A method and apparatus for predicting toxicity prediction models of oxide nanomaterials using random forest techniques are disclosed. A method for generating a toxicity prediction model of an oxide nanomaterial according to an embodiment of the present invention includes collecting attribute data for oxide nanomaterials; Scoring attributes data for the oxide nanomaterials based on the collected attributes data; And generating a toxicity prediction model for the oxide nanomaterials through a predefined technique using the scored attributes data, wherein the step of generating the toxicity prediction model comprises a random forest technique A toxicity prediction model for the oxide nanomaterials can be generated.
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