SlideShare une entreprise Scribd logo
1  sur  16
Finding people like  you ! Comparing similarities between people in a vertical social network Arun Vijayan C. Stral LLC. more
Social Networks ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],People use social networks to find sex  –  Marc Canter, CEO, People Aggregator; Co-founder, Macromedia .
User stickiness  in a Social Network
How to find more people like you?
Consider  Movie  based Social Network ,[object Object],[object Object]
We have   Loads of  People    
Rearrange People   based on  Interests  and  features   A  B  C  D
Euclidean Distance Score ,[object Object],[object Object],[object Object],[object Object],(x 2 , y 2 , z 2 ) (x 1 , y 1 , z 1 )
Mark  the points first (x 2 , y 2 , z 2 ) (x 1 , y 1 , z 1 ) d
Euclidean Distance Formula ,[object Object],(x 2 , y 2 , z 2 ) (x 1 , y 1 , z 1 ) d
Wait a minute! how  geometry  and actual  People   in a web app are related?
Ratings Shivaji   TZP User 1.5 4 John 4.5 1.5 Ravi 1 3.5 Kiran 3 5 Deepti
How to calculate? ,[object Object],D(John, Ravi)  = √ (1.5-4.5 ) 2  + (4-1.5 ) 2 =  √ (3 ) 2  + (2.5 ) 2 =  3.91
Distance comparison Shivaji   TZP User 1.5 4 John 4.5 1.5 Ravi 1 3.5 Kiran 3 5 Deepti user user distance john Ravi 3.91  ====================== John Kiran 0.70  === John Deepti 1.80  ======= Ravi Kiran 4.03  ============================== Ravi Deepti 3.81  =================== Kiran Deepti 2.5  ==============
That’s it!
Inspirationz ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Contenu connexe

Similaire à Finding more people like you

How to build recommender system
How to build recommender systemHow to build recommender system
How to build recommender systemMitko Gurbanski
 
Slope one recommender on hadoop
Slope one recommender on hadoopSlope one recommender on hadoop
Slope one recommender on hadoopYONG ZHENG
 
A new similarity measurement based on hellinger distance for collaborating fi...
A new similarity measurement based on hellinger distance for collaborating fi...A new similarity measurement based on hellinger distance for collaborating fi...
A new similarity measurement based on hellinger distance for collaborating fi...Prabhu Kumar
 
Google BigQuery is a very popular enterprise warehouse that’s built with a co...
Google BigQuery is a very popular enterprise warehouse that’s built with a co...Google BigQuery is a very popular enterprise warehouse that’s built with a co...
Google BigQuery is a very popular enterprise warehouse that’s built with a co...Abebe Admasu
 
Catching co occurrence information using word2vec-inspired matrix factorization
Catching co occurrence information using word2vec-inspired matrix factorizationCatching co occurrence information using word2vec-inspired matrix factorization
Catching co occurrence information using word2vec-inspired matrix factorizationhyunsung lee
 
Ingroup favoritism under indirect reciprocity
Ingroup favoritism under indirect reciprocityIngroup favoritism under indirect reciprocity
Ingroup favoritism under indirect reciprocityNaoki Masuda
 
one shot15729752 Deep Learning for AI and DS
one shot15729752 Deep Learning for AI and DSone shot15729752 Deep Learning for AI and DS
one shot15729752 Deep Learning for AI and DSManiMaran230751
 
Gan seminar
Gan seminarGan seminar
Gan seminarSan Kim
 
Generative adversarial networks
Generative adversarial networksGenerative adversarial networks
Generative adversarial networksKyuri Kim
 
Recommendation Engine with In-Database Machine Learning
Recommendation Engine with In-Database Machine LearningRecommendation Engine with In-Database Machine Learning
Recommendation Engine with In-Database Machine LearningTigerGraph
 
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...Simplilearn
 
Intro to UX Design
Intro to UX DesignIntro to UX Design
Intro to UX DesignJp Lynch
 

Similaire à Finding more people like you (17)

C3_W2.pdf
C3_W2.pdfC3_W2.pdf
C3_W2.pdf
 
Raccomender engines
Raccomender enginesRaccomender engines
Raccomender engines
 
How to build recommender system
How to build recommender systemHow to build recommender system
How to build recommender system
 
3D Geometry QA 10
3D Geometry QA 103D Geometry QA 10
3D Geometry QA 10
 
PR07.pdf
PR07.pdfPR07.pdf
PR07.pdf
 
Slope one recommender on hadoop
Slope one recommender on hadoopSlope one recommender on hadoop
Slope one recommender on hadoop
 
A new similarity measurement based on hellinger distance for collaborating fi...
A new similarity measurement based on hellinger distance for collaborating fi...A new similarity measurement based on hellinger distance for collaborating fi...
A new similarity measurement based on hellinger distance for collaborating fi...
 
Google BigQuery is a very popular enterprise warehouse that’s built with a co...
Google BigQuery is a very popular enterprise warehouse that’s built with a co...Google BigQuery is a very popular enterprise warehouse that’s built with a co...
Google BigQuery is a very popular enterprise warehouse that’s built with a co...
 
Catching co occurrence information using word2vec-inspired matrix factorization
Catching co occurrence information using word2vec-inspired matrix factorizationCatching co occurrence information using word2vec-inspired matrix factorization
Catching co occurrence information using word2vec-inspired matrix factorization
 
Ingroup favoritism under indirect reciprocity
Ingroup favoritism under indirect reciprocityIngroup favoritism under indirect reciprocity
Ingroup favoritism under indirect reciprocity
 
one shot15729752 Deep Learning for AI and DS
one shot15729752 Deep Learning for AI and DSone shot15729752 Deep Learning for AI and DS
one shot15729752 Deep Learning for AI and DS
 
Gan seminar
Gan seminarGan seminar
Gan seminar
 
Generative adversarial networks
Generative adversarial networksGenerative adversarial networks
Generative adversarial networks
 
Recommendation Engine with In-Database Machine Learning
Recommendation Engine with In-Database Machine LearningRecommendation Engine with In-Database Machine Learning
Recommendation Engine with In-Database Machine Learning
 
Matrix Factorization
Matrix FactorizationMatrix Factorization
Matrix Factorization
 
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
 
Intro to UX Design
Intro to UX DesignIntro to UX Design
Intro to UX Design
 

Dernier

The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwaitdaisycvs
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...daisycvs
 
Call Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂Escort
Call Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂EscortCall Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂Escort
Call Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂Escortdlhescort
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...Aggregage
 
Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...
Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...
Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...lizamodels9
 
Falcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon investment
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...lizamodels9
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with CultureSeta Wicaksana
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsP&CO
 
Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 MonthsIndeedSEO
 
Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel
 
Lundin Gold - Q1 2024 Conference Call Presentation (Revised)
Lundin Gold - Q1 2024 Conference Call Presentation (Revised)Lundin Gold - Q1 2024 Conference Call Presentation (Revised)
Lundin Gold - Q1 2024 Conference Call Presentation (Revised)Adnet Communications
 
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756dollysharma2066
 
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...Anamikakaur10
 
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...allensay1
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Centuryrwgiffor
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...amitlee9823
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...lizamodels9
 

Dernier (20)

The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
 
Call Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂Escort
Call Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂EscortCall Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂Escort
Call Girls In Nangloi Rly Metro ꧂…….95996 … 13876 Enjoy ꧂Escort
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...
Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...
Call Girls From Raj Nagar Extension Ghaziabad❤️8448577510 ⊹Best Escorts Servi...
 
Falcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business Potential
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with Culture
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and pains
 
Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investors
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
 
Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024
 
Lundin Gold - Q1 2024 Conference Call Presentation (Revised)
Lundin Gold - Q1 2024 Conference Call Presentation (Revised)Lundin Gold - Q1 2024 Conference Call Presentation (Revised)
Lundin Gold - Q1 2024 Conference Call Presentation (Revised)
 
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
 
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
 
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
 

Finding more people like you

  • 1. Finding people like you ! Comparing similarities between people in a vertical social network Arun Vijayan C. Stral LLC. more
  • 2.
  • 3. User stickiness in a Social Network
  • 4. How to find more people like you?
  • 5.
  • 6. We have   Loads of People    
  • 7. Rearrange People   based on Interests and features   A B C D
  • 8.
  • 9. Mark the points first (x 2 , y 2 , z 2 ) (x 1 , y 1 , z 1 ) d
  • 10.
  • 11. Wait a minute! how geometry and actual People in a web app are related?
  • 12. Ratings Shivaji TZP User 1.5 4 John 4.5 1.5 Ravi 1 3.5 Kiran 3 5 Deepti
  • 13.
  • 14. Distance comparison Shivaji TZP User 1.5 4 John 4.5 1.5 Ravi 1 3.5 Kiran 3 5 Deepti user user distance john Ravi 3.91 ====================== John Kiran 0.70 === John Deepti 1.80 ======= Ravi Kiran 4.03 ============================== Ravi Deepti 3.81 =================== Kiran Deepti 2.5 ==============
  • 16.