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
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201 Indiana Jones and the Last Crusade (1989) 312,671,806
Schindler's List (1993) 140,409,248 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 Trainspotting (1996) 16,501,785
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 Forrest Gump (1994) 485,691,196
Shawshank Redemption, The (1994) 28,341,469 Princess Bride, The (1987) 21,277,649 Alien (1979) 42,285,739
Monty Python and the Holy Grail (1974) 1,821,082 Twelve Monkeys (1995) 82,512,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Usual Suspects, The (1995) 1,120,000 Blade Runner (1982) 1,445,283 Glory (1989) 100,326
Average 73,208,352 Average 151,743,770 Average 139,999,426

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
Empire Strikes Back, The (1980) 225,554,189
Terminator 2: Judgment Day (1991) 207,064,802
Contact (1997) 149,887,543
Full Metal Jacket (1987) 69,057,676
Grosse Pointe Blank (1997) 28,014,536
Star Trek: First Contact (1996) 207,001,027
Clockwork Orange, A (1971) 38,589,355
Pink Floyd - The Wall (1982) 14,844,106
Ran (1985) 113,948
Casablanca (1942) 5,806,467
North by Northwest (1959) 19,977,527
Citizen Kane (1941) 1,640,769
Beauty and the Beast (1991) 94,902,028
Fifth Element, The (1997) 92,897,302
Men in Black (1997) 367,992,228
Mrs. Doubtfire (1993) 330,200,000
Return of the Jedi (1983) 500,773,409
Taxi Driver (1976) 33,669,000
African Queen, The (1951) 4,300,000
Die Hard (1988) 116,707,729
Rear Window (1954) 6,759,601
English Patient, The (1996) 111,415,132
Raising Arizona (1987) 22,847,564
When Harry Met Sally... (1989) 134,613,546
Get Shorty (1995) 103,619,110
E.T. the Extra-Terrestrial (1982) 259,597,332
Tomorrow Never Dies (1997) 184,221,129
Nightmare Before Christmas, The (1993) 22,782,289
Aliens (1986) 121,385,096
True Lies (1994) 226,261,000
Diva (1981) 108,372
Vertigo (1958) 7,024,928
2001: A Space Odyssey (1968) 25,761,621
Star Wars (1977) 731,853,665
Dances with Wolves (1990) 265,746,848
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Boot, Das (1981) 11,433,134
Orlando (1993) 5,289,772
Average 125,011,918
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