METHOD AND APPARATUS FOR PROFILE SCORE THRESHOLD SETTING AND UPDATING

Patent №

US 6,535,876

Granted

2003-03-18

Filed 2002

Owner

CLARITECH CORPORATION

+1 more

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10162829

A novel approach for filtering documents involves the use of delivery ratio threshold setting technique to set an initial profile score threshold and the use of beta-gamma regulation for dynamic threshold updating. A group of documents is scored pursuant to a user profile. The score for each document is indicative of the relevance of the corresponding document to the user profile. The score can be compared with a profile score threshold to decide if the document should be accepted or rejected. According to one aspect of the invention, the initial threshold is set to a score threshold that approximates an expected ratio of acceptable documents calibrated with respect to a set of reference documents. According to another aspect of the invention, the score threshold can be updated based on the accumulated example documents, user's relevance judgment, and the user's utility function. The accumulated example documents are first scored against a profile and a ranked list of scored documents is obtained. Each position at the ranked list corresponds to a candidate score threshold as well as a utility value computed based on the relevance status of the example documents. From these candidate threshold points, an optimal utility threshold and a zero utility threshold are determined. Using the optimal utility threshold and the zero utility threshold, a new utility threshold is calculated by interpolating between estimates of the optimal utility threshold and the zero utility threshold. This new utility threshold is used for subsequent information retrieval and filtering.

Machine learningPlanningAI hardwareG06F 16/334Y10S 707/99933Y10S 707/99935Y10S 707/99936

AI classification

Planning1.00
AI hardware0.99
Machine learning0.52
Knowledge representation0.26
Natural language0.21
Evolutionary computation0.14
Vision0.11
Speech0.01

Ownership

CLARITECH CORPORATION

assignment · 129780439

JUSTSYSTEMS EVANS RESEARCH, INC.

namechg · 211160731

Assignors

ZHAI, CHENGXIANG

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

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