02515.pdf\n", "\n", - "[4] https://github.com/MSD-IRIMAS/CF-4-TSC" + "[4] https://github.com/MSD-IRIMAS/CF-4-TSC\n", + "\n", + "[5] Zhao et. al, Convolutional neural networks for time series classification,\n", + " Journal of Systems Engineering and Electronics, 28(1):2017\n", + "\n", + "[6] Foumani, Seyed Navid Mohammadi, Chang Wei Tan, and Mahsa Salehi.\n", + " \"Disjoint-cnn for multivariate time series classification\n", + "\n", + "[7] Ismail-Fawaz et al. LITE: Light Inception with boosTing\n", + " tEchniques for Time Series Classification, IEEE International\n", + " Conference on Data Science and Advanced Analytics, 2023\n", + "\n", + "[8] Mancuso, P., Piccialli, V. and Sudoso, A.M., 2021. A machine learning approach for forecasting hierarchical time series. Expert Systems with Applications, 182, p.115102.\n", + "\n", + "[9] Serrà et al. Towards a Universal Neural Network Encoder for Time Series In proceedings International Conference of the Catalan Association for Artificial Intelligence, 120--129 2018" ] }, { diff --git a/examples/classification/img/DisjointCNN.png b/examples/classification/img/DisjointCNN.png new file mode 100644 index 0000000000000000000000000000000000000000..f4261e309b1e37ce0495b402976f11211b9b9bf8 GIT binary patch literal 107237 zcmb@tWmp{Dwl$g{fyQavt#Nk=!5g}9cXxt21WTZi#v8Zb8Ug`Aa0%{Ca6+(P2_77B z``!DTbNBgozwfy}`l+Y7s@AGCYt1p&7;`STrn(X?7A4lRXU}k<5C!dL&(K1iJ$s&w z`2zV5@x59!^6=bSTS@L&?IiU9@&wI6R!#QVv-%|L2P<^sIlu#AIRtqdXHgA3?>`;oB5r}2}b(n(=0JMdu$9_3<)vGb1KH*w?gbFv$@J- zTF=WcW8YqWFTEy($YD8^Uii$3bX% zvkCE-`CrW_zaR@0Ln90M?|1s=)+(6CW^^Bsxc7hjsndgC^;(F|dCbVjIQ{b{vbD7p z*{7|oE#FLqUbVjCY$@Dul-;Ri|3Ah@t&UznKNCIu`itsA5rj(To#G$H7dYf!pS+Z5 zdG7wl49G5ZdiWJDJ^lO?{~UfBNI6$3nW-yU+X&pFsfX#zp5{sYm%;w)kWTQwpYGe# zmHXcvBU=P)7UTctNU7DCVR8S*4NVfssH-QAP*nK*Uo@u!&^(l4rq~<#zv%e?#}S0j 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