TRAINING PROCEDURE FOR N-GRAM-BASED STATISTICAL CONTENT CLASSIFICATION

Patent №

US 7,792,846

Granted

2010-09-07

Filed 2007

Owner

SONICWALL, INC.

Lab

AI components

5

ml · nlp · vision · kr · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11881770

A training procedure for N-gram based statistical document classification has been disclosed. In one embodiment, a set of N-grams is selected out of a second set of N-grams, each of the N-grams having a sequence of N bytes, where N is an integer. Then a statistical content classification model is generated based on occurrences of the N-grams, if any, in a set of training documents and a set of validation documents. The statistical content classification model is provided to content filters to classify content.

AI classification

Natural language1.00
Machine learning1.00
Vision1.00
Knowledge representation1.00
Planning0.97
Evolutionary computation0.40
AI hardware0.33
Speech0.00

Ownership

SONICWALL, INC.

assignment · 201520521

Assignors

RAFFILL, THOMAS E., ZHU, SHUNHUI, YANOVSKY, ROMAN, YANOVSKY, BORIS, GMUENDER, JOHN

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

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