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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Leaving Las Vegas (1995) 31,968,347 Full Monty, The (1997) 45,857,453 Godfather, The (1972) 291,702,411
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977 Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Kolya (1996) 5,730,711
Trainspotting (1996) 16,501,785 Titanic (1997) 600,779,824 Monty Python and the Holy Grail (1974) 1,821,082
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Big Night (1996) 11,881,039
Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785 Toy Story (1995) 133,344,903
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Usual Suspects, The (1995) 1,120,000
Average 179,265,708 Average 179,265,708 Average 58,328,723

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
Sense and Sensibility (1995) 62,493,774
Dead Man Walking (1995) 39,025,000
Secrets & Lies (1996) 13,417,292
Boot, Das (1981) 11,433,134
Ulee's Gold (1997) 9,054,736
Ridicule (1996) 2,503,829
Spitfire Grill, The (1996) 12,643,776
Donnie Brasco (1997) 60,851,988
Air Force One (1997) 250,384,803
Postino, Il (1994) 20,681,301
Welcome to the Dollhouse (1995) 4,429,002
Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132
Fly Away Home (1996) 24,506,082
Looking for Richard (1996) 1,361,420
Lone Star (1996) 13,269,963
Citizen Ruth (1996) 153,155
Breakdown (1997) 50,129,186
Star Wars (1977) 731,853,665
Ulee's Gold (1997) 9,054,736
Emma (1996) 22,201,883
Jerry Maguire (1996) 228,557,864
Waiting for Guffman (1996) 2,892,582
Average 79,660,949
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