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Posted to commits@hivemall.apache.org by my...@apache.org on 2017/09/28 03:28:09 UTC
[11/14] incubator-hivemall-site git commit: Updated userguide for SLIM
http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/4c02d418/userguide/eval/rank.html
----------------------------------------------------------------------
diff --git a/userguide/eval/rank.html b/userguide/eval/rank.html
index 7b20e57..4c59424 100644
--- a/userguide/eval/rank.html
+++ b/userguide/eval/rank.html
@@ -1736,13 +1736,28 @@
</li>
- <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_cv.html">
+ <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_slim.html">
- <a href="../recommend/movielens_cv.html">
+ <a href="../recommend/movielens_slim.html">
<b>9.3.5.</b>
+ SLIM for Fast Top-K Recommendation
+
+ </a>
+
+
+
+ </li>
+
+ <li class="chapter " data-level="9.3.6" data-path="../recommend/movielens_cv.html">
+
+ <a href="../recommend/movielens_cv.html">
+
+
+ <b>9.3.6.</b>
+
10-fold Cross Validation (Matrix Factorization)
</a>
@@ -2342,7 +2357,8 @@
rec <span class="hljs-keyword">as</span> (
<span class="hljs-keyword">select</span>
userid,
- map_values(to_ordered_map(score, itemid, <span class="hljs-literal">true</span>)) <span class="hljs-keyword">as</span> rec,
+ <span class="hljs-comment">-- map_values(to_ordered_map(score, itemid, true)) as rec,</span>
+ to_ordered_list(itemid, score, <span class="hljs-string">'-reverse'</span>) <span class="hljs-keyword">as</span> rec,
<span class="hljs-keyword">cast</span>(<span class="hljs-keyword">count</span>(itemid) <span class="hljs-keyword">as</span> <span class="hljs-built_in">int</span>) <span class="hljs-keyword">as</span> max_k
<span class="hljs-keyword">from</span> dummy_rec
<span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span> userid
@@ -2493,7 +2509,7 @@ Here, <span class="katex"><span class="katex-mathml"><math><semantics><mrow><msu
<th style="text-align:center">userid</th>
<th style="text-align:center">itemid</th>
<th style="text-align:center">score<br>(predicted)</th>
-<th style="text-align:center">rel<br>(expected)</th>
+<th style="text-align:center">relscore<br>(expected)</th>
</tr>
</thead>
<tbody>
@@ -2591,28 +2607,32 @@ Here, <span class="katex"><span class="katex-mathml"><math><semantics><mrow><msu
</table>
<p>The function <code>ndcg()</code> can take non-binary <code>truth</code> values as the second argument: </p>
<pre><code class="lang-sql">with truth as (
- <span class="hljs-keyword">select</span> userid, map_keys(to_ordered_map(relscore, itemid, <span class="hljs-literal">true</span>)) <span class="hljs-keyword">as</span> truth
- <span class="hljs-keyword">from</span> dummy_recrel
- <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span> userid
+ <span class="hljs-keyword">select</span>
+ userid,
+ to_ordered_list(relscore, <span class="hljs-string">'-reverse'</span>) <span class="hljs-keyword">as</span> truth
+ <span class="hljs-keyword">from</span>
+ dummy_recrel
+ <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ userid
),
rec <span class="hljs-keyword">as</span> (
<span class="hljs-keyword">select</span>
userid,
- map_values (
- to_ordered_map(score, <span class="hljs-keyword">struct</span>(relscore, itemid), <span class="hljs-literal">true</span>)
- ) <span class="hljs-keyword">as</span> rec,
- <span class="hljs-keyword">cast</span>(<span class="hljs-keyword">count</span>(itemid) <span class="hljs-keyword">as</span> <span class="hljs-built_in">int</span>) <span class="hljs-keyword">as</span> max_k
- <span class="hljs-keyword">from</span> dummy_recrel
- <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span> userid
+ to_ordered_list(<span class="hljs-keyword">struct</span>(relscore, itemid), score, <span class="hljs-string">"-reverse"</span>) <span class="hljs-keyword">as</span> rec,
+ <span class="hljs-keyword">count</span>(itemid) <span class="hljs-keyword">as</span> max_k
+ <span class="hljs-keyword">from</span>
+ dummy_recrel
+ <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ userid
)
<span class="hljs-keyword">select</span>
<span class="hljs-comment">-- top-2 recommendation</span>
ndcg(t1.rec, t2.truth, <span class="hljs-number">2</span>), <span class="hljs-comment">-- => 0.8128912838590544</span>
-
<span class="hljs-comment">-- top-3 recommendation</span>
ndcg(t1.rec, t2.truth, <span class="hljs-number">3</span>) <span class="hljs-comment">-- => 0.9187707805346093</span>
-<span class="hljs-keyword">from</span> rec t1
-<span class="hljs-keyword">join</span> truth t2 <span class="hljs-keyword">on</span> (t1.userid = t2.userid)
+<span class="hljs-keyword">from</span>
+ rec t1
+ <span class="hljs-keyword">join</span> truth t2 <span class="hljs-keyword">on</span> (t1.userid = t2.userid)
;
</code></pre>
<p><div id="page-footer" class="localized-footer"><hr><!--
@@ -2670,7 +2690,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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</div>
http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/4c02d418/userguide/eval/regression.html
----------------------------------------------------------------------
diff --git a/userguide/eval/regression.html b/userguide/eval/regression.html
index 3250857..aa339f8 100644
--- a/userguide/eval/regression.html
+++ b/userguide/eval/regression.html
@@ -1736,13 +1736,28 @@
</li>
- <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_cv.html">
+ <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_slim.html">
- <a href="../recommend/movielens_cv.html">
+ <a href="../recommend/movielens_slim.html">
<b>9.3.5.</b>
+ SLIM for Fast Top-K Recommendation
+
+ </a>
+
+
+
+ </li>
+
+ <li class="chapter " data-level="9.3.6" data-path="../recommend/movielens_cv.html">
+
+ <a href="../recommend/movielens_cv.html">
+
+
+ <b>9.3.6.</b>
+
10-fold Cross Validation (Matrix Factorization)
</a>
@@ -2302,7 +2317,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/4c02d418/userguide/ft_engineering/binning.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/binning.html b/userguide/ft_engineering/binning.html
index 5ed1771..20b098f 100644
--- a/userguide/ft_engineering/binning.html
+++ b/userguide/ft_engineering/binning.html
@@ -1736,13 +1736,28 @@
</li>
- <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_cv.html">
+ <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_slim.html">
- <a href="../recommend/movielens_cv.html">
+ <a href="../recommend/movielens_slim.html">
<b>9.3.5.</b>
+ SLIM for Fast Top-K Recommendation
+
+ </a>
+
+
+
+ </li>
+
+ <li class="chapter " data-level="9.3.6" data-path="../recommend/movielens_cv.html">
+
+ <a href="../recommend/movielens_cv.html">
+
+
+ <b>9.3.6.</b>
+
10-fold Cross Validation (Matrix Factorization)
</a>
@@ -2482,7 +2497,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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10-fold Cross Validation (Matrix Factorization)
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+
10-fold Cross Validation (Matrix Factorization)
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10-fold Cross Validation (Matrix Factorization)
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10-fold Cross Validation (Matrix Factorization)
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10-fold Cross Validation (Matrix Factorization)
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</li>
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<b>9.3.5.</b>
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10-fold Cross Validation (Matrix Factorization)
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10-fold Cross Validation (Matrix Factorization)
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