Aadya Chinubhai

Add loo_expectation

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Related to #2059 ---- 📚 Documentation preview 📚: https://arviz--2301.org.readthedocs.build/en/2301/

[ENH] Add Swale Scoring Model

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Related to: #425 Implemented as per [this paper](http://dbgroup.eecs.umich.edu/files/sigmod07timeseries.pdf), Section 5. Couldn't verify the correctness due to a lack of alternate implementations. I shall continue to work on this once we...

[MNT] Use Numpy Vectorization in ContinuosIntervalTree fit method

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### Describe the issue In `ContinuosIntervalTree.fit` method in `classification/sklearn` module, we use the following lines: ``` distribution = np.zeros(self.n_classes_) for i in range(len(y)): distribution[y[i]] += 1 ``` Instead we could...

ENH: special: add `softplus`

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#### Reference issue Closes #17905 #### What does this implement/fix? This Pull Request implements a numerically stable version of the softplus function by wrapping the logaddexp function of the numpy...

Expose dtypes from fused_numerics.pxd

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Closes #7268

[GSoC '24] Tracker Issue

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### Describe the issue Just organizing too many PRs :)) ### Suggest a potential alternative/fix - [x] AEBiGRUNetwork - [x] AEAttentionBiGRUNetwork - [x] AEDCNNNetwork - [x] DCNNNetwork - [x] AEDRNNNetwork...

[ENH] Implement Multi - Reconstruction loss in AEResNetClusterer

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Multi-rec loss is the mean squared error which takes into account all layers of the encoder and decoder.

[ENH] Add Multi Reconstruction loss to AEFCNClusterer

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Mean Squared Error between encoder and decoder layers summed up for a symmetric deep auto-encoder architecture.

[ENH] Add AEDCNNClusterer

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Implementation of Time Series Clusterer based on dilated convolutional neural networks (DCNN).

[ENH] Add AEDRNNClusterer

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Implements Clusterer based on Dilated Recurrent Neural Network (DRNN).