From 59cd80d31cfc50af1381b7061a660aae4d033858 Mon Sep 17 00:00:00 2001 From: mhjensen Date: Fri, 15 Nov 2019 06:17:02 +0100 Subject: [PATCH] cleaning up svm slides --- doc/pub/svm/html/._svm-bs000.html | 11 +++-------- doc/pub/svm/html/._svm-bs001.html | 9 ++------- doc/pub/svm/html/._svm-bs002.html | 9 ++------- doc/pub/svm/html/._svm-bs003.html | 9 ++------- doc/pub/svm/html/._svm-bs004.html | 9 ++------- doc/pub/svm/html/._svm-bs005.html | 9 ++------- doc/pub/svm/html/._svm-bs006.html | 9 ++------- doc/pub/svm/html/._svm-bs007.html | 9 ++------- doc/pub/svm/html/._svm-bs008.html | 9 ++------- doc/pub/svm/html/._svm-bs009.html | 9 ++------- doc/pub/svm/html/._svm-bs010.html | 9 ++------- doc/pub/svm/html/._svm-bs011.html | 9 ++------- doc/pub/svm/html/._svm-bs012.html | 9 ++------- doc/pub/svm/html/._svm-bs013.html | 9 ++------- doc/pub/svm/html/._svm-bs014.html | 9 ++------- doc/pub/svm/html/._svm-bs015.html | 9 ++------- doc/pub/svm/html/._svm-bs016.html | 9 ++------- doc/pub/svm/html/._svm-bs017.html | 9 +-------- doc/pub/svm/html/._svm-bs018.html | 8 +------- doc/pub/svm/html/._svm-bs019.html | 8 +------- doc/pub/svm/html/._svm-bs020.html | 8 +------- doc/pub/svm/html/._svm-bs021.html | 8 +------- doc/pub/svm/html/._svm-bs022.html | 8 +------- doc/pub/svm/html/._svm-bs023.html | 8 +------- doc/pub/svm/html/._svm-bs024.html | 8 +------- doc/pub/svm/html/._svm-bs025.html | 10 ++-------- doc/pub/svm/html/._svm-bs026.html | 10 ++-------- doc/pub/svm/html/svm-bs.html | 11 +++-------- doc/pub/svm/html/svm-reveal.html | 10 ++-------- doc/pub/svm/html/svm-solarized.html | 14 +++----------- doc/pub/svm/html/svm.html | 14 +++----------- doc/pub/svm/ipynb/ipynb-svm-src.tar.gz | Bin 189 -> 189 bytes doc/pub/svm/ipynb/svm.ipynb | 12 ++---------- doc/pub/svm/pdf/svm-minted.pdf | Bin 265541 -> 265437 bytes doc/src/SupportVMachines/svm.do.txt | 5 +---- 35 files changed, 61 insertions(+), 245 deletions(-) diff --git a/doc/pub/svm/html/._svm-bs000.html b/doc/pub/svm/html/._svm-bs000.html index 2a6622df1..6fb243975 100644 --- a/doc/pub/svm/html/._svm-bs000.html +++ b/doc/pub/svm/html/._svm-bs000.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -175,7 +170,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Nov 10, 2019

    +

    Nov 15, 2019


    @@ -199,7 +194,7 @@ MathJax.Hub.Config({

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    • diff --git a/doc/pub/svm/html/._svm-bs001.html b/doc/pub/svm/html/._svm-bs001.html index 0fcddc672..edb9268bf 100644 --- a/doc/pub/svm/html/._svm-bs001.html +++ b/doc/pub/svm/html/._svm-bs001.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -201,7 +196,7 @@ unlikely that we can separate classes easily by say straight lines.
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    • diff --git a/doc/pub/svm/html/._svm-bs002.html b/doc/pub/svm/html/._svm-bs002.html index 958e16516..bb5af5309 100644 --- a/doc/pub/svm/html/._svm-bs002.html +++ b/doc/pub/svm/html/._svm-bs002.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -258,7 +253,7 @@ plt.show()
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    • diff --git a/doc/pub/svm/html/._svm-bs003.html b/doc/pub/svm/html/._svm-bs003.html index f26531e85..3d295f011 100644 --- a/doc/pub/svm/html/._svm-bs003.html +++ b/doc/pub/svm/html/._svm-bs003.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -199,7 +194,7 @@ $$
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    • diff --git a/doc/pub/svm/html/._svm-bs004.html b/doc/pub/svm/html/._svm-bs004.html index ddfde8f7d..3a87906a9 100644 --- a/doc/pub/svm/html/._svm-bs004.html +++ b/doc/pub/svm/html/._svm-bs004.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -215,7 +210,7 @@ When we try to separate hyperplanes, if it exists, we can use it to construct a
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    • diff --git a/doc/pub/svm/html/._svm-bs005.html b/doc/pub/svm/html/._svm-bs005.html index 34d66cbb2..d1e920a97 100644 --- a/doc/pub/svm/html/._svm-bs005.html +++ b/doc/pub/svm/html/._svm-bs005.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -201,7 +196,7 @@ for our data sample.
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    • diff --git a/doc/pub/svm/html/._svm-bs006.html b/doc/pub/svm/html/._svm-bs006.html index c25c3501b..436d6cc85 100644 --- a/doc/pub/svm/html/._svm-bs006.html +++ b/doc/pub/svm/html/._svm-bs006.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -197,7 +192,7 @@ $$
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    • diff --git a/doc/pub/svm/html/._svm-bs007.html b/doc/pub/svm/html/._svm-bs007.html index 34a9d0cb7..b3ad07f9d 100644 --- a/doc/pub/svm/html/._svm-bs007.html +++ b/doc/pub/svm/html/._svm-bs007.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -201,7 +196,7 @@ $$
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    • diff --git a/doc/pub/svm/html/._svm-bs008.html b/doc/pub/svm/html/._svm-bs008.html index 07c47d633..9310989f2 100644 --- a/doc/pub/svm/html/._svm-bs008.html +++ b/doc/pub/svm/html/._svm-bs008.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -205,7 +200,7 @@ at all.
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    • diff --git a/doc/pub/svm/html/._svm-bs009.html b/doc/pub/svm/html/._svm-bs009.html index 96cee48e8..403a65868 100644 --- a/doc/pub/svm/html/._svm-bs009.html +++ b/doc/pub/svm/html/._svm-bs009.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -217,7 +212,7 @@ We have thus defined our margin as the invers of the norm of \( \boldsymbol{w} \
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    • diff --git a/doc/pub/svm/html/._svm-bs010.html b/doc/pub/svm/html/._svm-bs010.html index 2c633a9a7..553790da7 100644 --- a/doc/pub/svm/html/._svm-bs010.html +++ b/doc/pub/svm/html/._svm-bs010.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -229,7 +224,7 @@ Then \( dz \) is no longer arbitrary.
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    • diff --git a/doc/pub/svm/html/._svm-bs011.html b/doc/pub/svm/html/._svm-bs011.html index a124cbc04..9f522eef9 100644 --- a/doc/pub/svm/html/._svm-bs011.html +++ b/doc/pub/svm/html/._svm-bs011.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -222,7 +217,7 @@ $$
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    • diff --git a/doc/pub/svm/html/._svm-bs012.html b/doc/pub/svm/html/._svm-bs012.html index 1ee8419fa..f3c3baf16 100644 --- a/doc/pub/svm/html/._svm-bs012.html +++ b/doc/pub/svm/html/._svm-bs012.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -220,7 +215,7 @@ When \( \lambda_i > 0 \), the vectors \( \boldsymbol{x}_i \) are called support
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    • diff --git a/doc/pub/svm/html/._svm-bs013.html b/doc/pub/svm/html/._svm-bs013.html index 12dcf424f..1ce154cf5 100644 --- a/doc/pub/svm/html/._svm-bs013.html +++ b/doc/pub/svm/html/._svm-bs013.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -203,7 +198,7 @@ subject to \( \boldsymbol{y}^T\boldsymbol{\lambda}=0 \). Here we defined the vec
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    • diff --git a/doc/pub/svm/html/._svm-bs014.html b/doc/pub/svm/html/._svm-bs014.html index 51f62274b..47f389a3b 100644 --- a/doc/pub/svm/html/._svm-bs014.html +++ b/doc/pub/svm/html/._svm-bs014.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -213,7 +208,7 @@ Below we discuss how to find the optimal values of \( \lambda_i \). Before we pr
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  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -214,7 +209,7 @@ misclassifications.
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    • diff --git a/doc/pub/svm/html/._svm-bs016.html b/doc/pub/svm/html/._svm-bs016.html index ef66d304a..868552403 100644 --- a/doc/pub/svm/html/._svm-bs016.html +++ b/doc/pub/svm/html/._svm-bs016.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -233,7 +228,7 @@ $$
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    • diff --git a/doc/pub/svm/html/._svm-bs017.html b/doc/pub/svm/html/._svm-bs017.html index 062a5d829..c89ed61be 100644 --- a/doc/pub/svm/html/._svm-bs017.html +++ b/doc/pub/svm/html/._svm-bs017.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -251,8 +246,6 @@ plt.show()
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    • diff --git a/doc/pub/svm/html/._svm-bs018.html b/doc/pub/svm/html/._svm-bs018.html index d243909ae..e5914bda7 100644 --- a/doc/pub/svm/html/._svm-bs018.html +++ b/doc/pub/svm/html/._svm-bs018.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -219,7 +214,6 @@ the trouble of performing the transformation
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    • diff --git a/doc/pub/svm/html/._svm-bs019.html b/doc/pub/svm/html/._svm-bs019.html index 1132e1efd..25b07df62 100644 --- a/doc/pub/svm/html/._svm-bs019.html +++ b/doc/pub/svm/html/._svm-bs019.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -212,7 +207,6 @@ Given a kernel \( K \) and the targets \( y_i \) this matrix is easy to set up.
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    • diff --git a/doc/pub/svm/html/._svm-bs020.html b/doc/pub/svm/html/._svm-bs020.html index 5c43e031e..bd289d77f 100644 --- a/doc/pub/svm/html/._svm-bs020.html +++ b/doc/pub/svm/html/._svm-bs020.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -206,7 +201,6 @@ well in practice.
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    • diff --git a/doc/pub/svm/html/._svm-bs021.html b/doc/pub/svm/html/._svm-bs021.html index bd33102cc..8af5cea84 100644 --- a/doc/pub/svm/html/._svm-bs021.html +++ b/doc/pub/svm/html/._svm-bs021.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -370,7 +365,6 @@ plt.show()
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    • diff --git a/doc/pub/svm/html/._svm-bs022.html b/doc/pub/svm/html/._svm-bs022.html index 920afa4a8..1cb7942ac 100644 --- a/doc/pub/svm/html/._svm-bs022.html +++ b/doc/pub/svm/html/._svm-bs022.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -198,7 +193,6 @@ Convex optimization problems play a central role in applied mathematics and we r
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    • diff --git a/doc/pub/svm/html/._svm-bs023.html b/doc/pub/svm/html/._svm-bs023.html index 33c2fb84f..c03305e33 100644 --- a/doc/pub/svm/html/._svm-bs023.html +++ b/doc/pub/svm/html/._svm-bs023.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -198,7 +193,6 @@ This will make our life much easier. You don't need t write your own optimizer.
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    • diff --git a/doc/pub/svm/html/._svm-bs024.html b/doc/pub/svm/html/._svm-bs024.html index 329bc43da..d0ae1ed08 100644 --- a/doc/pub/svm/html/._svm-bs024.html +++ b/doc/pub/svm/html/._svm-bs024.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -239,7 +234,6 @@ sol[’primal objective’]
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    • diff --git a/doc/pub/svm/html/._svm-bs025.html b/doc/pub/svm/html/._svm-bs025.html index f908e5a11..432960660 100644 --- a/doc/pub/svm/html/._svm-bs025.html +++ b/doc/pub/svm/html/._svm-bs025.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -159,7 +154,7 @@ MathJax.Hub.Config({

    Back to the more realistic cases

    -We are now ready to return to our setup of the optmization problem for a more realistic case. Introducint the slack parameter \( C \) we have +We are now ready to return to our setup of the optmization problem for a more realistic case. Introducing the slack parameter \( C \) we have $$ \frac{1}{2} \boldsymbol{\lambda}^T\begin{bmatrix} y_1y_1K(\boldsymbol{x}_1,\boldsymbol{x}_1) & y_1y_2K(\boldsymbol{x}_1,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_1,\boldsymbol{x}_n) \\ y_2y_1K(\boldsymbol{x}_2,\boldsymbol{x}_1) & y_2y_2K(\boldsymbol{x}_2,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_2,\boldsymbol{x}_n) \\ @@ -193,7 +188,6 @@ With the slack constants this leads to the additional constraint \( 0\leq \lamb

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    • diff --git a/doc/pub/svm/html/._svm-bs026.html b/doc/pub/svm/html/._svm-bs026.html index 0385395bb..18b76c041 100644 --- a/doc/pub/svm/html/._svm-bs026.html +++ b/doc/pub/svm/html/._svm-bs026.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -186,6 +181,7 @@ res2 = minimize(rosen, x0, methodprint(x0)

    +

    diff --git a/doc/pub/svm/html/svm-bs.html b/doc/pub/svm/html/svm-bs.html index 2a6622df1..6fb243975 100644 --- a/doc/pub/svm/html/svm-bs.html +++ b/doc/pub/svm/html/svm-bs.html @@ -72,11 +72,7 @@ Automatically generated HTML file from DocOnce source ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -140,7 +136,6 @@ MathJax.Hub.Config({
  • A simple example
  • Back to the more realistic cases
  • Code Example
    • -
  • Multiclass problems and regression with SVMs
    • @@ -175,7 +170,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Nov 10, 2019

    +

    Nov 15, 2019


    @@ -199,7 +194,7 @@ MathJax.Hub.Config({

  • 9
  • 10
  • ...
    • -
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    • +
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  • »
    • diff --git a/doc/pub/svm/html/svm-reveal.html b/doc/pub/svm/html/svm-reveal.html index 3befa812c..0de24dc3a 100644 --- a/doc/pub/svm/html/svm-reveal.html +++ b/doc/pub/svm/html/svm-reveal.html @@ -148,7 +148,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

     
    -

    Nov 10, 2019

    +

    Nov 15, 2019


    @@ -1412,7 +1412,7 @@ sol[’primal obj

    Back to the more realistic cases

    -We are now ready to return to our setup of the optmization problem for a more realistic case. Introducint the slack parameter \( C \) we have +We are now ready to return to our setup of the optmization problem for a more realistic case. Introducing the slack parameter \( C \) we have

     
    $$ \frac{1}{2} \boldsymbol{\lambda}^T\begin{bmatrix} y_1y_1K(\boldsymbol{x}_1,\boldsymbol{x}_1) & y_1y_2K(\boldsymbol{x}_1,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_1,\boldsymbol{x}_n) \\ @@ -1466,12 +1466,6 @@ res2 = minimize(rosen, x0, method='BFGS' -

    -

    Multiclass problems and regression with SVMs

    -This material will be added later. -
    - - diff --git a/doc/pub/svm/html/svm-solarized.html b/doc/pub/svm/html/svm-solarized.html index c9a903658..6d50f6a4e 100644 --- a/doc/pub/svm/html/svm-solarized.html +++ b/doc/pub/svm/html/svm-solarized.html @@ -66,11 +66,7 @@ div { text-align: justify; text-justify: inter-word; } ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -112,7 +108,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Nov 10, 2019

    +

    Nov 15, 2019












    @@ -1226,7 +1222,7 @@ sol[’primal obj

    Back to the more realistic cases

    -We are now ready to return to our setup of the optmization problem for a more realistic case. Introducint the slack parameter \( C \) we have +We are now ready to return to our setup of the optmization problem for a more realistic case. Introducing the slack parameter \( C \) we have $$ \frac{1}{2} \boldsymbol{\lambda}^T\begin{bmatrix} y_1y_1K(\boldsymbol{x}_1,\boldsymbol{x}_1) & y_1y_2K(\boldsymbol{x}_1,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_1,\boldsymbol{x}_n) \\ y_2y_1K(\boldsymbol{x}_2,\boldsymbol{x}_1) & y_2y_2K(\boldsymbol{x}_2,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_2,\boldsymbol{x}_n) \\ @@ -1276,10 +1272,6 @@ res2 = minimize(rosen, x0, method='BFGS'print(x0)

    -









    - -

    Multiclass problems and regression with SVMs

    -This material will be added later. diff --git a/doc/pub/svm/html/svm.html b/doc/pub/svm/html/svm.html index 71b113a46..0ac067ea2 100644 --- a/doc/pub/svm/html/svm.html +++ b/doc/pub/svm/html/svm.html @@ -71,11 +71,7 @@ div { text-align: justify; text-justify: inter-word; } ('How do we solve these problems?', 2, None, '___sec22'), ('A simple example', 2, None, '___sec23'), ('Back to the more realistic cases', 2, None, '___sec24'), - ('Code Example', 2, None, '___sec25'), - ('Multiclass problems and regression with SVMs', - 2, - None, - '___sec26')]} + ('Code Example', 2, None, '___sec25')]} end of tocinfo --> @@ -117,7 +113,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Nov 10, 2019

    +

    Nov 15, 2019












    @@ -1231,7 +1227,7 @@ sol[’primal objective’]

    Back to the more realistic cases

    -We are now ready to return to our setup of the optmization problem for a more realistic case. Introducint the slack parameter \( C \) we have +We are now ready to return to our setup of the optmization problem for a more realistic case. Introducing the slack parameter \( C \) we have $$ \frac{1}{2} \boldsymbol{\lambda}^T\begin{bmatrix} y_1y_1K(\boldsymbol{x}_1,\boldsymbol{x}_1) & y_1y_2K(\boldsymbol{x}_1,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_1,\boldsymbol{x}_n) \\ y_2y_1K(\boldsymbol{x}_2,\boldsymbol{x}_1) & y_2y_2K(\boldsymbol{x}_2,\boldsymbol{x}_2) & \dots & \dots & y_1y_nK(\boldsymbol{x}_2,\boldsymbol{x}_n) \\ @@ -1281,10 +1277,6 @@ res2 = minimize(rosen, x0, methodprint(x0)

    -









    - -

    Multiclass problems and regression with SVMs

    -This material will be added later. diff --git a/doc/pub/svm/ipynb/ipynb-svm-src.tar.gz b/doc/pub/svm/ipynb/ipynb-svm-src.tar.gz index 900aa1e64866349ceaa087568fd9b8f5eede3ab8..ce0d030c05b174fd8cd119f8465da99421cfbdd9 100644 GIT binary patch literal 189 zcmV;u07CyCiwFR@G|pWB1MSaC3c@fD2H>uHia9~aqmQ*<7cK-5FObsIM(v~~so2}w z2k1({MG+z2=4XasnAzv6^)`>(-35ywgrso{V`gbGC1GQf-d~lv>)c r4@O=)Wh4mfL6oI(N~5@ht1Y<&-=y$6qpUv00;m8oG(~j literal 189 zcmV;u07CyCiwFQT}Xq?~4)GR}a|B;h0g zvfN28opr(tr_?8jR^r>aVXUe??3rJIXa0#ptt@PIy{k0>Y9|Y=&tPv&q}m<}D7Ca> rAB? \n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Nov 10, 2019**\n", + "Date: **Nov 15, 2019**\n", "\n", "Copyright 1999-2019, Morten Hjorth-Jensen. 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Introducing the **slack** parameter $C$ we have" ] }, { @@ -1893,14 +1893,6 @@ "res2 = minimize(rosen, x0, method='BFGS', jac=rosen_der, options={'disp': True})\n", "print(x0)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Multiclass problems and regression with SVMs\n", - "This material will be added later." - ] } ], "metadata": {}, diff --git a/doc/pub/svm/pdf/svm-minted.pdf b/doc/pub/svm/pdf/svm-minted.pdf index 448efc6cfc3aa657dbd1352e970733aad0d022e5..e2221619b78620a125177919b778f208d13b1f2e 100644 GIT binary patch delta 11679 zcmai(Q*b3vx2%{wryv}X2-T|+qUhbV|3E-?Q{Nn?s>d#Ym6GBX03-+ zHS1d=nJ7CMC<%H%2$Dv!YA(Q27_5JK4VzT~;tdM{QX^;P!WVaz~|Xj%lg7*iWCY zZv6QEswJmPuNlUyR!KjO_@&MZ@v<^MvYV&hP{h4b+AHd%!WTk+E3J~ITPx=&h@Mc9 z?!av~FfNe4Lk9TY7m!gU>q)BXeo42uEzDoHD6M7|E2h+Xc3`zW2h{}RhCN0ebp3e8 zQBz%+G)yl5R{ui7u|@+dtqw{-o{Ls(u2(fp@>=anW8x0e>is7FshZSgj0kjH@(qAb zXBXSqASLkF{xXXftyjdpO@C-3@fFIjjs2S5 zkJ3o#M|5U|KRPrDpeximi+W1R8iE-&VIj6iT8QlgI;}J8AaEXKAkXOu9I|&`QN4h~ zAQDf5mgjQFW$ZE^jm;l$z2BWfZMeEO^;IxqoMAobizuyOD+08uN(E;EtbYfoJz5Qa z_V#my%DF`@Vu)Eg@4!X$W4BmOEy75mM6gd(N?){o5fPllRgj_e?vE+hYnKs?Bn^=? 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Introducint the _slack_ parameter $C$ we have +We are now ready to return to our setup of the optmization problem for a more realistic case. Introducing the _slack_ parameter $C$ we have !bt \[ \frac{1}{2} \bm{\lambda}^T\begin{bmatrix} y_1y_1K(\bm{x}_1,\bm{x}_1) & y_1y_2K(\bm{x}_1,\bm{x}_2) & \dots & \dots & y_1y_nK(\bm{x}_1,\bm{x}_n) \\ @@ -1142,6 +1142,3 @@ print(x0) !ec -!split -===== Multiclass problems and regression with SVMs ===== -This material will be added later.