diff --git a/sklearn2pmml/resources/sklearn2pmml-1.0-SNAPSHOT.jar b/sklearn2pmml/resources/sklearn2pmml-1.0-SNAPSHOT.jar
index d602c53..d982787 100644
Binary files a/sklearn2pmml/resources/sklearn2pmml-1.0-SNAPSHOT.jar and b/sklearn2pmml/resources/sklearn2pmml-1.0-SNAPSHOT.jar differ
diff --git a/src/main/java/com/sklearn2pmml/Main.java b/src/main/java/com/sklearn2pmml/Main.java
index 19264f5..d4e2c27 100644
--- a/src/main/java/com/sklearn2pmml/Main.java
+++ b/src/main/java/com/sklearn2pmml/Main.java
@@ -19,20 +19,33 @@
 package com.sklearn2pmml;
 
 import java.io.File;
+import java.io.FileInputStream;
 import java.io.FileOutputStream;
+import java.io.InputStream;
 import java.io.OutputStream;
 
+import javax.xml.transform.TransformerFactory;
+import javax.xml.transform.sax.SAXTransformerFactory;
+import javax.xml.transform.sax.TransformerHandler;
+import javax.xml.transform.stream.StreamResult;
+
 import com.beust.jcommander.JCommander;
 import com.beust.jcommander.Parameter;
 import org.dmg.pmml.PMML;
+import org.dmg.pmml.Version;
 import org.jpmml.converter.Application;
+import org.jpmml.model.SAXUtil;
+import org.jpmml.model.filters.ExportFilter;
 import org.jpmml.model.metro.MetroJAXBUtil;
+import org.jpmml.model.visitors.VersionInspector;
 import org.jpmml.python.PickleUtil;
 import org.jpmml.python.Storage;
 import org.jpmml.python.StorageUtil;
 import org.jpmml.sklearn.Encodable;
 import org.jpmml.sklearn.EncodableUtil;
+import org.jpmml.sklearn.SkLearnException;
 import org.jpmml.sklearn.SkLearnUtil;
+import org.xml.sax.InputSource;
 
 public class Main extends Application {
 
@@ -48,6 +61,12 @@ public class Main extends Application {
 	)
 	private File outputFile = null;
 
+	@Parameter (
+		names = {"--pmml-schema", "--schema"},
+		converter = VersionConverter.class
+	)
+	private Version version = null;
+
 
 	static
 	public void main(String... args) throws Exception {
@@ -79,6 +98,21 @@ private void run() throws Exception {
 
 		PMML pmml = encodable.encodePMML();
 
+		if(this.version != null && this.version.compareTo(Version.PMML_4_4) < 0){
+			VersionInspector versionInspector = new VersionInspector();
+			versionInspector.applyTo(pmml);
+
+			Version minVersion = versionInspector.getMinimum();
+			if(minVersion.compareTo(this.version) > 0){
+				throw new SkLearnException("The generated markup requires PMML schema version " + minVersion.getVersion() + " or newer");
+			}
+
+			Version maxVersion = versionInspector.getMaximum();
+			if(maxVersion.compareTo(this.version) < 0){
+				throw new SkLearnException("The generated markup requires PMML schema version " + maxVersion.getVersion() + " or older");
+			}
+		} // End if
+
 		if(!this.outputFile.exists()){
 			File absoluteOutputFile = this.outputFile.getAbsoluteFile();
 
@@ -88,8 +122,34 @@ private void run() throws Exception {
 			}
 		}
 
-		try(OutputStream os = new FileOutputStream(this.outputFile)){
-			MetroJAXBUtil.marshalPMML(pmml, os);
+		if(this.version != null && this.version.compareTo(Version.PMML_4_4) < 0){
+			File tempFile = File.createTempFile("sklearn2pmml-", ".pmml");
+
+			try(OutputStream os = new FileOutputStream(tempFile)){
+				MetroJAXBUtil.marshalPMML(pmml, os);
+			}
+
+			SAXTransformerFactory transformerFactory = (SAXTransformerFactory)TransformerFactory.newInstance();
+
+			try(OutputStream os = new FileOutputStream(this.outputFile)){
+				TransformerHandler transformerHandler = transformerFactory.newTransformerHandler();
+				transformerHandler.setResult(new StreamResult(os));
+
+				ExportFilter exportFilter = new ExportFilter(SAXUtil.createXMLReader(), this.version);
+				exportFilter.setContentHandler(transformerHandler);
+
+				try(InputStream is = new FileInputStream(tempFile)){
+					exportFilter.parse(new InputSource(is));
+				}
+			}
+
+			tempFile.delete();
+		} else
+
+		{
+			try(OutputStream os = new FileOutputStream(this.outputFile)){
+				MetroJAXBUtil.marshalPMML(pmml, os);
+			}
 		}
 	}
 
diff --git a/src/main/java/com/sklearn2pmml/VersionConverter.java b/src/main/java/com/sklearn2pmml/VersionConverter.java
new file mode 100644
index 0000000..0ff016f
--- /dev/null
+++ b/src/main/java/com/sklearn2pmml/VersionConverter.java
@@ -0,0 +1,45 @@
+/*
+ * Copyright (c) 2024 Villu Ruusmann
+ *
+ * This file is part of SkLearn2PMML
+ *
+ * SkLearn2PMML is free software: you can redistribute it and/or modify
+ * it under the terms of the GNU Affero General Public License as published by
+ * the Free Software Foundation, either version 3 of the License, or
+ * (at your option) any later version.
+ *
+ * SkLearn2PMML is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ * GNU Affero General Public License for more details.
+ *
+ * You should have received a copy of the GNU Affero General Public License
+ * along with SkLearn2PMML.  If not, see <http://www.gnu.org/licenses/>.
+ */
+package com.sklearn2pmml;
+
+import java.util.Objects;
+
+import com.beust.jcommander.IStringConverter;
+import org.dmg.pmml.Version;
+
+public class VersionConverter implements IStringConverter<Version> {
+
+	@Override
+	public Version convert(String string){
+		Version[] versions = Version.values();
+
+		for(Version version : versions){
+
+			if(!version.isStandard()){
+				continue;
+			} // End if
+
+			if(Objects.equals(version.getNamespaceURI(), string) || Objects.equals(version.getVersion(), string)){
+				return version;
+			}
+		}
+
+		throw new IllegalArgumentException(string);
+	}
+}
\ No newline at end of file