DEVICE SYSTEM AND METHOD FOR EXTRACTION OF MALICIOUS COMMUNICATION PATTERN TO DETECT TRAFFIC CAUSED BY MALWARE USING TRAFFIC LOGS

Patent №

US 10,348,751

Granted

2019-07-09

Filed 2017

Owner

NIPPON TELEGRAPH AND TELEPHONE CORPORATION

Lab

AI components

1

ml

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15548263

A malicious communication pattern extraction device includes: a statistical value calculation unit that calculates a statistical value for an appearance frequency of each of plural communication patterns, from a traffic log obtained from traffic caused by malware, and a traffic log obtained from traffic in a predetermined communication environment; a malicious list candidate extraction unit that compares between the appearance frequency of the traffic logs for each of the communication patterns, based on the calculated statistical value, and extracts the communication pattern as the malicious communication pattern when a difference between both of the appearance frequencies is equal to or more than a predetermined threshold; and a threshold setting unit that sets a threshold so that an erroneous detection rate probability of erroneously detecting the traffic caused by malware and a detection rate probability of detecting the traffic caused by malware is equal to or more than a certain value.

Machine learningH04L 63/1425G06F 21/56H04L 63/1416H04W 12/128G06F 21/556

AI classification

Machine learning1.00
Knowledge representation0.35
AI hardware0.12
Planning0.05
Natural language0.03
Evolutionary computation0.02
Vision0.00
Speech0.00

Ownership

NIPPON TELEGRAPH AND TELEPHONE CORPORATION

assignment · 431720216

Assignors

KAMIYA, KAZUNORI, AOKI, KAZUFUMI, NAKATA, KENSUKE, SATO, TOHRU

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

From the same owner

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