METHODS AND SYSTEMS FOR CUMULATIVE ATTRIBUTE FORECASTING USING A PDF OF A CURRENT-TO-FUTURE VALUE RATIO

Patent №

US 7,797,184

Granted

2010-09-14

Filed 2004

Owner

HEWLETT-PACKARD DEVELOPMENT COMPANY, LP.

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10959861

Systems and methods are disclosed for cumulative attribute forecasting using a probability density function of a current-to-future value ratio. Some method embodiments may comprise determining an unconditional probability density function for a ratio of a cumulative attribute's current value to an associated future value for the cumulative attribute, and determining an unconditional PDF for a future value of the cumulative attribute. The unconditional probability functions are combined with a current value of the cumulative attribute in a manner that yields a conditional probability density function for the future value. The conditional probability density function may then be used to determine forecasts such as a most likely future value, a mean value, a median value, a confidence interval for the future value, and a probability of achieving a future value within some specified range.

Machine learningPlanningAI hardwareG06Q 10/04G06Q 30/0202G06Q 30/0283

AI classification

Planning1.00
Machine learning0.90
AI hardware0.86
Vision0.04
Knowledge representation0.03
Evolutionary computation0.03
Natural language0.02
Speech0.00

Ownership

HEWLETT-PACKARD DEVELOPMENT COMPANY, LP.

assignment · 158760876

Assignors

SHAN, JERRY Z., TAN, HSIU-KHUERN

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

© 2026 NYSGPT2525 LLC