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Expand Up @@ -251,7 +251,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
<li>Toward the Optimal Preconditioned Eigensolver: Locally Optimal
Block Preconditioned Conjugate Gradient Method
Andrew V. Knyazev
<a class="reference external" href="http://dx.doi.org/10.1137%2FS1064827500366124">http://dx.doi.org/10.1137%2FS1064827500366124</a></li>
<a class="reference external" href="https://doi.org/10.1137%2FS1064827500366124">https://doi.org/10.1137%2FS1064827500366124</a></li>
</ul>
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Expand Down Expand Up @@ -307,4 +307,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
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4 changes: 2 additions & 2 deletions 0.15/modules/generated/sklearn.metrics.matthews_corrcoef.html
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Expand Up @@ -222,7 +222,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
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<tr><td class="label"><a class="fn-backref" href="#id1">[R163]</a></td><td><a class="reference external" href="https://doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
accuracy of prediction algorithms for classification: an overview</a></td></tr>
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Expand Down Expand Up @@ -294,4 +294,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
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Expand Up @@ -257,7 +257,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
<li>Toward the Optimal Preconditioned Eigensolver: Locally Optimal
Block Preconditioned Conjugate Gradient Method
Andrew V. Knyazev
<a class="reference external" href="http://dx.doi.org/10.1137%2FS1064827500366124">http://dx.doi.org/10.1137%2FS1064827500366124</a></li>
<a class="reference external" href="https://doi.org/10.1137%2FS1064827500366124">https://doi.org/10.1137%2FS1064827500366124</a></li>
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Expand Down Expand Up @@ -313,4 +313,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
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4 changes: 2 additions & 2 deletions 0.16/modules/generated/sklearn.metrics.matthews_corrcoef.html
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Expand Up @@ -224,7 +224,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
<table class="docutils citation" frame="void" id="r171" rules="none">
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<tr><td class="label"><a class="fn-backref" href="#id1">[R171]</a></td><td><a class="reference external" href="https://doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
accuracy of prediction algorithms for classification: an overview</a></td></tr>
</tbody>
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Expand Down Expand Up @@ -296,4 +296,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
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4 changes: 2 additions & 2 deletions 0.17/_sources/modules/clustering.txt
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Expand Up @@ -1158,7 +1158,7 @@ calculated using a similar form to that of the adjusted Rand index:
* Vinh, Epps, and Bailey, (2009). "Information theoretic measures
for clusterings comparison". Proceedings of the 26th Annual International
Conference on Machine Learning - ICML '09.
`doi:10.1145/1553374.1553511 <http://dx.doi.org/10.1145/1553374.1553511>`_.
`doi:10.1145/1553374.1553511 <https://doi.org/10.1145/1553374.1553511>`_.
ISBN 9781605585161.

* Vinh, Epps, and Bailey, (2010). Information Theoretic Measures for
Expand Down Expand Up @@ -1377,7 +1377,7 @@ cluster analysis.
* Peter J. Rousseeuw (1987). "Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis". Computational
and Applied Mathematics 20: 53–65.
`doi:10.1016/0377-0427(87)90125-7 <http://dx.doi.org/10.1016/0377-0427(87)90125-7>`_.
`doi:10.1016/0377-0427(87)90125-7 <https://doi.org/10.1016/0377-0427(87)90125-7>`_.


Advantages
Expand Down
6 changes: 3 additions & 3 deletions 0.17/modules/clustering.html
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Expand Up @@ -1197,7 +1197,7 @@ <h4>2.3.9.2.3. Mathematical formulation<a class="headerlink" href="#id11" title=
<li>Vinh, Epps, and Bailey, (2009). &#8220;Information theoretic measures
for clusterings comparison&#8221;. Proceedings of the 26th Annual International
Conference on Machine Learning - ICML &#8216;09.
<a class="reference external" href="http://dx.doi.org/10.1145/1553374.1553511">doi:10.1145/1553374.1553511</a>.
<a class="reference external" href="https://doi.org/10.1145/1553374.1553511">doi:10.1145/1553374.1553511</a>.
ISBN 9781605585161.</li>
<li>Vinh, Epps, and Bailey, (2010). Information Theoretic Measures for
Clusterings Comparison: Variants, Properties, Normalization and
Expand Down Expand Up @@ -1403,7 +1403,7 @@ <h4>2.3.9.3.3. Mathematical formulation<a class="headerlink" href="#id15" title=
<li>Peter J. Rousseeuw (1987). &#8220;Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis&#8221;. Computational
and Applied Mathematics 20: 53–65.
<a class="reference external" href="http://dx.doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
<a class="reference external" href="https://doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
</ul>
</div>
<div class="section" id="id17">
Expand Down Expand Up @@ -1480,4 +1480,4 @@ <h4>2.3.9.4.2. Drawbacks<a class="headerlink" href="#id18" title="Permalink to t
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</html>
</html>
Original file line number Diff line number Diff line change
Expand Up @@ -243,7 +243,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
<li>Toward the Optimal Preconditioned Eigensolver: Locally Optimal
Block Preconditioned Conjugate Gradient Method
Andrew V. Knyazev
<a class="reference external" href="http://dx.doi.org/10.1137%2FS1064827500366124">http://dx.doi.org/10.1137%2FS1064827500366124</a></li>
<a class="reference external" href="https://doi.org/10.1137%2FS1064827500366124">https://doi.org/10.1137%2FS1064827500366124</a></li>
</ul>
</dd></dl>

Expand Down Expand Up @@ -295,4 +295,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
customSearchControl.draw('cse', options); }, true);
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4 changes: 2 additions & 2 deletions 0.17/modules/generated/sklearn.metrics.matthews_corrcoef.html
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Expand Up @@ -210,7 +210,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
<table class="docutils citation" frame="void" id="r173" rules="none">
<colgroup><col class="label" /><col /></colgroup>
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<tr><td class="label"><a class="fn-backref" href="#id1">[R173]</a></td><td><a class="reference external" href="http://dx.doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
<tr><td class="label"><a class="fn-backref" href="#id1">[R173]</a></td><td><a class="reference external" href="https://doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
accuracy of prediction algorithms for classification: an overview</a></td></tr>
</tbody>
</table>
Expand Down Expand Up @@ -278,4 +278,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
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4 changes: 2 additions & 2 deletions 0.18/_sources/modules/clustering.txt
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Expand Up @@ -1474,7 +1474,7 @@ cluster analysis.
* Peter J. Rousseeuw (1987). "Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis". Computational
and Applied Mathematics 20: 53–65.
`doi:10.1016/0377-0427(87)90125-7 <http://dx.doi.org/10.1016/0377-0427(87)90125-7>`_.
`doi:10.1016/0377-0427(87)90125-7 <https://doi.org/10.1016/0377-0427(87)90125-7>`_.


Advantages
Expand Down Expand Up @@ -1567,4 +1567,4 @@ Drawbacks

* Caliński, T., & Harabasz, J. (1974). "A dendrite method for cluster
analysis". Communications in Statistics-theory and Methods 3: 1-27.
`doi:10.1080/03610926.2011.560741 <http://dx.doi.org/10.1080/03610926.2011.560741>`_.
`doi:10.1080/03610926.2011.560741 <https://doi.org/10.1080/03610926.2011.560741>`_.
6 changes: 3 additions & 3 deletions 0.18/modules/clustering.html
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Expand Up @@ -1536,7 +1536,7 @@ <h4>2.3.9.4.2. Drawbacks<a class="headerlink" href="#id18" title="Permalink to t
<li>Peter J. Rousseeuw (1987). &#8220;Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis&#8221;. Computational
and Applied Mathematics 20: 53–65.
<a class="reference external" href="http://dx.doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
<a class="reference external" href="https://doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
</ul>
</div>
<div class="section" id="id20">
Expand Down Expand Up @@ -1623,7 +1623,7 @@ <h4>2.3.9.6.2. Drawbacks<a class="headerlink" href="#id24" title="Permalink to t
<ul class="simple">
<li>Caliński, T., &amp; Harabasz, J. (1974). &#8220;A dendrite method for cluster
analysis&#8221;. Communications in Statistics-theory and Methods 3: 1-27.
<a class="reference external" href="http://dx.doi.org/10.1080/03610926.2011.560741">doi:10.1080/03610926.2011.560741</a>.</li>
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</ul>
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Expand Down Expand Up @@ -1681,4 +1681,4 @@ <h4>2.3.9.6.2. Drawbacks<a class="headerlink" href="#id24" title="Permalink to t
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Original file line number Diff line number Diff line change
Expand Up @@ -273,7 +273,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
<li>Toward the Optimal Preconditioned Eigensolver: Locally Optimal
Block Preconditioned Conjugate Gradient Method
Andrew V. Knyazev
<a class="reference external" href="http://dx.doi.org/10.1137%2FS1064827500366124">http://dx.doi.org/10.1137%2FS1064827500366124</a></li>
<a class="reference external" href="https://doi.org/10.1137%2FS1064827500366124">https://doi.org/10.1137%2FS1064827500366124</a></li>
</ul>
</dd></dl>

Expand Down Expand Up @@ -329,4 +329,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
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4 changes: 2 additions & 2 deletions 0.18/modules/generated/sklearn.metrics.matthews_corrcoef.html
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Expand Up @@ -244,7 +244,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
<table class="docutils citation" frame="void" id="r218" rules="none">
<colgroup><col class="label" /><col /></colgroup>
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<tr><td class="label"><a class="fn-backref" href="#id1">[R218]</a></td><td><a class="reference external" href="http://dx.doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
<tr><td class="label"><a class="fn-backref" href="#id1">[R218]</a></td><td><a class="reference external" href="https://doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
accuracy of prediction algorithms for classification: an overview</a></td></tr>
</tbody>
</table>
Expand Down Expand Up @@ -316,4 +316,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
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4 changes: 2 additions & 2 deletions 0.19/_sources/modules/clustering.rst.txt
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Expand Up @@ -1488,7 +1488,7 @@ cluster analysis.
* Peter J. Rousseeuw (1987). "Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis". Computational
and Applied Mathematics 20: 53–65.
`doi:10.1016/0377-0427(87)90125-7 <http://dx.doi.org/10.1016/0377-0427(87)90125-7>`_.
`doi:10.1016/0377-0427(87)90125-7 <https://doi.org/10.1016/0377-0427(87)90125-7>`_.


Advantages
Expand Down Expand Up @@ -1581,4 +1581,4 @@ Drawbacks

* Caliński, T., & Harabasz, J. (1974). "A dendrite method for cluster
analysis". Communications in Statistics-theory and Methods 3: 1-27.
`doi:10.1080/03610926.2011.560741 <http://dx.doi.org/10.1080/03610926.2011.560741>`_.
`doi:10.1080/03610926.2011.560741 <https://doi.org/10.1080/03610926.2011.560741>`_.
6 changes: 3 additions & 3 deletions 0.19/modules/clustering.html
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Expand Up @@ -1549,7 +1549,7 @@ <h4>2.3.9.4.2. Drawbacks<a class="headerlink" href="#id18" title="Permalink to t
<li>Peter J. Rousseeuw (1987). “Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis”. Computational
and Applied Mathematics 20: 53–65.
<a class="reference external" href="http://dx.doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
<a class="reference external" href="https://doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
</ul>
</div>
<div class="section" id="id20">
Expand Down Expand Up @@ -1636,7 +1636,7 @@ <h4>2.3.9.6.2. Drawbacks<a class="headerlink" href="#id24" title="Permalink to t
<ul class="simple">
<li>Caliński, T., &amp; Harabasz, J. (1974). “A dendrite method for cluster
analysis”. Communications in Statistics-theory and Methods 3: 1-27.
<a class="reference external" href="http://dx.doi.org/10.1080/03610926.2011.560741">doi:10.1080/03610926.2011.560741</a>.</li>
<a class="reference external" href="https://doi.org/10.1080/03610926.2011.560741">doi:10.1080/03610926.2011.560741</a>.</li>
</ul>
</div>
</div>
Expand Down Expand Up @@ -1691,4 +1691,4 @@ <h4>2.3.9.6.2. Drawbacks<a class="headerlink" href="#id24" title="Permalink to t
})();
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</body>
</html>
</html>
Original file line number Diff line number Diff line change
Expand Up @@ -280,7 +280,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
<li>Toward the Optimal Preconditioned Eigensolver: Locally Optimal
Block Preconditioned Conjugate Gradient Method
Andrew V. Knyazev
<a class="reference external" href="http://dx.doi.org/10.1137%2FS1064827500366124">http://dx.doi.org/10.1137%2FS1064827500366124</a></li>
<a class="reference external" href="https://doi.org/10.1137%2FS1064827500366124">https://doi.org/10.1137%2FS1064827500366124</a></li>
</ul>
</dd></dl>

Expand Down Expand Up @@ -333,4 +333,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
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</body>
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4 changes: 2 additions & 2 deletions 0.19/modules/generated/sklearn.metrics.matthews_corrcoef.html
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Expand Up @@ -248,7 +248,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
<table class="docutils citation" frame="void" id="r221" rules="none">
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<tr><td class="label"><a class="fn-backref" href="#id1">[R221]</a></td><td><a class="reference external" href="https://doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
accuracy of prediction algorithms for classification: an overview</a></td></tr>
</tbody>
</table>
Expand Down Expand Up @@ -331,4 +331,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
})();
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</body>
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4 changes: 2 additions & 2 deletions dev/_sources/modules/clustering.rst.txt
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Expand Up @@ -1496,7 +1496,7 @@ cluster analysis.
* Peter J. Rousseeuw (1987). "Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis". Computational
and Applied Mathematics 20: 53–65.
`doi:10.1016/0377-0427(87)90125-7 <http://dx.doi.org/10.1016/0377-0427(87)90125-7>`_.
`doi:10.1016/0377-0427(87)90125-7 <https://doi.org/10.1016/0377-0427(87)90125-7>`_.


Advantages
Expand Down Expand Up @@ -1589,7 +1589,7 @@ Drawbacks

* Caliński, T., & Harabasz, J. (1974). "A dendrite method for cluster
analysis". Communications in Statistics-theory and Methods 3: 1-27.
`doi:10.1080/03610926.2011.560741 <http://dx.doi.org/10.1080/03610926.2011.560741>`_.
`doi:10.1080/03610926.2011.560741 <https://doi.org/10.1080/03610926.2011.560741>`_.

.. _contingency_matrix:

Expand Down
6 changes: 3 additions & 3 deletions dev/modules/clustering.html
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Expand Up @@ -1573,7 +1573,7 @@ <h4>2.3.9.4.2. Drawbacks<a class="headerlink" href="#id18" title="Permalink to t
<li>Peter J. Rousseeuw (1987). “Silhouettes: a Graphical Aid to the
Interpretation and Validation of Cluster Analysis”. Computational
and Applied Mathematics 20: 53–65.
<a class="reference external" href="http://dx.doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
<a class="reference external" href="https://doi.org/10.1016/0377-0427(87)90125-7">doi:10.1016/0377-0427(87)90125-7</a>.</li>
</ul>
</div>
<div class="section" id="id20">
Expand Down Expand Up @@ -1660,7 +1660,7 @@ <h4>2.3.9.6.2. Drawbacks<a class="headerlink" href="#id24" title="Permalink to t
<ul class="simple">
<li>Caliński, T., &amp; Harabasz, J. (1974). “A dendrite method for cluster
analysis”. Communications in Statistics-theory and Methods 3: 1-27.
<a class="reference external" href="http://dx.doi.org/10.1080/03610926.2011.560741">doi:10.1080/03610926.2011.560741</a>.</li>
<a class="reference external" href="https://doi.org/10.1080/03610926.2011.560741">doi:10.1080/03610926.2011.560741</a>.</li>
</ul>
</div>
</div>
Expand Down Expand Up @@ -1765,4 +1765,4 @@ <h4>2.3.9.7.2. Drawbacks<a class="headerlink" href="#id27" title="Permalink to t
})();
</script>
</body>
</html>
</html>
Original file line number Diff line number Diff line change
Expand Up @@ -278,7 +278,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
<li>Toward the Optimal Preconditioned Eigensolver: Locally Optimal
Block Preconditioned Conjugate Gradient Method
Andrew V. Knyazev
<a class="reference external" href="http://dx.doi.org/10.1137%2FS1064827500366124">http://dx.doi.org/10.1137%2FS1064827500366124</a></li>
<a class="reference external" href="https://doi.org/10.1137%2FS1064827500366124">https://doi.org/10.1137%2FS1064827500366124</a></li>
</ul>
</dd></dl>

Expand Down Expand Up @@ -331,4 +331,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.manifold"
})();
</script>
</body>
</html>
</html>
4 changes: 2 additions & 2 deletions dev/modules/generated/sklearn.metrics.matthews_corrcoef.html
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Expand Up @@ -250,7 +250,7 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
<table class="docutils citation" frame="void" id="r5062a3a5977d-1" rules="none">
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<tbody valign="top">
<tr><td class="label"><a class="fn-backref" href="#id1">[1]</a></td><td><a class="reference external" href="http://dx.doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
<tr><td class="label"><a class="fn-backref" href="#id1">[1]</a></td><td><a class="reference external" href="https://doi.org/10.1093/bioinformatics/16.5.412">Baldi, Brunak, Chauvin, Andersen and Nielsen, (2000). Assessing the
accuracy of prediction algorithms for classification: an overview</a></td></tr>
</tbody>
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Expand Down Expand Up @@ -333,4 +333,4 @@ <h1><a class="reference internal" href="../classes.html#module-sklearn.metrics"
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