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 Scream (1996) 103,001,286
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Good Will Hunting (1997) 192,328,280
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Alien (1979) 42,285,739
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Back to the Future (1985) 303,398,294
Good Will Hunting (1997) 192,328,280 Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000
Schindler's List (1993) 140,409,248 Full Monty, The (1997) 45,857,453 Cop Land (1997) 64,207,716
English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280 Fargo (1996) 24,611,975
Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469 Conspiracy Theory (1997) 111,189,998 Jurassic Park (1993) 563,476,625
Usual Suspects, The (1995) 1,120,000 Schindler's List (1993) 140,409,248 Chasing Amy (1997) 12,006,514
Average 137,267,791 Average 150,026,389 Average 152,516,063

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
Boot, Das (1981) 11,433,134
Good, The Bad and The Ugly, The (1966) 19,000,000
French Kiss (1995) 38,900,000
L.A. Confidential (1997) 64,604,977
Star Wars (1977) 731,853,665
Tomorrow Never Dies (1997) 184,221,129
Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649
Titanic (1997) 600,779,824
Contact (1997) 149,887,543
Independence Day (ID4) (1996) 483,359,255
Terminator 2: Judgment Day (1991) 207,064,802
Groundhog Day (1993) 103,406,973
Gattaca (1997) 12,339,633
Godfather, The (1972) 291,702,411
City Slickers II: The Legend of Curly's Gold (1994) 65,022,360
Gabbeh (1996) 273,967
Empire Strikes Back, The (1980) 225,554,189
Air Force One (1997) 250,384,803
Indiana Jones and the Last Crusade (1989) 312,671,806
Godfather: Part II, The (1974) 87,973,000
Ben-Hur (1959) 106,992,000
G.I. Jane (1997) 70,277,032
GoodFellas (1990) 67,336,394
Long Kiss Goodnight, The (1996) 33,328,051
Die Hard 2 (1990) 120,083,665
In & Out (1997) 63,826,569
Starship Troopers (1997) 79,093,786
Top Gun (1986) 256,050,237
Wag the Dog (1997) 43,022,524
Leaving Las Vegas (1995) 31,968,347
Average 153,999,964
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