jiangxin369 commented on code in PR #166:
URL: https://github.com/apache/flink-ml/pull/166#discussion_r1013581529


##########
flink-ml-core/src/main/java/org/apache/flink/ml/param/DoubleParam.java:
##########
@@ -32,4 +34,12 @@ public DoubleParam(
     public DoubleParam(String name, String description, Double defaultValue) {
         this(name, description, defaultValue, ParamValidators.alwaysTrue());
     }
+
+    @Override
+    public Double jsonDecode(Object json) throws IOException {
+        if (json instanceof String && json.equals(String.valueOf(Double.NaN))) 
{
+            return Double.NaN;
+        }
+        return (Double) json;

Review Comment:
   Sure, I'll add



##########
flink-ml-core/src/main/java/org/apache/flink/ml/param/DoubleParam.java:
##########
@@ -32,4 +34,12 @@ public DoubleParam(
     public DoubleParam(String name, String description, Double defaultValue) {
         this(name, description, defaultValue, ParamValidators.alwaysTrue());
     }
+
+    @Override
+    public Double jsonDecode(Object json) throws IOException {
+        if (json instanceof String && json.equals(String.valueOf(Double.NaN))) 
{
+            return Double.NaN;
+        }
+        return (Double) json;

Review Comment:
   Sure, I'll add.



##########
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/imputer/Imputer.java:
##########
@@ -0,0 +1,333 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.ml.feature.imputer;
+
+import org.apache.flink.api.common.functions.AggregateFunction;
+import org.apache.flink.api.java.tuple.Tuple2;
+import org.apache.flink.ml.api.Estimator;
+import org.apache.flink.ml.common.datastream.DataStreamUtils;
+import org.apache.flink.ml.common.util.QuantileSummary;
+import org.apache.flink.ml.param.Param;
+import org.apache.flink.ml.util.ParamUtils;
+import org.apache.flink.ml.util.ReadWriteUtils;
+import org.apache.flink.streaming.api.datastream.DataStream;
+import org.apache.flink.table.api.Table;
+import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
+import org.apache.flink.table.api.internal.TableImpl;
+import org.apache.flink.types.Row;
+import org.apache.flink.util.Preconditions;
+
+import java.io.IOException;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.Map;
+
+/**
+ * The imputer for completing missing values of the input columns.
+ *
+ * <p>Missing values can be imputed using the statistics(mean, median or most 
frequent) of each
+ * column in which the missing values are located. The input columns should be 
of numeric type.

Review Comment:
   Yes, it is addressed by adding Interger and Float columns on traning data.



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