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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/15b9991a/userguide/ft_engineering/scaling.html ---------------------------------------------------------------------- diff --git a/userguide/ft_engineering/scaling.html b/userguide/ft_engineering/scaling.html index aa178f9..73ca840 100644 --- a/userguide/ft_engineering/scaling.html +++ b/userguide/ft_engineering/scaling.html @@ -568,14 +568,14 @@ </li> - <li class="chapter " data-level="3.3" data-path="tfidf.html"> + <li class="chapter " data-level="3.3" data-path="selection.html"> - <a href="tfidf.html"> + <a href="selection.html"> <b>3.3.</b> - TF-IDF calculation + Feature Selection </a> @@ -583,30 +583,29 @@ </li> - <li class="chapter " data-level="3.4" data-path="ft_trans.html"> + <li class="chapter " data-level="3.4" data-path="binning.html"> - <a href="ft_trans.html"> + <a href="binning.html"> <b>3.4.</b> - FEATURE TRANSFORMATION + Feature Binning </a> - <ul class="articles"> - + </li> - <li class="chapter " data-level="3.4.1" data-path="vectorizer.html"> + <li class="chapter " data-level="3.5" data-path="tfidf.html"> - <a href="vectorizer.html"> + <a href="tfidf.html"> - <b>3.4.1.</b> + <b>3.5.</b> - Vectorize Features + TF-IDF Calculation </a> @@ -614,34 +613,45 @@ </li> - <li class="chapter " data-level="3.4.2" data-path="quantify.html"> + <li class="chapter " data-level="3.6" data-path="ft_trans.html"> - <a href="quantify.html"> + <a href="ft_trans.html"> - <b>3.4.2.</b> + <b>3.6.</b> - Quantify non-number features + FEATURE TRANSFORMATION </a> - </li> + <ul class="articles"> + + <li class="chapter " data-level="3.6.1" data-path="vectorization.html"> + + <a href="vectorization.html"> + + + <b>3.6.1.</b> + + Feature Vectorization + + </a> + - </ul> </li> - <li class="chapter " data-level="3.5" data-path="feature_selection.html"> + <li class="chapter " data-level="3.6.2" data-path="quantify.html"> - <a href="feature_selection.html"> + <a href="quantify.html"> - <b>3.5.</b> + <b>3.6.2.</b> - Feature selection + Quantify non-number features </a> @@ -650,6 +660,11 @@ </li> + </ul> + + </li> + + <li class="header">Part IV - Evaluation</li> @@ -1992,6 +2007,16 @@ specific language governing permissions and limitations under the License. --> +<!-- toc --><div id="toc" class="toc"> + +<ul> +<li><a href="#min-max-normalization">Min-Max Normalization</a></li> +<li><a href="#feature-scaling-by-zscore">Feature scaling by zscore</a></li> +<li><a href="#apply-normalization-to-more-complex-feature-vector">Apply Normalization to more complex feature vector</a></li> +<li><a href="#tips-for-using-both-min-max-and-zscore-normalization">Tips for using both min-max and zscore normalization</a></li> +</ul> + +</div><!-- tocstop --> <h1 id="min-max-normalization">Min-Max Normalization</h1> <p><a href="http://en.wikipedia.org/wiki/Feature_scaling#Rescaling" target="_blank">http://en.wikipedia.org/wiki/Feature_scaling#Rescaling</a></p> <pre><code class="lang-sql"><span class="hljs-keyword">select</span> <span class="hljs-keyword">min</span>(target), <span class="hljs-keyword">max</span>(target) @@ -2199,7 +2224,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; 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