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| author | Nick Pentreath <nick.pentreath@gmail.com> | 2013-09-23 13:07:40 +0200 |
|---|---|---|
| committer | Nick Pentreath <nick.pentreath@gmail.com> | 2013-09-23 13:07:40 +0200 |
| commit | d952f04c8e588977ade5a5694052232881374c73 (patch) | |
| tree | 15813d5b44f9ddba0223432a0ff2c1c4c9ac3539 /mllib | |
| parent | 737f01a1ef49e4a12f24799c4324b3a60712758e (diff) | |
| parent | 119de80294bd0cb82855bd1982c5371b661b6fd5 (diff) | |
| download | spark-d952f04c8e588977ade5a5694052232881374c73.tar.gz spark-d952f04c8e588977ade5a5694052232881374c73.tar.bz2 spark-d952f04c8e588977ade5a5694052232881374c73.zip | |
Merge remote-tracking branch 'upstream/master' into implicit-als
Diffstat (limited to 'mllib')
3 files changed, 331 insertions, 8 deletions
diff --git a/mllib/data/sample_svm_data.txt b/mllib/data/sample_svm_data.txt new file mode 100644 index 0000000000..7ab30bd93c --- /dev/null +++ b/mllib/data/sample_svm_data.txt @@ -0,0 +1,322 @@ +1 0 2.52078447201548 0 0 0 2.004684436494304 2.000347299268466 0 2.228387042742021 2.228387042742023 0 0 0 0 0 0 +0 2.857738033247042 0 0 2.619965104088255 0 2.004684436494304 2.000347299268466 0 2.228387042742021 2.228387042742023 0 0 0 0 0 0 +0 2.857738033247042 0 2.061393766919624 0 0 2.004684436494304 0 0 2.228387042742021 2.228387042742023 0 0 0 0 0 0 +1 0 0 2.061393766919624 2.619965104088255 0 2.004684436494304 2.000347299268466 0 0 0 0 2.055002875864414 0 0 0 0 +1 2.857738033247042 0 2.061393766919624 2.619965104088255 0 2.004684436494304 0 0 0 0 0 2.055002875864414 0 0 0 0 +0 2.857738033247042 0 2.061393766919624 2.619965104088255 0 2.004684436494304 2.000347299268466 0 2.228387042742021 2.228387042742023 0 0 0 0 0 0 +1 0 0 0 2.619965104088255 0 2.004684436494304 0 0 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+1 0 2.52078447201548 0 2.619965104088255 0 0 0 0 2.228387042742021 2.228387042742023 0 2.055002875864414 0 0 0 0 +1 2.857738033247042 0 0 2.619965104088255 0 0 0 2.122974378789621 2.228387042742021 2.228387042742023 0 2.055002875864414 0 0 0 0 diff --git a/mllib/src/main/scala/org/apache/spark/mllib/classification/SVM.scala b/mllib/src/main/scala/org/apache/spark/mllib/classification/SVM.scala index 3511e24bce..3b8f8550d0 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/classification/SVM.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/classification/SVM.scala @@ -29,7 +29,7 @@ import org.apache.spark.mllib.util.DataValidators import org.jblas.DoubleMatrix /** - * Model built using SVM. + * Model for Support Vector Machines (SVMs). * * @param weights Weights computed for every feature. * @param intercept Intercept computed for this model. @@ -48,8 +48,8 @@ class SVMModel( } /** - * Train an SVM using Stochastic Gradient Descent. - * NOTE: Labels used in SVM should be {0, 1} + * Train a Support Vector Machine (SVM) using Stochastic Gradient Descent. + * NOTE: Labels used in SVM should be {0, 1}. */ class SVMWithSGD private ( var stepSize: Double, @@ -79,7 +79,7 @@ class SVMWithSGD private ( } /** - * Top-level methods for calling SVM. NOTE: Labels used in SVM should be {0, 1} + * Top-level methods for calling SVM. NOTE: Labels used in SVM should be {0, 1}. */ object SVMWithSGD { @@ -88,14 +88,15 @@ object SVMWithSGD { * of iterations of gradient descent using the specified step size. Each iteration uses * `miniBatchFraction` fraction of the data to calculate the gradient. The weights used in * gradient descent are initialized using the initial weights provided. - * NOTE: Labels used in SVM should be {0, 1} + * + * NOTE: Labels used in SVM should be {0, 1}. * * @param input RDD of (label, array of features) pairs. * @param numIterations Number of iterations of gradient descent to run. * @param stepSize Step size to be used for each iteration of gradient descent. * @param regParam Regularization parameter. * @param miniBatchFraction Fraction of data to be used per iteration. - * @param initialWeights Initial set of weights to be used. Array should be equal in size to + * @param initialWeights Initial set of weights to be used. Array should be equal in size to * the number of features in the data. */ def train( diff --git a/mllib/src/main/scala/org/apache/spark/mllib/regression/LinearRegression.scala b/mllib/src/main/scala/org/apache/spark/mllib/regression/LinearRegression.scala index ae95ea24fc..597d55e0bb 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/regression/LinearRegression.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/regression/LinearRegression.scala @@ -43,7 +43,7 @@ class LinearRegressionModel( } /** - * Train a regression model with no regularization using Stochastic Gradient Descent. + * Train a linear regression model with no regularization using Stochastic Gradient Descent. */ class LinearRegressionWithSGD private ( var stepSize: Double, @@ -83,7 +83,7 @@ object LinearRegressionWithSGD { * @param numIterations Number of iterations of gradient descent to run. * @param stepSize Step size to be used for each iteration of gradient descent. * @param miniBatchFraction Fraction of data to be used per iteration. - * @param initialWeights Initial set of weights to be used. Array should be equal in size to + * @param initialWeights Initial set of weights to be used. Array should be equal in size to * the number of features in the data. */ def train( |