SlideShare a Scribd company logo
1 of 54
Reconsidering Relevance Daniel Tunkelang Chief Scientist, Endeca
howdy! ,[object Object],[object Object],[object Object]
overview ,[object Object],[object Object],[object Object]
but first let’s set the stage
iconic businesses of the 20 th  and 21 st  centuries I’m Feeling Lucky
process and scale orchestration
but there’s a dark side
users are satisfied
an interesting contrast ,[object Object],[object Object]
the real questions ,[object Object],[object Object],[object Object]
easy vs. hard search problems ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object]
defining relevance ,[object Object],[object Object]
we need more definitions
let’s work top-down ,[object Object]
IR assumes information needs ,[object Object],[object Object]
relevance drives IR modeling ,[object Object],[object Object]
a relevance-centric approach information Need query select from results rank using IR model USER: SYSTEM: tf-idf PageRank
[object Object],[object Object],[object Object]
our first communication problem information need query ,[object Object],[object Object],[object Object]
and the game of telephone continues query rank using IR model ,[object Object],[object Object],[object Object]
and hopefully users feel lucky rank using IR model ,[object Object],[object Object],[object Object],select from results
queries are misinterpreted Results  1-10  out of about  344,000,000  for  ir
ranked lists are inefficient
assumptions of relevance-centric approach ,[object Object],[object Object],[object Object],[object Object],[object Object]
can we do better?
[object Object],[object Object],[object Object]
human-computer information retrieval ,[object Object],[object Object],[object Object],[object Object],“ Toward Human-Computer Information Retrieval” Gary Marchionini
human computer information retrieval
a concrete use case ,[object Object],[object Object]
google him!
google scholar him?
rexa him?
getting better
hcir-inspired interface
tags provide summarization and guidance
my information need evolves as i learn
hcir – implementing the vision
scatter/gather: a search for “star”
faceted search
practical considerations ,[object Object],[object Object],[object Object],[object Object]
showing the right facets: microwaves
showing the right facets: ceiling fans
query-driven clarification before refinement ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
results-driven clarification before refinement Search : storage
crowd-sourcing to tag documents
hcir cheats the precision / recall trade-off recall precision
set retrieval 2.0 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
hcir using set retrieval 2.0 ,[object Object],[object Object],[object Object]
think outside the (search) box ,[object Object],[object Object],[object Object],[object Object]
one more thing …
“ Google's mission is to organize the world's information and make it   universally accessible and useful.”
organizer or referee?
thank you ,[object Object],[object Object],[object Object],[object Object],[object Object]

More Related Content

More from Daniel Tunkelang

Query Understanding and Ecommerce
Query Understanding and EcommerceQuery Understanding and Ecommerce
Query Understanding and EcommerceDaniel Tunkelang
 
Semantic Equivalence of e-Commerce Queries
Semantic Equivalence of e-Commerce QueriesSemantic Equivalence of e-Commerce Queries
Semantic Equivalence of e-Commerce QueriesDaniel Tunkelang
 
Helping Searchers Satisfice through Query Understanding
Helping Searchers Satisfice through Query UnderstandingHelping Searchers Satisfice through Query Understanding
Helping Searchers Satisfice through Query UnderstandingDaniel Tunkelang
 
Query Understanding: A Manifesto
Query Understanding: A ManifestoQuery Understanding: A Manifesto
Query Understanding: A ManifestoDaniel Tunkelang
 
Where should you put your data scientists?
Where should you put your data scientists?Where should you put your data scientists?
Where should you put your data scientists?Daniel Tunkelang
 
Data Science: A Mindset for Productivity
Data Science: A Mindset for ProductivityData Science: A Mindset for Productivity
Data Science: A Mindset for ProductivityDaniel Tunkelang
 
My Three Ex’s: A Data Science Approach for Applied Machine Learning
My Three Ex’s: A Data Science Approach for Applied Machine LearningMy Three Ex’s: A Data Science Approach for Applied Machine Learning
My Three Ex’s: A Data Science Approach for Applied Machine LearningDaniel Tunkelang
 
Web science - How is it different?
Web science - How is it different?Web science - How is it different?
Web science - How is it different?Daniel Tunkelang
 
Better Search Through Query Understanding
Better Search Through Query UnderstandingBetter Search Through Query Understanding
Better Search Through Query UnderstandingDaniel Tunkelang
 
Social Search in a Professional Context
Social Search in a Professional ContextSocial Search in a Professional Context
Social Search in a Professional ContextDaniel Tunkelang
 
Find and be Found: Information Retrieval at LinkedIn
Find and be Found: Information Retrieval at LinkedInFind and be Found: Information Retrieval at LinkedIn
Find and be Found: Information Retrieval at LinkedInDaniel Tunkelang
 
Search as Communication: Lessons from a Personal Journey
Search as Communication: Lessons from a Personal JourneySearch as Communication: Lessons from a Personal Journey
Search as Communication: Lessons from a Personal JourneyDaniel Tunkelang
 
Enterprise Search: How do we get there from here?
Enterprise Search: How do we get there from here?Enterprise Search: How do we get there from here?
Enterprise Search: How do we get there from here?Daniel Tunkelang
 
Big Data, We Have a Communication Problem
Big Data, We Have a Communication Problem Big Data, We Have a Communication Problem
Big Data, We Have a Communication Problem Daniel Tunkelang
 
How to Interview a Data Scientist
How to Interview a Data ScientistHow to Interview a Data Scientist
How to Interview a Data ScientistDaniel Tunkelang
 
Information, Attention, and Trust: A Hierarchy of Needs
Information, Attention, and Trust: A Hierarchy of NeedsInformation, Attention, and Trust: A Hierarchy of Needs
Information, Attention, and Trust: A Hierarchy of NeedsDaniel Tunkelang
 
Data By The People, For The People
Data By The People, For The PeopleData By The People, For The People
Data By The People, For The PeopleDaniel Tunkelang
 
Content, Connections, and Context
Content, Connections, and ContextContent, Connections, and Context
Content, Connections, and ContextDaniel Tunkelang
 

More from Daniel Tunkelang (20)

Query Understanding and Ecommerce
Query Understanding and EcommerceQuery Understanding and Ecommerce
Query Understanding and Ecommerce
 
Semantic Equivalence of e-Commerce Queries
Semantic Equivalence of e-Commerce QueriesSemantic Equivalence of e-Commerce Queries
Semantic Equivalence of e-Commerce Queries
 
Helping Searchers Satisfice through Query Understanding
Helping Searchers Satisfice through Query UnderstandingHelping Searchers Satisfice through Query Understanding
Helping Searchers Satisfice through Query Understanding
 
MMM, Search!
MMM, Search!MMM, Search!
MMM, Search!
 
Enterprise Intelligence
Enterprise IntelligenceEnterprise Intelligence
Enterprise Intelligence
 
Query Understanding: A Manifesto
Query Understanding: A ManifestoQuery Understanding: A Manifesto
Query Understanding: A Manifesto
 
Where should you put your data scientists?
Where should you put your data scientists?Where should you put your data scientists?
Where should you put your data scientists?
 
Data Science: A Mindset for Productivity
Data Science: A Mindset for ProductivityData Science: A Mindset for Productivity
Data Science: A Mindset for Productivity
 
My Three Ex’s: A Data Science Approach for Applied Machine Learning
My Three Ex’s: A Data Science Approach for Applied Machine LearningMy Three Ex’s: A Data Science Approach for Applied Machine Learning
My Three Ex’s: A Data Science Approach for Applied Machine Learning
 
Web science - How is it different?
Web science - How is it different?Web science - How is it different?
Web science - How is it different?
 
Better Search Through Query Understanding
Better Search Through Query UnderstandingBetter Search Through Query Understanding
Better Search Through Query Understanding
 
Social Search in a Professional Context
Social Search in a Professional ContextSocial Search in a Professional Context
Social Search in a Professional Context
 
Find and be Found: Information Retrieval at LinkedIn
Find and be Found: Information Retrieval at LinkedInFind and be Found: Information Retrieval at LinkedIn
Find and be Found: Information Retrieval at LinkedIn
 
Search as Communication: Lessons from a Personal Journey
Search as Communication: Lessons from a Personal JourneySearch as Communication: Lessons from a Personal Journey
Search as Communication: Lessons from a Personal Journey
 
Enterprise Search: How do we get there from here?
Enterprise Search: How do we get there from here?Enterprise Search: How do we get there from here?
Enterprise Search: How do we get there from here?
 
Big Data, We Have a Communication Problem
Big Data, We Have a Communication Problem Big Data, We Have a Communication Problem
Big Data, We Have a Communication Problem
 
How to Interview a Data Scientist
How to Interview a Data ScientistHow to Interview a Data Scientist
How to Interview a Data Scientist
 
Information, Attention, and Trust: A Hierarchy of Needs
Information, Attention, and Trust: A Hierarchy of NeedsInformation, Attention, and Trust: A Hierarchy of Needs
Information, Attention, and Trust: A Hierarchy of Needs
 
Data By The People, For The People
Data By The People, For The PeopleData By The People, For The People
Data By The People, For The People
 
Content, Connections, and Context
Content, Connections, and ContextContent, Connections, and Context
Content, Connections, and Context
 

Recently uploaded

AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsPrecisely
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 

Recently uploaded (20)

AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power Systems
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
The transition to renewables in India.pdf
The transition to renewables in India.pdfThe transition to renewables in India.pdf
The transition to renewables in India.pdf
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptxVulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 

Google Tech Talk: Reconsidering Relevance

Editor's Notes

  1. Friends, Countrymen, Googlers, I come to bury relevance, not to praise it. Well, that’s overstating the case. But I am here today to challenge your approach to information access, and more importantly to tease out and question its philosophical underpinnings. I realize that I’m singling you out as Googlers for holding a belief that is far more widely held, but you are the standard bearers of relevance. And you invited me.  Notes: this presentation was delivered at the Google NYC office on 1/7/09. The title is an allusion to Tefko Saracevic’s article, “Relevance Reconsidered”. If you are interested in learning more about the history of relevance I highly recommend his 2007 Lazerow Memorial Lecture on “Relevance in information science” (http://mediabeast.ites.utk.edu/mediasite4/Viewer/?peid=fb8f84cb-9f82-499f-b12c-9a56ab5cf5ba).