mhjensen
199 lines
7.2 KiB
HTML
199 lines
7.2 KiB
HTML
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<!-- navigation toc: --> <li><a href="._DimRed-bs001.html#___sec0" style="font-size: 80%;">Reducing the number of degrees of freedom, overarching view</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs002.html#___sec1" style="font-size: 80%;">Preprocessing our data</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs003.html#___sec2" style="font-size: 80%;">Simple preprocessing examples, Franke function and regression</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs004.html#___sec3" style="font-size: 80%;">Simple preprocessing examples, breast cancer data and classification</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs005.html#___sec4" style="font-size: 80%;">Principal Component Analysis</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs006.html#___sec5" style="font-size: 80%;">PCA and scikit-learn</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs007.html#___sec6" style="font-size: 80%;">More on the PCA</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs010.html#___sec9" style="font-size: 80%;">Kernel PCA</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs011.html#___sec10" style="font-size: 80%;">LLE</a></li>
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<!-- navigation toc: --> <li><a href="._DimRed-bs012.html#___sec11" style="font-size: 80%;">Other techniques</a></li>
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<!-- ------------------- main content ---------------------- -->
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<div class="jumbotron">
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<center><h1>Data Analysis and Machine Learning: Preprocessing and Dimensionality Reduction</h1></center> <!-- document title -->
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<p>
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<!-- author(s): Morten Hjorth-Jensen -->
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<center>
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<b>Morten Hjorth-Jensen</b> [1, 2]
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</center>
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<p>
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<!-- institution(s) -->
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<center>[1] <b>Department of Physics, University of Oslo</b></center>
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p>
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<center><h4>Oct 14, 2019</h4></center> <!-- date -->
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<br>
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<p>
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<p><a href="._DimRed-bs001.html" class="btn btn-primary btn-lg">Read »</a></p>
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<p>
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<!-- navigation buttons at the bottom of the page -->
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<ul class="pagination">
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<li class="active"><a href="._DimRed-bs000.html">1</a></li>
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<li><a href="._DimRed-bs001.html">2</a></li>
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<li><a href="._DimRed-bs002.html">3</a></li>
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<li><a href="._DimRed-bs003.html">4</a></li>
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<li><a href="._DimRed-bs004.html">5</a></li>
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<li><a href="._DimRed-bs005.html">6</a></li>
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<li><a href="._DimRed-bs006.html">7</a></li>
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<li><a href="._DimRed-bs007.html">8</a></li>
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<li><a href="._DimRed-bs008.html">9</a></li>
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<li><a href="._DimRed-bs009.html">10</a></li>
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<li><a href="">...</a></li>
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<li><a href="._DimRed-bs012.html">13</a></li>
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<li><a href="._DimRed-bs001.html">»</a></li>
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</ul>
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<center style="font-size:80%">
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<!-- copyright --> © 1999-2019, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
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