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readme updated
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@ -42,7 +42,7 @@ we could assume the IID assumption to hold, as this prevalence would simply coin
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class prevalence of the training set. That is to say, a Quantification model
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class prevalence of the training set. That is to say, a Quantification model
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should be tested across samples characterized by different class prevalences.
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should be tested across samples characterized by different class prevalences.
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QuaPy implements sampling procedures and evaluation protocols that automates this endeavour.
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QuaPy implements sampling procedures and evaluation protocols that automates this endeavour.
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See the Wiki for detailed examples.
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See the [Wiki](https://github.com/HLT-ISTI/QuaPy/wiki) for detailed examples.
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## Features
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## Features
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@ -60,7 +60,7 @@ SVM-based variants for quantification, HDy, QuaNet, and Ensembles).
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## Requirements
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## Requirements
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* sklearnm, numpy, scipy
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* scikit-learn, numpy, scipy
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* pytorch (for QuaNet)
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* pytorch (for QuaNet)
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* svmperf patched for quantification (see below)
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* svmperf patched for quantification (see below)
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* joblib
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* joblib
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@ -93,4 +93,7 @@ This patch extends the former by also allowing SVMperf to optimize for
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_AE_ and _RAE_.
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_AE_ and _RAE_.
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## Wiki
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Check our [Wiki](https://github.com/HLT-ISTI/QuaPy/wiki) in which many examples
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are provided.
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@ -81,9 +81,6 @@ def standardize(dataset: Dataset, inplace=True):
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return Dataset(training, test, dataset.vocabulary, dataset.name)
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return Dataset(training, test, dataset.vocabulary, dataset.name)
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def index(dataset: Dataset, min_df=5, inplace=False, **kwargs):
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def index(dataset: Dataset, min_df=5, inplace=False, **kwargs):
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"""
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"""
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Indexes a dataset of strings. To index a document means to replace each different token by a unique numerical index.
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Indexes a dataset of strings. To index a document means to replace each different token by a unique numerical index.
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