PREDICTING LEDGER REVENUE CHANGE BEHAVIOR OF CLIENTS RECEIVING SERVICES

Patent №

US 11,062,334

Granted

2021-07-13

Filed 2017

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · nlp · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15614146

One embodiment provides a method for predicting revenue change in a ledger including receiving, by a processor device, revenue data with timestamps for a number of historical periods at a particular level, with attributes of the particular level and a percentage of the required revenue change. The data is filtered. The filtered data is aggregated at the particular level for a selected prediction. A sliding window of the number of historical periods is moved over business periods, creating a data point for each historical period temporal window by extracting features. A required target output is created for each data point for at least one future time period. A statistical classification model is trained to predict the revenue change. A set of recent histories is converted into a quantitative health value.

Machine learningNatural languagePlanningAI hardwareG06Q 30/0202G06F 16/248G06N 5/01G06N 7/01G06Q 10/04G06Q 40/12G06N 3/126

AI classification

Machine learning1.00
Planning1.00
Natural language1.00
AI hardware1.00
Evolutionary computation0.45
Vision0.44
Knowledge representation0.25
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 426020259

Assignors

BLOMBERG, JEANETTE L., MAURYA, ABHINAV, MEGAHED, ALY, STRONG, HOVEY R., JR.

On an employer assignment, the assignors are typically the inventors.

From the same owner

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