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
Independence Day (ID4) (1996) 483,359,255 Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Titanic (1997) 600,779,824 Fargo (1996) 24,611,975 Courage Under Fire (1996) 87,335,823
Fargo (1996) 24,611,975 Independence Day (ID4) (1996) 483,359,255 Michael (1996) 144,887,370
Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411 Sabrina (1995) 76,780,029
Ransom (1996) 207,758,522 Toy Story (1995) 133,344,903 Leaving Las Vegas (1995) 31,968,347
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803
Courage Under Fire (1996) 87,335,823 Men in Black (1997) 367,992,228 Truth About Cats & Dogs, The (1996) 34,073,143
Twister (1996) 375,152,715 Liar Liar (1997) 277,327,280 Independence Day (ID4) (1996) 483,359,255
Men in Black (1997) 367,992,228 Courage Under Fire (1996) 87,335,823 Shawshank Redemption, The (1994) 28,341,469
Average 282,242,245 Average 262,825,363 Average 129,508,711

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
Bed of Roses (1996) 19,030,691
Long Kiss Goodnight, The (1996) 33,328,051
White Squall (1996) 10,300,000
Broken Arrow (1996) 105,069,070
Ghost and the Darkness, The (1996) 38,553,833
Return of the Jedi (1983) 500,773,409
Star Wars (1977) 731,853,665
Contact (1997) 149,887,543
Scream (1996) 103,001,286
Star Trek: First Contact (1996) 207,001,027
Breakdown (1997) 50,129,186
My Fellow Americans (1996) 22,294,341
Relic, The (1997) 33,927,476
Donnie Brasco (1997) 60,851,988
Mr. Holland's Opus (1995) 119,078,097
Sense and Sensibility (1995) 62,493,774
Patton (1970) 89,800,000
Jerry Maguire (1996) 228,557,864
Phenomenon (1996) 155,732,573
Twelve Monkeys (1995) 82,512,000
Emma (1996) 22,201,883
Sleepers (1996) 76,705,552
Average 131,958,332
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