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Research update (#160)
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* Adding change point metrics to the Metrics table for implementation in sktime

* Added cost functions from Truong et.al 2020, as well as metrics
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RobotPsychologist authored Nov 18, 2024
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| Metric Type | Description | Math Description |
| - | - | --- |
| Annotation error | Difference between the predicted number of cps and actual cps | $\Delta_{AE}(\mathcal{T}^{*},\hat{\mathcal{T}}):=\|\hat{K} - K^{*}\|$ |
| Hausdorff error | the greatest temporal distance between a chance point and its prediction | $\Delta_{HA}(\mathcal{T}^{*},\hat{\mathcal{T}}):= \max{\{\max_{\hat{t}\in\hat{\mathcal{T}}} \min_{t^{*}\in\mathcal{T}}^{*} \|\hat{t}-t^{*}\|,\max_{t^{*}\in \mathcal{T}^{*}} \min_{\hat{t}\in\hat{\mathcal{T}}}\|\hat{t}-t^{*}\|\}}$ |
| Hausdorff error | the greatest temporal distance between a change point and its prediction | $\Delta_{HA}(\mathcal{T}^{*},\hat{\mathcal{T}}):= \max{\{\max_{\hat{t}\in\hat{\mathcal{T}}} \min_{t^{*}\in\mathcal{T}^{*}} \|\hat{t}-t^{*}\|,\max_{t^{*}\in \mathcal{T}^{*}} \min_{\hat{t}\in\hat{\mathcal{T}}}\|\hat{t}-t^{*}\|\}}$ |
| Rand index | | |
| F1-Score | | |
| | | |
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