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/Apparatus And Methods For Multiple Stage Process Modeling
Abstract

An apparatus and method for multiple stage process modeling is provided. The apparatus includes a processor and a memory connected to the processor. The memory contains instructions configuring the at least a processor to store a plurality of process data sets in an immutable sequential listing, identify one or more outlier clusters within the plurality of process data sets, generate a progression outlook profile as a function of the one or more outlier clusters, weigh stage data associated with the plurality of process data sets based on iteration data to produce weighted stage data, distribute generation of the plurality of progression stage profiles using the weighted stage data and the one or more outlier clusters, and aggregate generated progression stage profiles into the progression outlook profile, receive current process data, classify the current process data to one of the plurality of progression stage profiles, and generate a recommended action datum.

Full Text

What is claimed is:

An apparatus and method for multiple stage process modeling is provided. The apparatus includes a processor and a memory connected to the processor. The memory contains instructions configuring the at least a processor to store a plurality of process data sets in an immutable sequential listing, identify one or more outlier clusters within the plurality of process data sets, generate a progression outlook profile as a function of the one or more outlier clusters, weigh stage data associated with the plurality of process data sets based on iteration data to produce weighted stage data, distribute generation of the plurality of progression stage profiles using the weighted stage data and the one or more outlier clusters, and aggregate generated progression stage profiles into the progression outlook profile, receive current process data, classify the current process data to one of the plurality of progression stage profiles, and generate a recommended action datum.
Timeline
Filed
03/13/2026
Published
07/16/2026
Granted
Not Available
IPC Codes(1)
G06N 20/00:Machine learning