SlideShare ist ein Scribd-Unternehmen logo
1 von 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]

Weitere Àhnliche Inhalte

Mehr von 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
 
Enterprise Intelligence
Enterprise IntelligenceEnterprise Intelligence
Enterprise IntelligenceDaniel 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
 

Mehr von 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
 

KĂŒrzlich hochgeladen

Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Bhuvaneswari Subramani
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityWSO2
 
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...Angeliki Cooney
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusZilliz
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...apidays
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistandanishmna97
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Christopher Logan Kennedy
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Victor Rentea
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 

KĂŒrzlich hochgeladen (20)

Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 

Google Tech Talk: Reconsidering Relevance

Hinweis der Redaktion

  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).