SYSTEM AND METHOD FOR LEARNING CONTEXTUALLY AWARE PREDICTIVE KEY PHRASES

Patent №

US 11,645,590

Granted

2023-05-09

Filed 2022

Owner

HRL LABORATORIES, LLC

Lab

AI components

6

ml · nlp · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17730957

Described is a system for learning and predicting key phrases. The system learns based on a dataset of historical forecasting questions, their associated time-series data for a quantity of interest, and associated keyword sets. The system learns the optimal policy of actions to take given the associated keyword sets and the optimal set of keywords which are predictive of the quantity of interest. Given a new forecasting question, the system extracts an initial keyword set from a new forecasting question, which are perturbed to generate an optimal predictive key-phrase set. Key-phrase time-series data are extracted for the optimal predictive key-phrase set, which are used to generate a forecast of future values for a value of interest. The forecast can be used for a variety of purposes, such as advertising online.

Machine learningNatural languageKnowledge representationPlanningEvolutionary computationAI hardwareG06Q 10/04G06F 16/90335G06F 16/907G06F 18/251G06F 40/166G06F 40/205G06F 40/284G06F 40/40+14 more

AI classification

Natural language1.00
Planning1.00
Machine learning1.00
Knowledge representation1.00
AI hardware0.99
Evolutionary computation0.55
Vision0.04
Speech0.00

Ownership

HRL LABORATORIES, LLC

assignment · 617810719

Assignors

ARDULOV, VICTOR, JAMMALAMADAKA, ARUNA, LU, TSAI-CHING

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

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