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
Schindler's List (1993) 140,409,248 Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248
Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248 Casablanca (1942) 5,806,467
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Princess Bride, The (1987) 21,277,649
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Empire Strikes Back, The (1980) 225,554,189
Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Amadeus (1984) 23,401,401 Princess Bride, The (1987) 21,277,649 Vertigo (1958) 7,024,928
Pulp Fiction (1994) 84,022,201 Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Usual Suspects, The (1995) 1,120,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Casablanca (1942) 5,806,467 Amadeus (1984) 23,401,401
Average 165,386,633 Average 200,498,591 Average 65,102,291

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
Raging Bull (1980) 49,034
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Roman Holiday (1953) 8,000,000
Mrs. Doubtfire (1993) 330,200,000
When Harry Met Sally... (1989) 134,613,546
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Mary Poppins (1964) 133,300,000
Dances with Wolves (1990) 265,746,848
Charade (1963) 6,209,420
Philadelphia Story, The (1940) 3,000,000
North by Northwest (1959) 19,977,527
Back to the Future (1985) 303,398,294
Forrest Gump (1994) 485,691,196
Quiet Man, The (1952) 3,800,000
Dead Poets Society (1989) 144,288,116
To Kill a Mockingbird (1962) 20,629,846
Singin' in the Rain (1952) 7,665,000
Gold Diggers: The Secret of Bear Mountain (1995) 6,029,091
Mr. Smith Goes to Washington (1939) 1,500,000
Cinema Paradiso (1988) 392,045
Godfather, The (1972) 291,702,411
Mr. Holland's Opus (1995) 119,078,097
Emma (1996) 22,201,883
While You Were Sleeping (1995) 119,964,016
Cyrano de Bergerac (1990) 5,820,020
Gandhi (1982) 77,737,889
My Fair Lady (1964) 42,805,000
Shawshank Redemption, The (1994) 28,341,469
Sabrina (1954) 14,000,000
Apollo 13 (1995) 94,378,651
Henry V (1989) 10,161,099
Persuasion (1995) 5,462,325
Stand by Me (1986) 69,411,304
Rear Window (1954) 6,759,601
Groundhog Day (1993) 103,406,973
Field of Dreams (1989) 94,962,625
Jerry Maguire (1996) 228,557,864
Hamlet (1996) 4,414,535
Spellbound (1945) 11,970,500
It's a Wonderful Life (1946) 3,548,018
Average 85,569,493
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