TD_SMOTE Syntax | SMOTE | Teradata Vantage - TD_SMOTE Syntax - Teradata VantageCloud Lake

Lake - Analyze Your Data with ClearScape Analytics™

Deployment
VantageCloud
Edition
Lake
Product
Teradata VantageCloud Lake
Release Number
Published
February 2025
ft:locale
en-US
ft:lastEdition
2026-02-20
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pny1626732985837.ditaval
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tcl1683670667798
TD_SMOTE (
  ON { table | view | (query) } AS InputTable PARTITION BY ANY
  [ON { table } AS EncodingsTable DIMENSION]
  USING
  IDColumn ('id_column')
  ResponseColumn ('response_column')
  InputColumns({'input_column'|input_column_range}[,...])
  MinorityClass('minorityClass')
  [CategoricalInputColumns({'categorical_input_column'|categorical_input_column_range}[,...])]
  [MedianStandardDeviation(med)]
  [OversamplingFactor(oversamplingFactor)]
  [SamplingStrategy('smote'|'adasyn'|'borderline'|'smotenc')]
  [FillSampleID('true'|'t'|'yes'|'y'|'1'|'false'|'f'|'no'|'n'|'0')]
  [ValueForNonInputColumns('sample'|'neighbor'|'null')]
  [NumberOfNeighbors (number_of_neighbors)]
  [Seed (seed)]
)
You can call this function from:
  • The FROM clause of a SELECT statement
  • As part of a CREATE TABLE statement
  • As part of a CREATE VIEW statement