IP Library Granted Patent US 8,200,677
Granted Patent B2
US 8,200,677 · App. 12/942,213 · Granted Jun 12, 2012

System and method for the dynamic generation of correlation scores between arbitrary objects

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Quick Facts
Patent No.
US 8,200,677
App. No.
12/942,213
Granted
Jun 12, 2012
Kind
B2
Abstract

Systems and methods are described for performing the dynamic generation of correlation scores between arbitrary objects. When a behavioral event is recorded, that is to say when an end user interacts with multiple objects, relationships between objects are created. These relationships are maintained as a list. When a request for correlated items is requested based upon a seed object, a list of correlated items is dynamically created through the generation of a pivot set and a scoring algorithm to compute the list of correlated items.

Claims (19)

1. A method of generating a correlation score between arbitrary objects, comprising:

generating a seed object;

retrieving a list of objects corresponding to the seed object from a storage table;

restricting the list of objects based upon a parameter list to generate a pivot set of objects;

generating a candidate set by determining objects that have interacted with each of the pivot set of objects;

computing a score for each member of the candidate set; and

generating a list of correlated items based upon at least one score.

2. The method of claim 1 , further comprising:

receiving an external request for recommended content prior to generating the seed object; and

retrieving a list of objects related to the content.

3. The method of claim 1 , wherein the seed object is generated via user interaction with the object.

4. The method of claim 1 , wherein generating the list of correlated items comprises sorting the score for each member using a pre-established criteria.

5. The method of claim 1 , wherein the score is calculated using a vector cosine algorithm.

6. The method of claim 1 , wherein the score is calculated using a Pearson's R algorithm.

7. The article of manufacture of claim 1 , wherein the data, when accessed, results in a machine performing further operations comprising: receiving an external request for recommended content prior to generating the seed object; and retrieving a list of objects related to the content.

8. The article of manufacture of claim 1 , wherein the seed object is generated via user interaction with the object.

9. The article of manufacture of claim 1 , wherein generating the list of correlated items comprises sorting the score for each member using a pre-established criteria.

10. The article of manufacture of claim 1 , wherein the score is calculated using a vector cosine algorithm.

11. The article of manufacture of claim 1 , wherein the score is calculated using a Pearson's R algorithm.

Assignments (12)
CORRECTIVE ASSIGNMENT TO CORRECT THE APPLICATION NO. 16/990,698 PREVIOUSLY RECORDED ON REEL 058294 FRAME 0010. ASSIGNOR(S) HEREBY CONFIRMS THE ASSIGNMENT. Recorded Apr 21, 2022
From: TRU OPTIK DATA CORP.; NEUSTAR INFORMATION SERVICES, INC.; NEUSTAR DATA SERVICES, INC.; TRUSTID, INC.; NEUSTAR, INC.; NEUSTAR IP INTELLIGENCE, INC.; MARKETSHARE PARTNERS, LLC; SONTIQ, INC.
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TERMINATION AND RELEASE OF SECURITY INTEREST IN PATENTS RECORDED AT REEL 058294, FRAME 0161 Recorded Dec 27, 2021
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To: EBUREAU, LLC; IOVATION, INC.; SIGNAL DIGITAL, INC.; TRANS UNION LLC; TRANSUNION INTERACTIVE, INC.; TRANSUNION RENTAL SCREENING SOLUTIONS, INC.; TRANSUNION TELEDATA LLC; AGGREGATE KNOWLEDGE, LLC; TRU OPTIK DATA CORP.; NEUSTAR INFORMATION SERVICES, INC.; TRUSTID, INC.; NEUSTAR, INC.; NEUSTAR IP INTELLIGENCE, INC.; MARKETSHARE PARTNERS, LLC; SONTIQ, INC.
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SECOND LIEN PATENT SECURITY AGREEMENT RELEASE Recorded Dec 3, 2021
From: UBS AG, STAMFORD BRANCH
To: NEUSTAR, INC.; MARKETSHARE PARTNERS LLC; AGGREGATE KNOWLEDGE, INC.; NEUSTAR INFORMATION SERVICES, INC.; NEUSTAR IP INTELLIGENCE, INC.
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FIRST LIEN PATENT SECURITY AGREEMENT RELEASE Recorded Dec 3, 2021
From: BANK OF AMERICA, N.A.
To: NEUSTAR, INC.; MARKETSHARE PARTNERS LLC; AGGREGATE KNOWLEDGE, INC.; NEUSTAR INFORMATION SERVICES, INC.; NEUSTAR IP INTELLIGENCE, INC.
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GRANT OF SECURITY INTEREST IN PATENT RIGHTS Recorded Dec 1, 2021
From: TRU OPTIK DATA CORP.; NEUSTAR INFORMATION SERVICES, INC.; NEUSTAR DATA SERVICES, INC.; TRUSTID, INC.; NEUSTAR, INC.; NEUSTAR IP INTELLIGENCE, INC.; MARKETSHARE PARTNERS, LLC; SONTIQ, INC.
To: DEUTSCHE BANK AG NEW YORK BRANCH
Reel/Frame 058294/0010 →
GRANT OF SECURITY INTEREST IN UNITED STATES PATENTS Recorded Dec 1, 2021
From: EBUREAU, LLC; IOVATION, INC.; SIGNAL DIGITAL, INC.; TRANS UNION LLC; TRANSUNION HEALTHCARE, INC.; TRANSUNION INTERACTIVE, INC.; TRANSUNION RENTAL SCREENING SOLUTIONS, INC.; TRANSUNION TELEDATA LLC; AGGREGATE KNOWLEDGE, LLC; TRU OPTIK DATA CORP.; NEUSTAR INFORMATION SERVICES, INC.; TRUSTID, INC.; NEUSTAR, INC.; NEUSTAR IP INTELLIGENCE, INC.; MARKETSHARE PARTNERS, LLC; SONTIQ, INC.
To: JPMORGAN CHASE BANK, N.A
Reel/Frame 058294/0161 →
CHANGE OF NAME Recorded Sep 9, 2021
From: AGGREGATE KNOWLEDGE INC.
To: AGGREGATE KNOWLEDGE, LLC
Reel/Frame 057454/0899 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jun 9, 2020
From: MARTINO, PAUL; MUSUMECI, GIAN-PAOLO; WEHNER, KRISTOPHER C.
To: AGGREGATE KNOWLEDGE
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To: UBS AG, STAMFORD BRANCH
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SECURITY INTEREST Recorded Aug 22, 2017
From: MARKETSHARE PARTNERS LLC; AGGREGATE KNOWLEDGE, INC.; NEUSTAR INFORMATION SERVICES, INC.; NEUSTAR IP INTELLIGENCE, INC.; NEUSTAR, INC.
To: BANK OF AMERICA, N.A.
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RELEASE OF SECURITY INTEREST Recorded Aug 21, 2017
From: MORGAN STANLEY SENIOR FUNDING, INC.
To: NEUSTAR, INC.; NEUSTAR IP INTELLIGENCE, INC.; ULTRADNS CORPORATION; NEUSTAR INFORMATION SERVICES, INC.; NEUSTAR DATA SERVICES, INC.; AGGREGATE KNOWLEDGE, INC.; MARKETSHARE ACQUISITION CORPORATION; MARKETSHARE HOLDINGS, INC.; MARKETSHARE PARTNERS, LLC
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INTELLECTUAL PROPERTY SECURITY AGREEMENT SUPPLEMENT Recorded Jan 8, 2014
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