IP Library Granted Patent US 8,661,545
Granted Patent B2
US 8,661,545 · App. 13/463,768 · Granted Feb 25, 2014

Classifying a message based on fraud indicators

View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 8,661,545
App. No.
13/463,768
Granted
Feb 25, 2014
Kind
B2
Abstract

Systems, methods, and media for classifying messages are disclosed. A plurality of fraud indicators are identified in the message. A signature of the message is generated. The generated signature of the message is compared to a stored signature. The stored signature is based on a statistical analysis of fraud indicators in a second message associated with the stored signature. A determination as to whether the message is fraudulent is made based on the comparison. The message is processed based on the determination that the message is a fraudulent message.

Claims (43)

1. A method for identifying fraudulent messages, the method comprising:

storing information in memory regarding a plurality of fraud indicators, each fraud indicator being a pattern previously identified as characteristic of fraudulent messages;

receiving a message sent over a communication network; and

executing instructions stored in memory, wherein execution of the instructions by a processor:

parses the message and detects at least one pattern that is characteristic of fraudulent messages;

matches the at least one pattern with at least one of the fraud indicators stored in memory;

counts a number of fraud indicators identified in the message;

computes a probability of the message being a fraudulent message based on the number of fraud indicators identified in the message;

classifies the received message as a fraudulent message, and

generates an alert that the received message has been classified as a fraudulent message.

2. The method of claim 1 , wherein generating the alert comprises adding a fraud notification to a subject line of the received message.

3. The method of claim 1 , wherein generating the alert comprises sending a fraud notification message to a designated recipient of the received message.

4. The method of claim 1 , wherein generating the alert comprises providing an explanation why the received message is classified as a fraudulent message.

5. The method of claim 4 , wherein the explanation includes information regarding the fraud indicators detected in the received message.

6. The method of claim 1 , wherein the detected fraud indicators include a questionable or bad reference point.

7. A system for identifying fraudulent messages, the system comprising:

memory for storing information regarding a plurality of fraud indicators, each fraud indicator being a pattern previously identified as characteristic of fraudulent messages;

communications interface for receiving a message sent over a communication network; and

a processor for executing instructions stored in memory, wherein execution of the instructions by the processor:

parses the message and detects at least one pattern that is characteristic of fraudulent messages;

matches the at least one pattern with at least one of the fraud indicators stored in memory;

counts a number of fraud indicators identified in the message;

computes a probability of the message being a fraudulent message based on the number of fraud indicators identified in the message;

classifies the received message as a fraudulent message, and

generates an alert that the received message has been classified as a fraudulent message.

8. The system of claim 7 , wherein the generated alert comprises a fraud notification to a subject line of the received message.

9. The system of claim 7 , wherein the generated alert comprises a fraud notification message sent to a designated recipient of the received message.

10. The system of claim 7 , wherein the generated alert includes an explanation why the received message is classified as a fraudulent message.

11. The system of claim 10 , wherein the explanation includes information regarding the fraud indicators detected in the received message.

12. The system of claim 7 , wherein the detected fraud indicators include a questionable or bad reference point.

13. A non-transitory computer-readable storage medium, having embodied thereon a program executable by a processor to perform a method for identifying fraudulent messages, the method comprising:

storing information in memory regarding a plurality of fraudulent indicators, each fraudulent indicator being a pattern previously identified as characteristic of fraudulent messages;

receiving a message sent over a communication network;

parsing the message and detecting at least one pattern that is characteristic of fraudulent messages;

matching the at least one pattern with at least one of the fraud indicators stored in memory;

counting a number of fraud indicators identified in the message;

computing a probability of the message being a fraudulent message based on the number of fraud indicators identified in the message;

classifying the received message as a fraudulent message, and

generating an alert that the received message has been classified as a fraudulent message.

14. The non-transitory computer-readable storage medium of claim 13 , further comprising executable instructions for adding a fraud notification to a subject line of the received message.

15. The non-transitory computer-readable storage medium of claim 13 , further comprising executable instructions for sending a fraud notification message to a designated recipient of the received message.

16. The non-transitory computer-readable storage medium of claim 13 , further comprising executable instructions for providing an explanation why the received message is classified as a fraudulent message.

17. The non-transitory computer-readable storage medium of claim 16 , wherein the explanation includes information regarding the fraud indicators detected in the received message.

Assignments (15)
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (053546/0001) Recorded Jun 23, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC IP HOLDING COMPANY LLC
Reel/Frame 071642/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (045455/0001) Recorded May 20, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061753/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (040136/0001) Recorded Apr 26, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061324/0001 →
RELEASE OF SECURITY INTEREST Recorded Nov 3, 2021
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: DELL USA L.P.; ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL INTERNATIONAL, L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 058216/0001 →
SECURITY AGREEMENT Recorded Apr 22, 2020
From: CREDANT TECHNOLOGIES INC.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; FORCE10 NETWORKS, INC.; WYSE TECHNOLOGY L.L.C.; EMC IP HOLDING COMPANY LLC
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
Reel/Frame 053546/0001 →
SECURITY AGREEMENT Recorded Mar 21, 2019
From: CREDANT TECHNOLOGIES, INC.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; FORCE10 NETWORKS, INC.; WYSE TECHNOLOGY L.L.C.; EMC IP HOLDING COMPANY LLC
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
Reel/Frame 049452/0223 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040134/0001 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
Reel/Frame 040136/0001 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 17, 2015
From: DELL SOFTWARE INC.
To: DELL PRODUCTS L.P.
Reel/Frame 037317/0150 →
CONVERSION AND NAME CHANGE Recorded Dec 11, 2015
From: SONICWALL, INC.
To: SONICWALL L.L.C.
Reel/Frame 037270/0038 →
MERGER Recorded Dec 11, 2015
From: SONICWALL L.L.C.
To: DELL SOFTWARE INC.
Reel/Frame 037269/0810 →
CHANGE OF NAME Recorded Sep 5, 2013
From: PSM MERGER SUB (DELAWARE), INC.
To: SONICWALL, INC.
Reel/Frame 031146/0033 →
MERGER Recorded Sep 5, 2013
From: SONICWALL, INC.
To: PSM MERGER SUB (DELAWARE), INC. C/O THOMA BRAVO, LLC
Reel/Frame 031144/0018 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 5, 2013
From: MAILFRONTIER, INC.
To: SONICWALL, INC.
Reel/Frame 031143/0946 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 5, 2013
From: OLIVER, JONATHAN; EIKENBERRY, SCOTT D.; BUDMAN, GLEB; KIM, BRIAN
To: MAILFRONTIER, INC.
Reel/Frame 031143/0890 →