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Tommaso Teofili edited comment on LUCENE-7274 at 11/16/16 12:05 PM:
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Hi [~caomanhdat], thanks for your patch.
A couple of comments:
- I think it'd be good if we could make it a {{LogisticRegressionClassifier}}
and then extend it into a {{LogisticRegressionDocumentClassifier}} (like for
{{KNearestNeighbourClassifier}}.
- IIUTC this implementation assumes each feature is stored in a separate field
and the weights to be computed externally as a _double[]_ , can this work for
example with Solr's capabilities to store AI models ?
- regarding the labels, wouldn't it be better to declare the classifier as a
{{Classifier<Boolean>}} (it's a binary classifier in the end)?
- the changes to NumericDocValues, FloatDocValues and DoubleDocValues break
some lucene/core tests as it seems your patched NumericDocValues always returns
a Long while FloatDV and DoubleDV convert such a Long value to an Integer and
then back to a Float / Double using Float.intBitsToFloat /
Double.intBitsToDouble, can you clarify if / why that is needed ?
was (Author: teofili):
Hi [~caomanhdat], thanks for your patch.
A couple of comments:
- I think it'd be good if we could make it a {{LogisticRegressionClassifier}}
and then extend it into a {{LogisticRegressionDocumentClassifier}} (like for
{{KNearestNeighbourClassifier}}.
- IIUTC this implementation assumes each feature is stored in a separate field
and the weights to be computed externally as a _double[]_ , can this work for
example with Solr's capabilities to store AI models ?
- regarding the labels, wouldn't it be better to declare the classifier as a
{{Classifier<Boolean>}} (it's a binary classifier in the end)?
> Add LogisticRegressionDocumentClassifier
> ----------------------------------------
>
> Key: LUCENE-7274
> URL: https://issues.apache.org/jira/browse/LUCENE-7274
> Project: Lucene - Core
> Issue Type: Improvement
> Components: modules/classification
> Reporter: Cao Manh Dat
> Assignee: Tommaso Teofili
> Attachments: LUCENE-7274.patch
>
>
> Add LogisticRegressionDocumentClassifier for Lucene.
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