公开(公告)号：US12288009B2

公开(公告)日：2025-04-29

申请号：US17354549

申请日：2021-06-22

Applicant: Bytedance Inc.

Inventor： Leopold Silberstein ,  Addhyan Pandey ,  Abhaya Parthy ,  Boris Lerner

IPC: G06F30/20 ,  G06F111/02 ,  G06F111/10

Abstract: An apparatus, method, and computer program product are provided to predict and model the performance of option data objects prior to the introduction of such option data objects into a network environment through the application of specific rule sets that are applied in a multi-stage arrangement on sets of extracted option data object parameters. In some example implementations, option data object parameters are extracted and parsed into sets of categorical and non-categorical parameters, which may be both quantitative and qualitative, and transmitted to one or more predictive models. Through the operation of the predictive models, the option data object parameters are transformed into a weighted value associated with the option data object that reflects a predicted performance level of the option data object and can be used when comparing multiple option data objects against each other.