Examples with StandardScaler com.alibaba.alink.pipeline.dataproc.StandardScaler used on opensource projects

Example 6 with StandardScaler

use of com.alibaba.alink.pipeline.dataproc.StandardScaler in project Alink by alibaba.

the class Chap19 method c_2.

static void c_2() throws Exception {
    MemSourceBatchOp source = new MemSourceBatchOp(CRIME_ROWS_DATA, CRIME_COL_NAMES);
    Pipeline std_pca = new Pipeline().add(new StandardScaler().setSelectedCols("murder", "rape", "robbery", "assault", "burglary", "larceny", "auto")).add(new PCA().setCalculationType(CalculationType.COV).setK(4).setSelectedCols("murder", "rape", "robbery", "assault", "burglary", "larceny", "auto").setPredictionCol(VECTOR_COL_NAME).enableLazyPrintModelInfo());
    std_pca.fit(source).transform(source).link(new VectorToColumnsBatchOp().setVectorCol(VECTOR_COL_NAME).setSchemaStr("prin1 double, prin2 double, prin3 double, prin4 double").setReservedCols("state")).lazyPrint(10, "state with principle components");
    BatchOperator.execute();
}