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
For the Moment (1994) 121,548 Air Force One (1997) 250,384,803 Preacher's Wife, The (1996) 69,743,611
Preacher's Wife, The (1996) 69,743,611 Contact (1997) 149,887,543 In Love and War (1996) 14,466,354
In Love and War (1996) 14,466,354 Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803
Beautiful Thing (1996) 1,449,934 Star Wars (1977) 731,853,665 Postino, Il (1994) 20,681,301
Jane Eyre (1996) 5,173,860 Sense and Sensibility (1995) 62,493,774 Emma (1996) 22,201,883
Sense and Sensibility (1995) 62,493,774 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Air Force One (1997) 250,384,803 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903 Leaving Las Vegas (1995) 31,968,347
Star Wars (1977) 731,853,665 Chasing Amy (1997) 12,006,514 Sense and Sensibility (1995) 62,493,774
Contact (1997) 149,887,543 Leaving Las Vegas (1995) 31,968,347 For the Moment (1994) 121,548
Average 188,635,491 Average 237,583,691 Average 79,210,550

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
People vs. Larry Flynt, The (1996) 20,191,312
Murder at 1600 (1997) 25,826,788
Volcano (1997) 71,496,882
Fargo (1996) 24,611,975
Long Kiss Goodnight, The (1996) 33,328,051
Secrets & Lies (1996) 13,417,292
Ransom (1996) 207,758,522
Fly Away Home (1996) 24,506,082
Infinity (1996) 145,697
Jerry Maguire (1996) 228,557,864
Mr. Holland's Opus (1995) 119,078,097
Marvin's Room (1996) 12,782,508
Courage Under Fire (1996) 87,335,823
Average 66,848,991
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