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
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248
Princess Bride, The (1987) 21,277,649 Air Force One (1997) 250,384,803 Aliens (1986) 121,385,096
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
Titanic (1997) 600,779,824 Mr. Holland's Opus (1995) 119,078,097 Forrest Gump (1994) 485,691,196
Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469 Apollo 13 (1995) 94,378,651
Alien (1979) 42,285,739 Princess Bride, The (1987) 21,277,649 Boot, Das (1981) 11,433,134
Average 157,377,644 Average 176,054,435 Average 161,165,360

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
Fifth Element, The (1997) 92,897,302
True Lies (1994) 226,261,000
Back to the Future (1985) 303,398,294
Under Siege (1992) 120,463,139
Taxi Driver (1976) 33,669,000
Contact (1997) 149,887,543
Executive Decision (1996) 93,638,632
Cliffhanger (1993) 127,356,211
GoodFellas (1990) 67,336,394
Face/Off (1997) 163,746,077
Good, The Bad and The Ugly, The (1966) 19,000,000
Waterworld (1995) 130,604,220
Assassins (1995) 30,306,268
Interview with the Vampire (1994) 145,789,330
Eraser (1996) 147,260,786
Desperado (1995) 25,625,110
Get Shorty (1995) 103,619,110
Terminator 2: Judgment Day (1991) 207,064,802
Die Hard (1988) 116,707,729
Ransom (1996) 207,758,522
Top Gun (1986) 256,050,237
Usual Suspects, The (1995) 1,120,000
Speed (1994) 121,248,145
Men in Black (1997) 367,992,228
Jaws (1975) 199,275,376
Sleepless in Seattle (1993) 191,463,006
Braveheart (1995) 110,286,945
Dragonheart (1996) 51,317,350
Star Wars (1977) 731,853,665
Basic Instinct (1992) 126,227,000
Clear and Present Danger (1994) 176,112,710
From Dusk Till Dawn (1996) 45,553,840
Return of the Jedi (1983) 500,773,409
Indiana Jones and the Last Crusade (1989) 312,671,806
Jackie Chan's First Strike (1996) 14,511,338
Blade Runner (1982) 1,445,283
Broken Arrow (1996) 105,069,070
Scream (1996) 103,001,286
Frighteners, The (1996) 16,524,115
Stargate (1994) 105,565,669
Seven (Se7en) (1995) 143,225,000
While You Were Sleeping (1995) 119,964,016
Grease (1978) 96,605,260
Jaws 2 (1978) 60,298,023
Independence Day (ID4) (1996) 483,359,255
GoldenEye (1995) 146,028,496
Twelve Monkeys (1995) 82,512,000
Empire Strikes Back, The (1980) 225,554,189
Jerry Maguire (1996) 228,557,864
Silence of the Lambs, The (1991) 137,332,208
Quick and the Dead, The (1995) 18,636,537
Twister (1996) 375,152,715
My Best Friend's Wedding (1997) 185,360,508
Bonnie and Clyde (1967) 72,800,000
Walk in the Clouds, A (1995) 73,516,507
Jurassic Park (1993) 563,476,625
Heat (1995) 97,783,000
Average 160,712,528
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