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Add description to the UNRELEASED.md file
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hoanganhngo610 committed Oct 9, 2023
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Expand Up @@ -6,6 +6,14 @@ River's mini-batch methods now support pandas v2. In particular, River conforms

- Added `anomaly.LocalOutlierFactor`, which is an online version of the LOF algorithm for anomaly detection that matches the scikit-learn implementation.

## clustering

- Add fixes to `cluster.DBSTREAM` algorithm, including:
- Addition of the `-` sign before the `fading_factor` in accordance with the algorithm 2 proposed by Hashler and Bolanos (2016) to allow clusters with low weights to be removed.
- The new `micro_cluster` is added with the key derived from the maximum key of the existing micro clusters. If the set of micro clusters is still empty (`len = 0`), a new micro cluster is added with key 0.
- `cluster_is_up_to_date` is set to `True` at the end of the `self._recluster()` function.


## datasets

- Added `datasets.WebTraffic`, which is a dataset that counts the occurrences of events on a website. It is a multi-output regression dataset with two outputs.
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