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Recommendation System based on
Disambiguating Social Network Entities
with Freebase Knowledge Base
by Agustin Baretto
Collaborative Filtering
Collaborative Filtering Approaches
● Different pages might refer to the same real world entity
○ There are more than 100 pages of “The Lord of the Rings”
● Categories assigned to a page might be incorrect
○ Page dedicated to JR Tolkien, might appear under “Book” category
instead of “Author”
● Titles of pages might be misspelled or include words that do not correspond
to the actual titles
○ “Lord of the Rings, official page”
● Titles of pages might be in different pages in different languages
○ “Lord of the Rings”, “El senor de los Anillos”
Some difficulties I had:
Entity Disambiguation
with Freebase
793 titles
stdev: 1.4933
avg: 1.4124
Raw Data from Facebook - Books
1411 titles
stdev: 2.4112
avg: 1.7647
Raw Data from Facebook - Movies
Facebook Facebook(en) Freebase(en) Freebase(es) Data Cleaning
Matched 0 0 454 470 468
Unmatched 793 793 334 317 302
Total Books 793 793 788 787 770
Facebook Facebook(en) Freebase(en) Freebase(es) Data Cleaning
Matched 0 0 872 911 938
Unmatched 1411 1386 438 389 337
Total Movies 1411 1386 1310 1300 1275
Tools
+ +
Tools Used
Limitations
● Many Facebook users don’t LIKE Pages.
● Likes are binary, no range of opinions like 5-stars.
● Facebook will stop providing Friends lists on April.
● Freebase has a limit for free requests.
● Popular books and movies outstand and mostly appear as suggestions.
● Local books and independent films do not appear on Freebase.
● People sometimes do not share what they really like if it is not trendy.
Next Steps
Next steps
● Improve distance algorithm
● Ask users for input
● Unmatched Entities can be Input for Freebase
● Interchange book and movies relations

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Gustame Presentation

  • 1. Recommendation System based on Disambiguating Social Network Entities with Freebase Knowledge Base by Agustin Baretto
  • 2.
  • 5.
  • 6.
  • 7. ● Different pages might refer to the same real world entity ○ There are more than 100 pages of “The Lord of the Rings” ● Categories assigned to a page might be incorrect ○ Page dedicated to JR Tolkien, might appear under “Book” category instead of “Author” ● Titles of pages might be misspelled or include words that do not correspond to the actual titles ○ “Lord of the Rings, official page” ● Titles of pages might be in different pages in different languages ○ “Lord of the Rings”, “El senor de los Anillos” Some difficulties I had:
  • 8.
  • 9.
  • 11.
  • 12. 793 titles stdev: 1.4933 avg: 1.4124 Raw Data from Facebook - Books
  • 13. 1411 titles stdev: 2.4112 avg: 1.7647 Raw Data from Facebook - Movies
  • 14. Facebook Facebook(en) Freebase(en) Freebase(es) Data Cleaning Matched 0 0 454 470 468 Unmatched 793 793 334 317 302 Total Books 793 793 788 787 770
  • 15. Facebook Facebook(en) Freebase(en) Freebase(es) Data Cleaning Matched 0 0 872 911 938 Unmatched 1411 1386 438 389 337 Total Movies 1411 1386 1310 1300 1275
  • 16. Tools
  • 18. Limitations ● Many Facebook users don’t LIKE Pages. ● Likes are binary, no range of opinions like 5-stars. ● Facebook will stop providing Friends lists on April. ● Freebase has a limit for free requests. ● Popular books and movies outstand and mostly appear as suggestions. ● Local books and independent films do not appear on Freebase. ● People sometimes do not share what they really like if it is not trendy.
  • 20. Next steps ● Improve distance algorithm ● Ask users for input ● Unmatched Entities can be Input for Freebase ● Interchange book and movies relations