Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Princess Bride, The (1987) 21,277,649
Citizen Kane (1941) 1,640,769 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
It's a Wonderful Life (1946) 3,548,018 Return of the Jedi (1983) 500,773,409 It's a Wonderful Life (1946) 3,548,018
Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Pulp Fiction (1994) 84,022,201 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Dial M for Murder (1954) 3,012,562
Average 147,681,240 Average 223,435,182 Average 74,815,161

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Jerry Maguire (1996) 228,557,864
North by Northwest (1959) 19,977,527
Mr. Smith Goes to Washington (1939) 1,500,000
Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189
Cinderella (1950) 75,188,149
East of Eden (1955) 5,000,000
8 Seconds (1994) 19,604,000
Braveheart (1995) 110,286,945
Top Hat (1935) 1,782,000
Clear and Present Danger (1994) 176,112,710
To Kill a Mockingbird (1962) 20,629,846
It Happened One Night (1934) 2,000,000
English Patient, The (1996) 111,415,132
All About Eve (1950) 4,210,177
Singin' in the Rain (1952) 7,665,000
Field of Dreams (1989) 94,962,625
Rear Window (1954) 6,759,601
Some Like It Hot (1959) 33,300,000
Philadelphia Story, The (1940) 3,000,000
Vertigo (1958) 7,024,928
Silence of the Lambs, The (1991) 137,332,208
Average 60,009,289
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