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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 Air Force One (1997) 250,384,803 Independence Day (ID4) (1996) 483,359,255
Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453 Alien (1979) 42,285,739
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 Godfather: Part II, The (1974) 87,973,000
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453
Usual Suspects, The (1995) 1,120,000 Sense and Sensibility (1995) 62,493,774 Boot, Das (1981) 11,433,134
It's a Wonderful Life (1946) 3,548,018 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Monty Python's Life of Brian (1979) 646,124
Average 157,342,488 Average 186,053,328 Average 122,700,577

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
Priest (1994) 4,176,932
Titanic (1997) 600,779,824
English Patient, The (1996) 111,415,132
Nell (1994) 33,592,700
Rebel Without a Cause (1955) 4,600,000
Of Love and Shadows (1994) 19,710
Evita (1996) 73,298,979
Little Women (1994) 75,083,616
Cinema Paradiso (1988) 392,045
Citizen Kane (1941) 1,640,769
Devil's Advocate, The (1997) 86,587,776
Philadelphia (1993) 114,946,440
Psycho (1960) 43,200,000
Sling Blade (1996) 24,475,416
Mr. Holland's Opus (1995) 119,078,097
Mary Poppins (1964) 133,300,000
Legends of the Fall (1994) 98,628,842
Star Trek: First Contact (1996) 207,001,027
Truth About Cats & Dogs, The (1996) 34,073,143
Jerry Maguire (1996) 228,557,864
Ghost and the Darkness, The (1996) 38,553,833
Broken Arrow (1996) 105,069,070
Giant (1956) 14,169,928
Two Much (1996) 592,871
Singin' in the Rain (1952) 7,665,000
Face/Off (1997) 163,746,077
Rob Roy (1995) 31,600,000
Birds, The (1963) 16,493,900
Forrest Gump (1994) 485,691,196
Unforgiven (1992) 119,081,912
Fantasia (1940) 49,310,882
Casablanca (1942) 5,806,467
Primal Fear (1996) 80,646,667
When Harry Met Sally... (1989) 134,613,546
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411
Dead Man Walking (1995) 39,025,000
American President, The (1995) 95,000,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
E.T. the Extra-Terrestrial (1982) 259,597,332
Schindler's List (1993) 140,409,248
Amistad (1997) 44,175,394
Return of the Jedi (1983) 500,773,409
Preacher's Wife, The (1996) 69,743,611
Amadeus (1984) 23,401,401
Conspiracy Theory (1997) 111,189,998
Shawshank Redemption, The (1994) 28,341,469
Dances with Wolves (1990) 265,746,848
To Kill a Mockingbird (1962) 20,629,846
Gone with the Wind (1939) 200,155,278
Silence of the Lambs, The (1991) 137,332,208
Bridge on the River Kwai, The (1957) 50,495,000
Apollo 13 (1995) 94,378,651
Fly Away Home (1996) 24,506,082
Average 107,190,813
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