USO0RE43768E

(19)

United States

(12) Reissued Patent

(10) Patent Number:

Flinn et al. (54)

US RE43,768 E

(45) Date of Reissued Patent:

ADAPTIVE COMMERCE SYSTEMS AND METHODS .

.

(75) Inventors: Steven Dennis Flinn, Sugar Land, TX

6,154,723 A 6,321,221 B1

11/2000 Cox et a1. 11/2001 Bieganski

6,326,946 B1

12/2001 Moran et al.

6,438,579 B1

8/2002

6,611,822 B1 6,795,826 B2 6,912,505 B2

8/2003 Beams et a1. 9/2004 Flinn et al. 6/2005 Linden et al.

6,922,672 B1

7/2005 Hallpem

6,571,279 B1

(US); NaomlFellna Moneypenlly, Houston, TX (US)

(73) Assignee: ManyWorlds, Inc., Houston, TX (US)

6,934,748 B1

_

6,981,040 B1

(21)

APP1-N°~ 13/279,871

(22)

Flledi

_

Oct. 24, 2011

Oct. 23, 2012

Hosken

500% HerZ et al‘

8/2005 Louviere

12/2005 Konig

7,073,129 B1

7/2006 Robarts et a1.

7,188,153 B2

3/2007 Lunt et al.

7,324,963 B1

1/2008 Ruckait

7,366,759 B2

4/2008 Trevithick

Related US. Patent Documents

.

_ ReIssue of:

(Contmued)

(64) Pate/115110; ssue :

50415421011 ar.

FOREIGN PATENT DOCUMENTS

,

APPI'NO':

11559493

WO PCT/US2004/037176

Filed:

Nov. 13, 2006

(Commued)

Us Applications: (63) Continuation of application No. PCT/US2005/

OTHER PUBLICATIONS

011951, ?led on Apr, 8, 2005,

(60)

PCT International Search Report Opinion for PCTUS2005/011951 F b. 24, 2009.

Provisional application No. 60/572,565, ?led on May

e

20, 2004. (51)

(Continued)

Int. Cl.

Primary Examiner * James Zurita

G06Q 30/00 (52) (58)

' 6/2005

(2006.01)

us. Cl. ..................... .. 705/26.7; 705/2663; 705/37 Field of Classi?cation Search ............... .. 705/26.7,

(57) ABSTRACT A System and method for adaptive commerce is disclosed,

705/ 2653, 37 See application ?le for complete Search history-

Adaptive commerce enables recommendations of products or services based on usage behaviors and commercial contex

_

(56)

5,375,244 5,754,939 5,790,426 5,867,799 5,870,559 5,950,200 5,999,942

tual information. Commercial contextual information may

References Clted

include the business environment of the recommendation

U.S. PATENT DOCUMENTS

recipient, purchase histories, and product or service attributes. Bundles of products and/or services, or speci?c

A A A A A A A

12/1994 5/1998 8/1998 2/1999 2/1999 9/1999 12/1999

product or service con?gurations may be recommended. Cor responding prices may be determined in accordance With behavioral inferences and commercial contextual informa tion.

McNair HerZ et a1. Robinson

Lang et a1. Leshem et al. Sudaiet a1. Talati

20 Claims, 54 Drawing Sheets

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US RE43,768 E Page 2 U.S. PATENT DOCUMENTS

7,493,294 7,512,612 7,526,458 7,526,459 7,526,464 7,539,652 7,558,748 7,571,183 7,606,772 7,630,986 7,818,392 7,904,341 7,958,457 2001/0049623 2002/0049738 2002/0052873 2002/0069102 2002/0093537 2003/0023427 2003/0028498 2003/0055666 2003/0101449 2003/0101451

B2 B1 B2 B2 B2 B2 B2 B2 B2 B1 B1 B2 B1 A1 A1 A1 A1 A1 A1 A1 A1 A1 A1

2/2009 3/2009 4/2009 4/2009 4/2009 5/2009 7/2009 8/2009 10/2009 12/2009 10/2010 3/2011 6/2011 12/2001 4/2002 5/2002 6/2002 7/2002 1/2003 2/2003 3/2003 5/2003 5/2003

Flinn et al. Akella et al. Flinn et al. Flinn et al. Flinn et al. Flinn et al.

Ehring et al. Renshaw et al. Flinn et al. HerZ et al. Martino et al. Flinn et al.

Brandenberg et al. Aggarwal et al.

Epstein Delgado et al.

2003/0154126 2003/0216960 2003/0225550 2003/0233374 2004/0186776 2005/0097008 2005/0097204 2006/0036476 2006/0042483 2006/0143214

A1 A1 A1 A1 A1 A1 A1 A1 A1 A1

8/2003 11/2003 12/2003 12/2003 9/2004 5/2005 5/2005 2/2006 3/2006 6/2006

Gehlot et al. Postrel Hiller et al.

Spinola et al. Llach Ehring et al. Horowitz et al. Klem Work et a1. Teicher

FOREIGN PATENT DOCUMENTS WO PCT/US2004/038692

6/2005

OTHER PUBLICATIONS PCT International Search Report Art Cited for PCTUS2005/011951 Jun. 20, 2008.

Vellante et al. Bocioned et al. Cassin et al.

Dynamic Consumer Pro?ling and Tiered Pricing Using Software Agents, Prithviraj Dasgupta, P Michael Melliar-Smith. Electronic

Hayes-Roth Roddy

downloaded from ProQuest Direct on the Internet on Nov. 9, 2011.*

Bentolila Bentolila

* cited by examiner

Commerce Research. Boston: Jul-Oct. 2003. vol. 3, Iss. 3-4; p. 277,

US. Patent

Oct. 23, 2012

Sheet 1 0f 54

US RE43,768 E

Figure 1A (prior art)

)110 Process 1

Process 2

105

Process 3

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Process 5

Enterprise

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110A

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US. Patent

Oct. 23, 2012

Sheet 2 0f 54

Figure 2A (prior art)

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US. Patent

Oct. 23, 2012

Sheet 3 0f 54

US RE43,768 E

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US. Patent

Oct. 23, 2012

Sheet 4 0f 54

US RE43,768 E

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US. Patent

Oct. 23, 2012

US RE43,768 E

Sheet 5 0f 54

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Oct. 23, 2012

Sheet 6 0f 54

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US. Patent

Oct. 23, 2012

Sheet 7 0f 54

US RE43,768 E

Figure 5 930

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US. Patent

0a. 23, 2012

Sheet 8 0f 54

US RE43,768 E

Figure 6 1060

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US. Patent

Oct. 23, 2012

US RE43,768 E

Sheet 9 0f 54

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US. Patent

Oct. 23, 2012

Sheet 10 0f 54

US RE43,768 E

process

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US. Patent

Oct. 23, 2012

Sheet 11 0154

US RE43,768 E

Figure 9A structural aspect (210)

objects (212) relationships

information (232) meta-information (234)

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usage behaviors categories (246) usage behavior clusters (247)

usage behavioral patterns (248)

US. Patent

0a. 23, 2012

Sheet 12 0f 54

US RE43,768 E

Figure 10 adaptive recommendations function (240)

preference inferencing (242) .

.

explicit preferences (252) inferred preferences (253) inferred interests (254)

recommendations

optimization (244)

US. Patent

0a. 23, 2012

Sheet 13 0f 54

US RE43,768 E

Figure 11 structural aspect (210)



adaptive recommendations function (240) V

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US. Patent

Oct. 23, 2012

US RE43,768 E

Sheet 14 0f 54

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282

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determine the usage behavioral patterns specific to the relevant affinity groups of the user 284

infer affinities among structural subsets, objects, and affinity groups 285

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0a. 23, 2012

Sheet 15 0f 54

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US RE43,768 E

US. Patent

0a. 23, 2012

Sheet 16 0f 54

US RE43,768 E

Figure 14 process

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US. Patent

Oct. 23, 2012

Sheet 17 0f 54

US RE43,768 E

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US. Patent

Oct. 23, 2012

Sheet 18 0f 54

US RE43,768 E

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