{"title":"PMML Gradient Boosted Trees Predictor (Regression)","nodeType":"Predictor","id":"*XU1htNBya3JiCqXr","factoryName":"org.knime.base.node.mine.treeensemble2.node.gradientboosting.predictor.pmml.GradientBoostingRegressionPMMLPredictorNodeFactory","factoryId":"org.knime.base.node.mine.treeensemble2.node.gradientboosting.predictor.pmml.GradientBoostingRegressionPMMLPredictorNodeFactory","path":["Analytics","Mining","Decision Tree Ensemble","Gradient Boosting","Regression"],"owner":"knime","ownerAccountId":"account:team:b5f0848f-496d-4e6a-b869-fa3532248db7","description":"<p>Applies regression from a Gradient Boosted Trees model that is provided in PMML format. Note that it is currently not possible to load models that were learned on a bit-, byte- or double-vector column and then written to PMML because PMML does not support vector columns.\n <br />\n <br />\n The implementation follows the algorithms described in <i>Greedy Function Approximation: A Gradient Boosting Machine</i> by Jerome H. Friedman (1999).</p>\n        ","shortDescription":"Applies regression from a Gradient Boosted Trees model that is provided in PMML format.","keywords":[],"deprecated":false,"streamable":true,"tags":["Analytics","Mining","Decision Tree Ensemble","Gradient Boosting","Regression","Streamable"],"icon":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH4AMJCiMihmY3KwAAAB1pVFh0Q29tbWVudAAAAAAAQ3JlYXRlZCB3aXRoIEdJTVBkLmUHAAAAwklEQVQ4y6WTzQrCQAyEv6mKHkrRx+sT+liePRWKIv6Oly3EtWuFBgLZ7GbyNyvbzJFl6ULSYBrAtsbeVcwUxRbyrCWJ1cyuoErZShm3gJLWUzP4AGn2DUAHbJLrVgJQ6C0HEXBOx/uvCn6BVMDDNraVrzO2oNKgmn2zkNRJsiQXeSBplFh925+A3SQTbT9TJQ7BpA04JPJfPOjb/jjivuSs+lLgBRzCeg2sQ9hq8C8LVK0CrQepgWuyH6N/4Z/fmPvfvuZfklFpHF4AAAAASUVORK5CYII=","views":[],"inPorts":[{"objectClass":"org.knime.core.node.port.pmml.PMMLPortObject","color":"1469af","dataType":"PMML","optional":false,"name":"Model","description":"Gradient Boosted Trees model in PMML format."},{"objectClass":"org.knime.core.node.BufferedDataTable","color":"000000","dataType":"Table","optional":false,"name":"Input Data","description":"The data to predict."}],"outPorts":[{"objectClass":"org.knime.core.node.BufferedDataTable","color":"000000","dataType":"Table","optional":false,"name":"Output Data","description":"The predicted data."}],"dynInPorts":[],"dynOutPorts":[],"additionalSiteInformation":{"url":"https://update.knime.com/analytics-platform/5.12","trusted":true,"enabledByDefault":true,"name":"KNIME Analytics Platform 5.12 Update Site","version":"5.12.0"},"dialog":[{"sectionName":"Options","fields":[{"name":"Change prediction column name","description":"Select to customize the name of the column containing the prediction.","optional":false},{"name":"Prediction column name","description":"Name of the output column containing the prediction.","optional":false}]}],"links":[{"text":"Wikipedia: Gradient Boosting","url":"https://en.wikipedia.org/wiki/Gradient_boosting"}],"kudos":[],"kudosCount":0,"bundleInformation":{"bundleVersion":"5.12.0.v202605041104","bundleName":"Decisions Tree Ensembles for KNIME","bundleSymbolicName":"org.knime.base.treeensembles2","bundleVendor":"KNIME AG, Zurich, Switzerland","featureSymbolicName":"org.knime.features.ensembles","featureName":"KNIME Ensemble Learning Wrappers","featureVersion":"5.12.0.v202605041104","featureVendor":"KNIME AG, Zurich, Switzerland","extensionId":"*_1Bvd90_2VpXdZt5"},"frequentSuccessors":[{"id":"*QUqps_kWbfHPBgyu","factoryName":"org.knime.base.node.mine.scorer.numeric.NumericScorerNodeFactory","probability":0.2727272727272727},{"id":"*PHWv6FsABEjrSc76","factoryName":"org.knime.base.node.preproc.rename.RenameNodeFactory","probability":0.18181818181818182},{"id":"*DOkyMaii62U05xZ1","factoryName":"org.knime.base.node.preproc.filter.column.DataColumnSpecFilterNodeFactory","probability":0.09090909090909091},{"id":"*HjhjPWnI5BHBrI1H","factoryName":"org.knime.js.base.node.viz.plotter.line.LinePlotNodeFactory","probability":0.09090909090909091},{"id":"*ZgYyOm1P9VJVBE9e","factoryName":"org.knime.base.node.preproc.joiner.Joiner2NodeFactory","probability":0.09090909090909091},{"id":"*5xTQbnNLONK0vecv","factoryName":"org.knime.base.node.io.database.DBWriterNodeFactory","probability":0.09090909090909091},{"id":"*ZJILMugp0g8jMFjM","factoryName":"org.knime.base.node.mine.treeensemble2.node.gradientboosting.learner.regression.GradientBoostingRegressionLearnerNodeFactory","probability":0.09090909090909091},{"id":"*AwzC_JyEuicS9pXC","factoryName":"org.knime.base.node.meta.xvalidation.AggregateOutputNodeFactory","probability":0.09090909090909091}]}