Social Networks & e-Business: Capturing Real-Time Niche Markets

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A relatively unknown fact: there is conceptual distance between the underlying intention of: 1) a social network conversation,and 2) an online ad. Long distance = poor ad alignment. Short distance = good ad alignment. Given this definition...the language-action perspective can give e-Business: 1) access to small, dynamic niche markets occurring in real-time in social networks, and 2) a way to create highly aligned online ads for those markets. This presentation will discuss the concept, give an example, and show how it can (at an architecture level) be implemented.

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©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 1

Mental Distanceand Its Implications for the Design of Software and Data

David A. Marca

University of PhoenixOne Research Drive

Westborough, Mass 01581U.S.A.

dmarca@email.phoenix.edu

July 24, 2010

Welcome!5th

International ConferenceSoftware and Data Technologies

ICSOFT 2010, Athens, Greece, 22-24 July

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 2

Mental Distanceand Its Implications for the Design of Software and Data

David A. Marca

University of PhoenixOne Research Drive

Westborogh, Mass 01581U.S.A.

dmarca@email.phoenix.edu

July 24, 2010

Important Note• Case study is: www.dooce.com.

• It is an excellent social network.

One of the best for showing the . traditional perspective of design.

The author wishes www.dooce.com

. much continued success!

DEFINITION Mental Distance

Mental distance is a measure of the conceptual similarity between the underlying intention of:

1) a social network conversation2) an online ad.

Long distance = poor ad alignment.

Short distance = good ad alignment.

Chen, 2002Lewis, 2003

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 3

THESIS Language-Action Perspective

Given this definition of mental distance…the language-action perspective can give business:

1) access to small, dynamic niche markets occurring in social networks,

2) a way to create highly aligned online ads for those markets.

Marca, 2010©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 4

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 5

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – Prolog●

Social Networks

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 6

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional Perspective

Populations●

Connections

Conversations●

Long Distance

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 7

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional PerspectivePart 3 – Alternate Perspective

Inference●

Intention

Clusters●

Short Distance

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 8

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional PerspectivePart 3 – Alternate PerspectivePart 4 – Software Implications

Architecture●

Ontology

History●

Agents

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 9

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional PerspectivePart 3 – Alternate PerspectivePart 4 – Software ImplicationsPart 5 – Epilog

Semantic Web Fit

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 10

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – Prolog●

Social Networks

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 11

1. Social Networks Some Early Social Network Sites

Kasavanna, 2009

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 12

1. Social Networks Exponential Growth 2003 to 2008

Cha, 2009

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 13

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional Perspective

Populations●

Connections

Conversations●

Long Distance

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 14

2. Populations Facebook = 4th Largest Population in the World

Scale, 2008

This week, just surpassed 500M users:http://www.bbc.co.uk/news/technology-10713199

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 15

2. Populations Case Study: www.dooce.com … affluent U.S. Mothers

January 4, 2010

A monolog onwork-life balance.

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 16

3. Connections Typical Structures, Complex, Hard to Analyze

Core –

Periphery Cliques

Scale FreeWatts-Strogatz

(friends)Freeman, 2000

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 17

3. Connections Example: Twitter “Followers” Network

A Twitter “Followers”

Relationship Network

Hopkin, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 18

3. Connections Example: Twitter “Following” Network

A Twitter “Following”

Relationship Network

A Twitter “Followers”

Relationship Network

Hopkin, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 19

4. Conversations Example: Twitter “Conversation” Network

A Twitter “Following”

Relationship Network

A Twitter Conversation NetworkA Twitter “Followers”

Relationship Network

Hopkin, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 20

4. Conversations Case Study: Diverse Family Life Conversations

An early morninglecture in semantics

“Can I have my treat after I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

face hiddento protectprivacy

January 4, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 21

4. Conversations Hard to Classify: Many, Varied Conversations

Breakfast

Journals

Exercise

Music

Fatherhood

Baby

January 4, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 22

4. Conversations Simple Search Organization? ... May Not Work

Breakfastis missing(word not

in title)

January 4, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 23

5. Long Distance Generalize Profile Poor Ad Alignment …

Laudon, 2004

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 24

5. Long Distance Case Study: Ads Match Profile, Not Conversation

Books

Movie

Hair Spray

January 4, 2010

A monolog onwork-life balance.

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 25

5. Long Distance Generalize Segment Poor Ad Alignment …

Laudon, 2004

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 26

5. Long Distance Case Study: Ads Not Aligned to Breakfast

Books

Movie

Hair Spray

face hiddento protectprivacy

January 4, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 27

5. Long Distance Case Study: One Breakfast Ad … Poor Alignment

Milk

Books

Movie

Hair Spray

face hiddento protectprivacy

January 4, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 28

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional PerspectivePart 3 – Alternate Perspective

Inference●

Intention

Clusters●

Short Distance

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 29

6. Inference Case Study: Here is a conversation…

An early morninglecture in semantics

“Can I have my treat after I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

face hiddento protectprivacy

January 4, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 30

6. Inference Natural Language Inference Engine Concepts

An early morninglecture in semantics

“Can I have my treatafter I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

wantstreat

Horvitz, 1999

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 31

6. Inference Product Knowledge Inference Engine Things

An early morninglecture in semantics

“Can I have my treatafter I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

wantstreat

hadcereal

Ghani, 2002

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 32

6. Inference Word Associations Inference Engine Meaning

An early morninglecture in semantics

“Can I have my treatafter I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

wantstreat

hadcereal

serioustalk

Andrews, 2005

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 33

6. Inference Social Context Inference Engine Meaning

An early morninglecture in semantics

“Can I have my treatafter I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

wantstreat

hadcereal

wantssugar

hadsugar

serioustalk

Ehrlich, 2007

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 34

6. Inference Intention Ontology Inference Engine Intent

An early morninglecture in semantics

“Can I have my treatafter I finish myCocoa Puffs?”

“I think we need to have a long talkabout what youdefine as a treat.”

wantstreat

hadcereal

wantssugar

hadsugar

serioustalk

stopsugar

HealthyChild

Banks, 2002

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 35

7. Intention Three Types…

Heidegger, 1962

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 36

7. Intention Intention for Being, Declaration: say who you are

HealthyChild

Being

Self Backstrom, 2006

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 37

7. Intention Intention for Acting, Goal-oriented: do what you say

HealthyChild

Being

Self

CorrectDiet

Acting

Others Sabatar, 2002

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 38

7. Intention Intention for Having, Possession-oriented: get results

HealthyChild

CorrectDiet

HealthyCereal

Being Acting Having

Self Others Things Recker, 2005

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 39

7. Intention Intention for Being is context for Intention for Acting

HealthyChild

CorrectDiet

HealthyCereal

Being Acting Having

Self Others ThingsHeidegger, 1962

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 40

7. Intention Intention for Acting is context for Intention for Having

HealthyChild

CorrectDiet

HealthyCereal

Being Acting Having

Self Others ThingsHeidegger, 1962

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 41

8. Clusters A Conversation Cluster Creates an Intention

.

..

.

. .

Bergstrom, 2009

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 42

8. Clusters Conversation 1: Articulating Need

.

..

.

. .

Need

Cohen, 2002

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 43

8. Clusters Conversation 2: Forming “Right” Relationships

.

..

.

. .

Need

Relationship

Wang, 2004

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 44

8. Clusters Conversation 3: Creating Possibilities

.

..

.

. .

Need

Relationship

Possibility

Denning, 2003

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 45

8. Clusters Conversation 4: Determining Opportunities

.

..

.

. .

Need

Relationship

Possibility

Opportunity

Denning, 2003

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 46

8. Clusters Conversation 5: Making Decisions

.

..

.

. .

Need

Relationship

Possibility

Opportunity

Decision

Dougherty, 1992

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 47

8. Clusters Conversation 6: Taking Appropriate Action

Need

PossibilityDecision

Opportunity

Action Relationship

Winograd, 1998

HealthyChild

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 48

9. Short Distance Intention Local Bias Niche Personalization

Laudon, 2004

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 49

9. Short Distance #1. Declare an Intention for Being to Social Network

Need

PossibilityDecision

Opportunity

Action Relationship

Being Acting Having

Self Others Things

HealthyChild

Backstrom, 2006

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 50

9. Short Distance #2. Group Agrees Upon an Intention for Acting

Need

PossibilityDecision

Opportunity

Action Relationship

Being Acting Having

Self Others Things

HealthyChild

CorrectDiet

Hill, 2006

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 51

9. Short Distance #3. Group Agrees Upon an Intention for Having

Need

PossibilityDecision

Opportunity

Action Relationship

Being Acting Having

Self Others Things

HealthyChild

CorrectDiet

HealthyCereal

Praise, 2008

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 52

9. Short Distance (Note Match with Classical Marketing-Sales Process)

Need

FunctionFeaturePurchase

Preferences

Loyalty Awareness

Being Acting Having

Self Others Things

HealthyChild

CorrectDiet

HealthyCereal

Ren, 2003

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 53

9. Short Distance #4. Group Agrees Upon Product Preferences

Being Acting Having

Self Others Things

HealthyChild

CorrectDiet

nutrients

nosugar

willeat

HealthyCereal

Kamaladevi, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 54

9. Short Distance #5. Products are Matched to Preferences

nutrients

nosugar

willeat. . .

Fiss, 2007

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 55

9. Short Distance #6. Ad Alignment: Consistency, Relevance, Branding

Cereal

No MovieNo Books

Milk

face hiddento protectprivacy

January 4, 2010

Bundle

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 56

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional PerspectivePart 3 – Alternate PerspectivePart 4 – Software Implications

Architecture●

Ontology

History●

Agents

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 57

10. Architecture #1. Parse: Conversation Word Neighborhoods

Natural LanguageProcessing

Conversation

Phrases

Mayfield, 2003

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 58

10. Architecture #2. Infer: Word Neighborhoods Possible Intent

Natural LanguageProcessing

Inference Engine:Intention

Conversation

Phrases

Possible Intentions

Lee, 2001

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 59

10. Architecture #3. Infer: Possible Intent Verified (Shared) Intent

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Conversation

Phrases

Possible Intentions

Verified Intention

Paek, 2000

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 60

10. Architecture #4. Tag: Verified (Shared) Intent Niche Market

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Conversation

Phrases

Possible

Intentions

Verified Intention

Niche

Hunscher, 2006

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 61

10. Architecture #5. Connect: Niche Market Preferences Ads

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Hogg, 2009

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 62

10. Architecture #6. Ad Click Collective Bargaining Purchase

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase Lin, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 63

11. Ontology “Conversation” and Its Types + Their Elements

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

ConversationOntology TYPES:

Need●

Relationship●

Possibility●

Opportunity●

Decision●

ACTION

ELEMENTS:●

Request●

Promise●

Offer●

Counter●

Weigand, 2008

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 64

11. Ontology “Intention” and Its Types + Elements (for e-Business)

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

IntentionOntology

ConversationOntology TYPES:

Being●

Doing●

HAVING

ELEMENTS:●

Intent to Buy●

Product●

Preferences●

Order●

Pricing●

Barbosa, 2005

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 65

11. Ontology Shared Intent, Agreement, Grounded Understanding

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

InteractionOntology

IntentionOntology

ConversationOntology DIMENSIONS:

Intent●

Agreement●

UNDERSTANDING

ELEMENTS:●

Utterance●

Presentation●

Acceptance●

Confirmation●

Paek, 2000

See also Milo demonstration at:http://www.bbc.co.uk/news/10623423

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 66

11. Ontology Marketing Mix Approach Elements are Intention-based

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

A;igned

Ads

Purchase

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology MARKETING MIX:

Product●

Pricing●

Distribution●

COMMUNICATION

ELEMENTS:●

Agents

(understand…each niche market’s…intentions)●

Bundle

(built for one… intended

use)●

Ads

(High Alignment)●

Brand Equity…(product function =… intended use)●

Engelbach, 2006

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 67

11. Ontology Content-based Access using Intentions + Distances

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology ACCESS TO:

Product Catalogs●

Yellow Pages

LIMITED BY:●

Constant Updates●

Rigid Set of Terms●

Large Vocabulary

SOLUTION:●

Vocabulary:…terms

= Intentions●

Relationships:…semantics among …terms = distances …between intentions

Guarino, 1999

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 68

11. Ontology Intentions = Non-Ambiguous Preferences Mapping

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology MAPPING:

Buyer preferences●

Seller preferences●

Intention-based map

NEGOTIATION:●

Non-ambiguity●

Use intentions in the …Yellow Pages and…Catalogs

BEYOND PRICE:●

Satisfy Need…●

Satisfy Intended Use

Beam, 1996

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 69

12. History Reuse: Words Neighborhoods Intentions

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

WordNeighborhoods

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology

Craven, 2000

WORDS…●

Assumptions●

Inter-relationships●

Collections

CONTEXT:●

Specific Topic●

The Conversation

CAUTION:●

Generic Associations●

Prior attempts to use…those assumptions…without success.

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 70

12. History Reuse: Contexts + Phrases Intentions

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

WordNeighborhoods

IntentionNetworks

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology

Paek, 1999

Context = Breakfast

1) Treat Sugar

2) No Treat No Sugar

3) No Sugar Health

CAUTION:Reasoning under uncertainty is likely.

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 71

12. History Build: Self-Organizing Map of “Similarity Distances”

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

WordNeighborhoods

IntentionNetworks

IntentionDistances

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology

Chen, 2002

HEALTH01. WELL-BEING

03. WELLNESS

07. VITALITY

12. FITNESS

18. STRENGTH

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 72

12. History Use: Intention (Short Distance) More Preferences

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

WordNeighborhoods

IntentionNetworks

IntentionDistances

NicheMarkets

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology HEALTH

-

Nutrients-

No Sugar-

Will Eat

HEALTH

01. WELL-BEING-

Vitamins-

Omega-3

Cohen, 2000

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 73

12. History Organize: Taxonomy + Configuration + Qualities

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

WordNeighborhoods

IntentionNetworks

IntentionDistances

NicheMarkets

ProductCatalogs

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology

Brafman, 2007Buchner, 1999

CEREAL

- Nutrients- No Sugar

- Nutrients- No Sugar- Small Size

- Nutrients- No Sugar- Small Size- Will Eat

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 74

12. History Negotiation Success + Strategic Delay Low Cost

Natural LanguageProcessing

Inference Engine:Intention

Analysis: ConfirmShared Intent

Inference Engine:Niche Market

Inference Engine:Preferences Ads

Agent: CollectiveBargaining

Conversation

Phrases

Possible Intentions

Verified Intention

Niche

Aligned Ads

Purchase

WordNeighborhoods

IntentionNetworks

IntentionDistances

NicheMarkets

ProductCatalogs

PurchaseNegotiations

NegotiationOntology

Online AdOntology

Niche MarketOntology

InteractionOntology

IntentionOntology

ConversationOntology

Mok, 2005Winoto, 2002

STRATEGIC DELAY

©OpenProcess, Inc.

13. Agents Hybrid = Knowledge Base + Collaborative Filtering

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 75

Tran, 2000

Mental Distance, 76

13. Agents Knowledge Base: Standard Taxonomy, All Configs.

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PrivateCatalog

PublicCatalog

ConfigurationExperts

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 76

CIAgent

Public Offering

Public Offering

Guttman, 1998

Mental Distance, 77

13. Agents Knowledge Base: Similar Products + Configurations

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PrivateCatalog

PublicCatalog

ConfigurationExperts

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 77

CIAgent

Public Offering

Public Offering

Recommendation

CompetitiveInformation

Tran, 2000

©OpenProcess, Inc.

13. Agents Collaborative Filtering: Intention-based Preferences

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PublicCatalog

IntentionAgent

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 78

Online Ads

PrivateCatalog

ConfigurationExperts

CIAgent

Public Offering

Recommendation

Preferences

CompetitiveInformation

Public Offering

Ravi, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 79

13. Agents Buy Step 1: Ad Conversation for Having Prefs.

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PrivateCatalog

PublicCatalog

NicheAgent

IntentionAgent

ConfigurationExperts

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 79

CIAgent

Public Offering

Intention +Preferences

AdClick

Recommendation

Online Ads

Preferences

CompetitiveInformation

Public Offering

Varian, 2010

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 80

13. Agents Buy Step 2: Preferences Vendors + Their Channels

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PrivateCatalog

PublicCatalog

NicheAgent

IntentionAgent

ConfigurationExperts

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 80

CIAgent

Public Offering

Intention +Preferences

AdClick

CompanyAgent

ChannelAgent

Selection

Recommendation

Online Ads

Preferences

CompetitiveInformation

Public Offering

Pavlou, 2006

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 81

13. Agents Buy Step 3: Use Successful Negotiation Strategies

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PrivateCatalog

PurchaseNegotiations

PublicCatalog

NicheAgent

IntentionAgent

ConfigurationExperts

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 81

CIAgent

Public Offering

Intention +Preferences

AdClick

CompanyAgent

ChannelAgent

Bargaining

Recommendation

Online Ads

Preferences

CompetitiveInformation

Public Offering

Successful Strategies

Lee, 1998

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 82

13. Agents Buy Step 4: New Configurations Might Be Offered

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

PrivateCatalog

PurchaseNegotiations

PublicCatalog

NicheAgent

IntentionAgent

ConfigurationExperts

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 82

CIAgent

Public Offering

Intention +Preferences

AdClick

CompanyAgent

ChannelAgent

Bargaining

Recommendation

Online Ads

Preferences

CompetitiveInformation

Public Offering

Private Offering

Configuration Need

Successful Strategies

Kim, 2008

13. Agents Buy Step 5: Publish Previously Non-public Configs.

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 83

Internet Extranet Intranet Information

SocialNetwork

ProductCompany

Recommendation

CompetitiveInformation

Public Offering

PurchaseNegotiations

PublicCatalog

NicheAgent

IntentionAgent

Intention +Preferences

AdClick

Successful Strategies

PrivateOfferings

ConfigurationExperts

CIAgent

CompanyAgent

ChannelAgent

Bargaining

PrivateCatalog

Online Ads

Preferences

Private Offering

Configuration Need

Public Offering

Dubrovsky, 1991

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 84

Mental Distanceand Its Implications for the Design of Software and Data……

Part 1 – PrologPart 2 – Traditional PerspectivePart 3 – Alternate PerspectivePart 4 – Software ImplicationsPart 5 – Epilog

Semantic Web Fit

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 85

14. Semantic Web Fit Message + Transport Layers

HTTP, FTP, SMTP, …

SOAP

WS Security Secure Messaging

XML Messaging

Transport

Web Services Stack

Yu, 2008

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 86

14. Semantic Web Fit Semantic-driven Computation: Intention + Distance

HTTP, FTP, SMTP, …

SOAP

WS Security Secure Messaging

XML Messaging

Transport1.

Sem

antic

s

Web Services Stack Extensions

Bussler, 2002

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 87

14. Semantic Web Fit Auto Service Composition: Catalogs + Yellow Pages

HTTP, FTP, SMTP, …

SOAP

WS Security

WSDL Service Description

Secure Messaging

XML Messaging

Transport1.

Sem

antic

s

2. Catalog of Configurations

Web Services Stack Extensions

UDDI Service Publication 2. Product Yellow Pages

Kajan, 2004

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 88

Semantic Web Fit Ontology-driven Profiling: Intention disambiguation niche preferences pinpoint ads simple discovery.

HTTP, FTP, SMTP, …

SOAP

WS Security

WSDL

UDDI

UDDI / WS Inspection Service Discovery

Service Publication

Service Description

Secure Messaging

XML Messaging

Transport1.

Sem

antic

s

3. Highly Targeted Ads

2. Product Yellow Pages

2. Catalog of Configurations

Web Services Stack Extensions

Parkhomenko, 2003

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 89

Semantic Web Fit Semantic Composability: Intention-based Configurations

Service Composition / Flow

HTTP, FTP, SMTP, …

SOAP

WS Security

WSDL

UDDI

UDDI / WS Inspection

Trading Partner Agreement

BPEL

Service Agreement

Service Discovery

Service Publication

Service Description

Secure Messaging

XML Messaging

Transport

Ordinary Transact / Deliver

1. S

eman

tics 5. Agent-based Bargaining

3. Highly Targeted Ads

2. Product Yellow Pages

2. Catalog of Configurations

Web Services Stack Extensions

Medjahed, 2003

Thank you!LinkedIn

dmarca@openprocess.com

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 90

Mental Distanceand Its Implications for e-Business Software

David A. Marca

University of Phoenix2310 Crossroads Drive

Madison, WI 53718U.S.A.

dmarca@email.phoenix.edu

July 24, 2010

References

Amaral, L., Scala, A., Barthelemy, A., Stanley, H. (1997). Classes of small-world networks. PNAS, 97(21).Andrews, M., Vigliocco, G., & Vinson, D. (2005). The role of attributional

and distributional information in semantic representation. 27th

Annual Conf. of the Cognitive Science Society.

Arnseth, H., Solheim, I. (2002). Making Sense of Shared Knowledge. Conf. Comp. Supported Collab. Learning.Backstrom, L., Huttenlocher, D., Kleinberg, J., Lan, X. (2006). Group Formation in Large Social Networks. KDD’06, August.Backstron, L., Kumar, R., Marlow, C., Novak, J., Tomkins, A. (2008). Preferential Behavior

in Online Groups. WSDM’08, February.Banks, S. (2002). Perspectives on the State of Modeling

and Simulating Human Intent Inferencing. AAAI Technical

Report FS-02-05.Barbosa, C., Prates, R., Souza, C. (2005). MArq-G*: a semiotic engineering approach for supporting the design of

multi-user applications. CLIHC'05, October.

Bausch, S., Han, L. (2006). Social Networking Sites Grow 47 Percent, Year over Year. Net Ratings, Inc., May 11.Beam, C., Segev, A., Haas, W. (1996). Electronic Catalogs

and Negotiations. CITM Working Paper 96-WP-1016, August.Bellotti, V., Edwards, K. (2001). Intelligibility and Accountability: Human Considerations in Context-Aware Systems. Human-Comp. Interaction, Vol. 16.Bergstrom, T., Karahalios, K. (2009). Conversation Clusters: Grouping Conversation Topics

through Human-Computer Dialog. CHI 2009, April.Bohte, S., Gerding, E., Poutre, H. (2004). Market-Based Recommendation: Agents that Compete for Consumer Attention. ACM Trans. on Internet

Technology, 4(4).Boyd, D., Ellison, N. (2007). Social Network Sites: Definition, History and Scholarship. Michigan State U.Brafman, R., Chernyavsky, Y. (2005). Planning with Goal Preferences and Constraints. AAAI Int. Conf. on Automated Planning and Scheduling.Broder, A., Ciaramita, M., Fontoura, M., Gabrilovich, E., Josifovski, V., Metzler, D., Murdock, V., Plachouras, V. (2008). To Swing or not to Swing: Learning

when (not) to Advertise. CIKM’08, October.Brynjolfsson, E., Hu, Y., Smith, M. (2006). From Niches to Riches: The Anatomy of the Long Tail. Sloan Management Review, 47(4).Bussler, C., Fensel, D., Maedche, A. (2002). Conceptual Architecture for Semantic Web Enabled Web Services. SIGMOD Record, 31(4).Buchner, A., Ranta, M., Hughes, J., Mantyla, M. (1999). Semantic Information Mediation among Multiple Product Ontologies. 4th World Conf. on Integrated

Design & Process Technology.Cha, J. (2009). Shopping on Social Networking Web Sites. Journal

of Interactive Advertising, 10(1).Chau, M., Chen, H. (2003). Personalized and Focused Web Spiders. in Web Intelligence, Springer-Verlag.Chen, H., Chau, M., Zeng, D. (2002). CI Spider: a tool for competitive intelligence on the Web. Journal of Decision Support Systems, Vol. 34.Chen, H., Magdon-Ismail, M., Goldberg, M., Wallace, W. (2007). Inferring Agent Dynamics from Social Communication Networks. 9th WebKDD/KDD'07.Cohen, S., Stoev, S. (2002). Developing an Optimal product Line Using Consumer preferences and Cost Data. SHC & Associates Report to Eastman

Kodak.Cohen, W., Fan, W. (2000). Web-Collaborative Filtering: Recommending Music by Crawling The Web.

Computer Networks, Volume 33, Issues 1-6.Craven, M., DiPasquo, D., Freitag, D., McCallum, A., Mitchell, T., Nigam, K., Slattery, S. (2000). Learning to construct knowledge bases from the World

Wide Web. Journal of Artificial Intelligence, Vol. 118.Denning, P. (2003). Accomplishment. CACM, 46(7).Dholakiaa, U., Bagozzia, R., Pearo, L. (2004). A social influence model of consumer participation in network-

and small-group-based virtual communities. Int. Journal of Research in Marketing, Vol. 21.

Dougherty, D. (1992). Interpretive Barriers to Successful Product Innovation in Large Firms. Org. Science, 3(2).Du, N., Faloutsos, C., Wang, B., Akoglu, L. (2009). Large Human Communication Networks. KDD’09, June.Dubrovsky, V., Kiesler, S., Sethena, B. (1991). The Equalization Phenomenon: Status Effects in Computer-Mediated and face-to-face Decision-Making

Groups. Human-Computer Interaction, Volume 6.

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 91

References

Dunnette, M., Campbell, J., Jaastad, K. (1963). The effect of group participation on brainstorming effectiveness for 2 industrial samples. Journal of Applied Psychology, 47(1).

Ehrlich, K., Lin, C., Griffiths-Fisher, V. (2007). Searching for Experts in the Enterprise. GROUP’07, November.Engelbach, W., Höhn, R., Weichhardt, F., Böhm, K. (2006). Ontology Supported Search Engine and Knowledge Organisation, Prototyped for Int. Niche

Market Information. I-KNOW’06, September.Falch, M., Henten, A., Tadayoni, R., Windekilde, I. (2009). Business Models in Social Networking. CMI Int. Conf. on Social Networking and Communities.Farooq, U., Carroll, J., Ganoe, C. (2007). Supporting Creativity with Awareness in Distributed

Collaboration. GROUP’07, November.Feigenbaum, J., Parkes, D., Pennock, D. (2009). E-Commerce Computational Challenges. CACM, 52(1).Fiss, P., Kennedy, M. (2007). Market Framing and the Creation of Online Advertising Exchanges. 23rd EGOS Colloquium in Vienna, Austria, 2007.Freeman, L. (2000). Visualizing Social Networks. Journal of Social Structure: Visualizing Social Networks.Gatica-Perez, D. (2006). Analyzing Group Interactions in Conversations.

IEEE Int. Conf. on Multisensor

Fusion and Integration for Intelligent Systems, September.

Ghani, R., Fano, A. (2002). Building Recommender Systems using a Knowledge Base

of Product Semantics. Accenture Technology Labs Report.Goldman, E. (2005). Deregulating Relevancy in Internet Trademark

Law. Emory Law Journal, Vol. 54.Guarino, N., Masolo, C., Sabatier, P., Vetere, P. (1999). OntoSeek: Content-Based Access to the Web. IEEE Intelligent Systems, May/June.Guttman, R., Moukas, A., Maes, P. (1998). Agent-mediated Electronic Commerce: A Survey. Knowledge Engineering Review.Hanaki, N., Peterhansl, A., Dodds, P., Watts, D. (2007). Cooperation in Evolving Social Networks.

Management Science, 57(7).Heidegger, M. (1962). Being and Time. Trans. Macquarrie, J., Robinson, E. Harper + Row Publishers.Hill, S., Provost, F., Volinsky, C. (2006). Network-Based Marketing: Identifying Likely Adopters via Consumer Networks. Statistical Science, 21(2).Hislop, M. (2001). Branding 101: An Overview of Branding and Brand Measurement for Online Marketers. Dynamic Logic Report.Hogg, T. (2009). Inferring Preference Correlations from Social Networks. HP Labs, Palo Alto, CA.Hopkin, J. (2010). Social Network Analysis of the Social Media Club -

Kuala Lumpur. http://julianhopkins.net/index.php?/archives/284-Social-Network-

Analysis-of-the-Social-Media-Club-Kuala-Lumpur.html.Horvitz, E., Paek, T. (1999). A Computational Architecture for Conversation. research.microsoft.com.Horvitz, E., Paek, T. (1999). Uncertainty, Utility, and Misunderstanding: A Decision-Theoretic Perspective on Grounding in Conversational Systems. AAAI

Fall Symposium on Psychological Models of Communication in Collaborative Systems, November.Hunscher, D. (2006). Market Niche Discovery with Social Network Analysis

Techniques. SI/614 Final Project Paper, Univ. of Michigan.Janssen, M., Jager, W. (2003). Simulating Market Dynamics. Journal of Artificial Life, Vol. 9.Kajan, E. (2004). The Maturity of Open Systems for B2B. ACM SIGEcom Exchanges, 5(2), November.Kamaladevi, B (2010). Customer Experience Management in Retailing. Business Intelligence Journal, 3(1).Kasavana, M., Nusair, K., Teodosic, K. (2009). Online Social Networking: Redefining the Human Web.

Emerald Group Publishing, Ltd.Kepner, C., Tregoe, B. (1981). The New Rational Manager. New Jersey: Kepner-Tregoe, Inc.Kim, D. (2008). Self-Perception-Based Versus Transference-Based Trust Determinants in Computer-Mediated Transactions. Journal of Management

Information Systems, 24(4).Kwak, H., Choir, Y., Eom, Y., Jeong, H., Moon, S. (2009). Mining Communities in Networks. IMC’09.Laudon, K., Guercio, C., Traver, G. (2004). E-commerce: business, technology, society. Pearson Learning.Lee, E., Lee, J. (2006). Reconsideration of the Winner-Take-All Hypothesis: Complex Networks and Local Bias. Management Science, 52(12).Lee, H. (1998). Do Electronic Marketplaces Lower the Price of Goods? CACM, 41(1).

©OpenProcess, Inc. Do not copy. Do not distribute. Mental Distance, 92

References

Lee, S., Sung, C., Cho, S. (2001). An Effective Conversational Agent based on Bayesian Network. Lecture Notes in Comp. Sci., Vol. 2198 Springer-Verlag.Lewis, W. (2003). Coyote Papers: Working Papers in Linguistics Psycholinguistic and Computational Perspectives, Vol. 12. University of Arizona.Lin, R., Kraus, S. (2010). Can Automated Agents Proficiently Negotiate with Humans? CACM, 53(1).Marca, D. (2006). e-Business Strategy. 2006 Int. Conf. on e-Business, August.Mayfield, J., Finin, T. (2003). Information retrieval on the Semantic Web: Integrating inference and retrieval. SIGIR 2003 Semantic Web Workshop, August.Medjahed, B., Bouguettaya, A., Elmagarmid, A. (2003). Composing Web Services on the Semantic Web. The VLDB J., Vol. 12.Mendes, A. (2005). Values, Norms, Trans. and Organizations. 17th

Annual Meeting of the Society for the Advancement of Socio-Economics, June.Mislove, A., Koppula, H., Gummadi, K., Druschel, P., Bhattacharjee, B., (2007). Measurement and Analysis of Online Social Networks. IMC’07, October.Mislove, A., Koppula, H., Gummadi, K., Druschel, P., Bhattacharjee, B., (2008). Growth of the Flickr

Social Network. WOSN’08, August.Mok, W., Sundarraj, R. (2005). “Learning Algorithms for Single-Instance Electronic Negotiations”

ACM Trans. On Internet Technology, 5(1), February.Paek, T., Horvitz, E. (2000). Conversation as Action Under Uncertainty. 16th Conf. on Uncertainty in Artificial Intelligence.Papazoglou, M. (2001). Agent-Oriented Technology in Support of e-Business. CACM, 44(4).Parise, S., Guinan, P. (2008). Marketing Using Web 2.0. 41st Hawaii Int. Conf. on System Sciences.Parkhomenko, O., Lee, Y., Park, E. (2003). Ontology-Driven Peer Profiling in Peer-to-Peer Enabled Semantic Web. CIKM’03, November.Pavlou, P., Fygenson, M. (2006). Understanding and Predicting Electronic Commerce Adoption. MIS Quarterly, 30(1).Ravi, S., et. al. (2010). Automatic Generation of Bid Phrases for Online Advertising. WSDM’10, Feb.Recker, M., Walker, A. (2005). Supporting “Word-of-Mouth”

Social Networks Through Collaborative Information Filtering. J.

of Interactive Learning Research, 14(1).

Ren, W. (2003). Radio Business on the World Wide Web. Masters Thesis, Univ. of Florida.Sabater, J., Sierra, C. (2002). Reputation and Social Network Analysis in Multi-Agent Systems. AAMAS’02, July.Scale, M. (2008). Libraries, Facebook and the Information Age, 38th ACURIL Conf., June.Schneider, F., Feldmann, A., Krishnamurthy, B., Willinger, B. (2009). Understanding Online Social Network Usage from a Network Perspective. IMC’09.Smith, I., et. al. (1998). Designing conversation policies using

joint intention theory. 3rd Int. Conf. on Multi Agent Systems.Smith, J., Chang, S. (1997). Visually Searching the Web for Content. IEEE MultiMedia, July–September.Tahboub, K. (2005). Intelligent Human–Machine Interaction Based on Dynamic Bayesian Networks Probabilistic Intention Recognition. J. of Intelligent and

Robotic Systems 2005, Springer-Verlag.Tran, T., Cohen, R. (2000). Hybrid Recommender Systems for Electronic Commerce. AAAI-2000 Workshop on Knowledge-based Electronic Markets.Varian, H. (2010). Computer Mediated Transactions. Working Paper, Univ. of California at Berkley.Wand, M. (2009). Semiparametric

Regression and Graphical Models. Autralian

and New Zealand Journal of Statistics. 51(1).Wang, Y., Fesenmaier, D. (2004). Modeling

Participation in an Online Travel Community. Journal of Travel Research, 42(3).Weigand, H., Lind, M. (2008). On the Pragmatics of Network Communication. 3rd Int. Conf. on the Pragmatic Web, September.Wellman, B. (2001). Computer Networks As Social Networks. Science, 293(14).Winograd, T. (1998). A Language/Action Perspective on the Design of Cooperative Work. Human-Computer Interaction, Vol

3.Winoto, P., McCalla, G., Vassileva, J. (2002). An Extended Alternating-Offers Bargaining Protocol for Automated Negotiation in Multi-Agent Systems. 18th

National Conf. on Artificial Intelligence.Wu, S. (2008). The relationship between consumer characteristics

and attitude toward online shopping. Journal of Marketing Intelligence & Planning 21(1).Yu, Q., Liu, X., Bouguettaya, A., Medjahed, B. (2008). Deploying and managing Web services. The VLDB Journal, Vol. 17.Zheleva, E., Sharara, H., Getoor, L. (2009). Co-evolution of Social and Affiliation Networks. KDD’09, June.

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