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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Apt Pupil (1998) 8,838,938
Apt Pupil (1998) 8,838,938 Scream (1996) 103,001,286 Dead Man Walking (1995) 39,025,000
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Secrets & Lies (1996) 13,417,292
Postino, Il (1994) 20,681,301 Apt Pupil (1998) 8,838,938 As Good As It Gets (1997) 215,563,842
Scream (1996) 103,001,286 Chasing Amy (1997) 12,006,514 Empire Strikes Back, The (1980) 225,554,189
Schindler's List (1993) 140,409,248 Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774
Secrets & Lies (1996) 13,417,292 Toy Story (1995) 133,344,903 Jurassic Park (1993) 563,476,625
Chasing Amy (1997) 12,006,514 Schindler's List (1993) 140,409,248 Amistad (1997) 44,175,394
Sense and Sensibility (1995) 62,493,774 Twelve Monkeys (1995) 82,512,000 Ran (1985) 113,948
Pulp Fiction (1994) 84,022,201 Postino, Il (1994) 20,681,301 Antonia's Line (1995) 4,823,217
Average 63,378,309 Average 75,220,050 Average 117,748,221

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
Fargo (1996) 24,611,975
Wings of Desire (1987) 3,806,540
Ulee's Gold (1997) 9,054,736
Silence of the Lambs, The (1991) 137,332,208
Boot, Das (1981) 11,433,134
Full Monty, The (1997) 45,857,453
Lone Star (1996) 13,269,963
Leaving Las Vegas (1995) 31,968,347
Diva (1981) 108,372
Air Force One (1997) 250,384,803
Ulee's Gold (1997) 9,054,736
Good Will Hunting (1997) 192,328,280
Return of the Jedi (1983) 500,773,409
Stand by Me (1986) 69,411,304
Usual Suspects, The (1995) 1,120,000
Casablanca (1942) 5,806,467
Big Night (1996) 11,881,039
Titanic (1997) 600,779,824
Breakdown (1997) 50,129,186
English Patient, The (1996) 111,415,132
Bridge on the River Kwai, The (1957) 50,495,000
Glory (1989) 100,326
L.A. Confidential (1997) 64,604,977
Star Wars (1977) 731,853,665
E.T. the Extra-Terrestrial (1982) 259,597,332
Godfather, The (1972) 291,702,411
Average 133,803,100
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