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Pattern Learning
- 1. Pattern Learning for Web Information Extraction Justin Betteridge IR Series Seminar May 23, 2008 Tom Mitchell, Andrew Carlson Sue Ann Hong, Edith Law, Sophie Wang, Estevam Hruschka
- 3. WIE 1.0 Cheese Cheddar Swiss Gouda The Web
- 4. WIE 1.0 Cheese Cheddar Swiss Gouda __ such as __ such __ as __ … cheeses, including __ … The Web
- 5. WIE 1.0 Cheese Google Cheddar Swiss Gouda __ such as __ such __ as __ … cheeses, including __ … Kraft manufactures a variety of cheeses, including Feta cheese . Companies who market a variety of cheeses, including Kraft Foods , … The Web
- 6. WIE 1.0 Cheese Google Cheddar Swiss Gouda __ such as __ such __ as __ … cheeses, including __ … Kraft manufactures a variety of cheeses, including Feta cheese . Companies who market a variety of cheeses, including Kraft Foods , … The Web
- 7. WIE 1.0 Cheese Google Cheddar Swiss Gouda __ such as __ such __ as __ … cheeses, including __ … Kraft manufactures a variety of cheeses, including Feta cheese . Companies who market a variety of cheeses, including Kraft Foods , … The Web
- 8. WIE 1.0 Cheese Google Cheddar Swiss Gouda __ such as __ such __ as __ … cheeses, including __ … Kraft manufactures a variety of cheeses, including Feta cheese . Companies who market a variety of cheeses, including Kraft Foods , … Feta Kraft Foods The Web
- 9. WIE 1.1 Cheese Google The Web Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 10. WIE 1.1 Cheese Google A slice of cheddar cheese goes well with … The Web Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 11. WIE 1.1 Cheese Google A slice of cheddar cheese goes well with … The Web Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 12. WIE 1.1 Cheese Google A slice of cheddar cheese goes well with … a slice of __ cheese __ goes well with The Web Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 14. WIE 1.1 Cheese Google A slice of cheddar cheese goes well with … a slice of __ cheese __ goes well with The Web Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 15. Assessing Instances PMI :cheeses such as __ PMI :a slice of __ … Cheese? NB classifier
- 18. Patterns Defined mayo and a lot of cheddar cheese can make a sandwich yummy
- 19. Patterns Defined mayo and a lot of cheddar cheese can make a sandwich yummy ... cheddar cheese soaked in brine dairy products like cheddar cheese … NP Prep VP Prep NP
- 20. Patterns Assessed Cheese a slice of __ cheese __ goes well with Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 21. Patterns Assessed Cheese a slice of __ cheese __ goes well with H1: Must co-occur with at least 2 seed instances H2: Sort by estimated precision H1: Must co-occur with at least 2 seed instances H2: Must not co-occur with any negative seed instances H3: Must contain a trigger word Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 22. Patterns Assessed Cheese a slice of __ cheese __ goes well with H1: Must co-occur with at least 2 seed instances H2: Sort by estimated precision H1: Must co-occur with at least 2 seed instances H2: Must not co-occur with any negative seed instances H3: Must contain a trigger word Etzioni et al, 2004 Talukdar et al, 2006 Gouda cheeses, including __ Swiss cheeses such as __ Cheddar
- 23. Patterns Assessed PMI :cheddar PMI :swiss … Cheese? NB classifier