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 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather: Part II, The (1974) 87,973,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Contact (1997) 149,887,543 Alien (1979) 42,285,739
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Vertigo (1958) 7,024,928
Alien (1979) 42,285,739 L.A. Confidential (1997) 64,604,977 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Contact (1997) 149,887,543 Full Monty, The (1997) 45,857,453 Fargo (1996) 24,611,975
Godfather: Part II, The (1974) 87,973,000 Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411
Clockwork Orange, A (1971) 38,589,355 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Aliens (1986) 121,385,096 Air Force One (1997) 250,384,803 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Alien (1979) 42,285,739 Clerks (1994) 3,151,130
Average 155,043,259 Average 166,333,237 Average 78,347,770

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
Fried Green Tomatoes (1991) 117,503,000
North by Northwest (1959) 19,977,527
Taxi Driver (1976) 33,669,000
2001: A Space Odyssey (1968) 25,761,621
Nobody's Fool (1994) 57,487,686
Schindler's List (1993) 140,409,248
Terminator 2: Judgment Day (1991) 207,064,802
Great Dictator, The (1940) 395,872
African Queen, The (1951) 4,300,000
Breakdown (1997) 50,129,186
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Trek: The Wrath of Khan (1982) 118,633,541
Silence of the Lambs, The (1991) 137,332,208
Fifth Element, The (1997) 92,897,302
Evita (1996) 73,298,979
Lawrence of Arabia (1962) 20,652,481
Star Wars (1977) 731,853,665
Trainspotting (1996) 16,501,785
Return of the Jedi (1983) 500,773,409
Monty Python and the Holy Grail (1974) 1,821,082
Brazil (1985) 6,500,000
Gattaca (1997) 12,339,633
Swingers (1996) 4,505,922
Cyrano de Bergerac (1990) 5,820,020
Glory (1989) 100,326
Braveheart (1995) 110,286,945
Manchurian Candidate, The (1962) 4,180,630
Highlander (1986) 5,735,847
Shawshank Redemption, The (1994) 28,341,469
Stand by Me (1986) 69,411,304
Dead Man Walking (1995) 39,025,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Pulp Fiction (1994) 84,022,201
It's a Wonderful Life (1946) 3,548,018
Back to the Future (1985) 303,398,294
Usual Suspects, The (1995) 1,120,000
English Patient, The (1996) 111,415,132
Unforgiven (1992) 119,081,912
Crimson Tide (1995) 135,266,000
Casablanca (1942) 5,806,467
Hamlet (1996) 4,414,535
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Koyaanisqatsi (1983) 1,723,872
Rear Window (1954) 6,759,601
Apollo 13 (1995) 94,378,651
Killing Fields, The (1984) 50,509,720
Twelve Monkeys (1995) 82,512,000
Star Trek: First Contact (1996) 207,001,027
Toy Story (1995) 133,344,903
GoodFellas (1990) 67,336,394
Amadeus (1984) 23,401,401
Men in Black (1997) 367,992,228
Diva (1981) 108,372
Full Metal Jacket (1987) 69,057,676
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Citizen Kane (1941) 1,640,769
Reservoir Dogs (1992) 2,687,008
Conspiracy Theory (1997) 111,189,998
Apocalypse Now (1979) 42,606,290
Blade Runner (1982) 1,445,283
Seven Years in Tibet (1997) 37,901,509
Empire Strikes Back, The (1980) 225,554,189
Average 84,818,769
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