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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 Casablanca (1942) 5,806,467
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Psycho (1960) 43,200,000
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Lone Star (1996) 13,269,963
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
Citizen Kane (1941) 1,640,769 Casablanca (1942) 5,806,467 Reservoir Dogs (1992) 2,687,008
Blade Runner (1982) 1,445,283 Full Monty, The (1997) 45,857,453 Monty Python's Life of Brian (1979) 646,124
2001: A Space Odyssey (1968) 25,761,621 Empire Strikes Back, The (1980) 225,554,189 Forrest Gump (1994) 485,691,196
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 2001: A Space Odyssey (1968) 25,761,621
Average 66,786,161 Average 94,617,406 Average 91,125,074

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
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Taxi Driver (1976) 33,669,000
Boogie Nights (1997) 26,384,919
Cool Hand Luke (1967) 7,300,000
Jurassic Park (1993) 563,476,625
Godfather, The (1972) 291,702,411
Air Force One (1997) 250,384,803
To Kill a Mockingbird (1962) 20,629,846
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
L.A. Confidential (1997) 64,604,977
To Catch a Thief (1955) 13,250,000
Usual Suspects, The (1995) 1,120,000
Star Wars (1977) 731,853,665
Toy Story (1995) 133,344,903
Gone with the Wind (1939) 200,155,278
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Paris, Texas (1984) 2,164,507
Ran (1985) 113,948
Chasing Amy (1997) 12,006,514
Down by Law (1986) 1,419,835
Some Like It Hot (1959) 33,300,000
Godfather: Part II, The (1974) 87,973,000
Return of the Jedi (1983) 500,773,409
Giant (1956) 14,169,928
Lawrence of Arabia (1962) 20,652,481
Monty Python and the Holy Grail (1974) 1,821,082
Raging Bull (1980) 49,034
Boot, Das (1981) 11,433,134
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Brazil (1985) 6,500,000
Once Upon a Time in America (1984) 7,800,000
Truth About Cats & Dogs, The (1996) 34,073,143
Chinatown (1974) 42,400,000
Shawshank Redemption, The (1994) 28,341,469
Titanic (1997) 600,779,824
Manchurian Candidate, The (1962) 4,180,630
Patton (1970) 89,800,000
Dances with Wolves (1990) 265,746,848
Grosse Pointe Blank (1997) 28,014,536
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Rear Window (1954) 6,759,601
North by Northwest (1959) 19,977,527
Vertigo (1958) 7,024,928
Average 101,598,439
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