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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 Apollo 13 (1995) 94,378,651
Usual Suspects, The (1995) 1,120,000 Schindler's List (1993) 140,409,248 When Harry Met Sally... (1989) 134,613,546
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Trainspotting (1996) 16,501,785
Forrest Gump (1994) 485,691,196 English Patient, The (1996) 111,415,132 Apocalypse Now (1979) 42,606,290
Independence Day (ID4) (1996) 483,359,255 Usual Suspects, The (1995) 1,120,000 Return of the Jedi (1983) 500,773,409
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Independence Day (ID4) (1996) 483,359,255 Usual Suspects, The (1995) 1,120,000
Casablanca (1942) 5,806,467 Jerry Maguire (1996) 228,557,864 GoodFellas (1990) 67,336,394
Average 270,619,378 Average 263,311,392 Average 146,138,173

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
Dead Poets Society (1989) 144,288,116
Lion King, The (1994) 188,740,944
Twelve Monkeys (1995) 82,512,000
Glory (1989) 100,326
Grosse Pointe Blank (1997) 28,014,536
Star Wars (1977) 731,853,665
Get Shorty (1995) 103,619,110
Casino (1995) 62,726,000
Blade Runner (1982) 1,445,283
Rob Roy (1995) 31,600,000
Braveheart (1995) 110,286,945
Monty Python and the Holy Grail (1974) 1,821,082
Unforgiven (1992) 119,081,912
Groundhog Day (1993) 103,406,973
Die Hard (1988) 116,707,729
Rumble in the Bronx (1995) 32,333,860
Clockwork Orange, A (1971) 38,589,355
Patton (1970) 89,800,000
In the Line of Fire (1993) 151,314,283
Scream (1996) 103,001,286
Princess Bride, The (1987) 21,277,649
Crimson Tide (1995) 135,266,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Heavy Metal (1981) 9,300,000
Murder in the First (1995) 17,382,000
Rising Sun (1993) 96,489,271
Seven (Se7en) (1995) 143,225,000
Star Trek: First Contact (1996) 207,001,027
Aliens (1986) 121,385,096
Nightmare Before Christmas, The (1993) 22,782,289
Courage Under Fire (1996) 87,335,823
Pulp Fiction (1994) 84,022,201
Leaving Las Vegas (1995) 31,968,347
Boot, Das (1981) 11,433,134
Men in Black (1997) 367,992,228
Akira (1988) 439,162
Silence of the Lambs, The (1991) 137,332,208
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Ransom (1996) 207,758,522
Scream 2 (1997) 140,865,935
Contact (1997) 149,887,543
Star Trek IV: The Voyage Home (1986) 124,751,249
Terminator 2: Judgment Day (1991) 207,064,802
Alien (1979) 42,285,739
Dances with Wolves (1990) 265,746,848
Conan the Barbarian (1981) 60,241,612
Back to the Future (1985) 303,398,294
Empire Strikes Back, The (1980) 225,554,189
Bad Boys (1995) 97,168,842
Interview with the Vampire (1994) 145,789,330
Shawshank Redemption, The (1994) 28,341,469
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Fifth Element, The (1997) 92,897,302
Ghost and the Darkness, The (1996) 38,553,833
Mission: Impossible (1996) 274,049,639
Speed (1994) 121,248,145
Jurassic Park (1993) 563,476,625
Toy Story (1995) 133,344,903
Shallow Grave (1994) 2,881,508
Heathers (1989) 1,108,462
Batman (1989) 401,685,407
Face/Off (1997) 163,746,077
Star Trek: The Wrath of Khan (1982) 118,633,541
Aladdin (1992) 328,782,825
Highlander (1986) 5,735,847
Average 129,360,525
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