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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Trainspotting (1996) 16,501,785
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Antonia's Line (1995) 4,823,217
Trainspotting (1996) 16,501,785 Godfather, The (1972) 291,702,411 Postino, Il (1994) 20,681,301
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Chasing Amy (1997) 12,006,514
L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453 Contact (1997) 149,887,543
Full Monty, The (1997) 45,857,453 Trainspotting (1996) 16,501,785 Full Monty, The (1997) 45,857,453
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Big Night (1996) 11,881,039
Antonia's Line (1995) 4,823,217 Return of the Jedi (1983) 500,773,409 Monty Python and the Holy Grail (1974) 1,821,082
Postino, Il (1994) 20,681,301 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Average 204,577,027 Average 265,438,406 Average 61,976,732

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
Independence Day (ID4) (1996) 483,359,255
City Hall (1996) 20,200,000
Jane Eyre (1996) 5,173,860
Sleepers (1996) 76,705,552
Richard III (1995) 2,600,000
Things to Do in Denver when You're Dead (1995) 529,766
Leaving Las Vegas (1995) 31,968,347
Heat (1995) 97,783,000
Phenomenon (1996) 155,732,573
James and the Giant Peach (1996) 28,900,101
Bound (1996) 3,798,532
Gattaca (1997) 12,339,633
Lone Star (1996) 13,269,963
Dead Man Walking (1995) 39,025,000
English Patient, The (1996) 111,415,132
2 Days in the Valley (1996) 11,090,856
Jerry Maguire (1996) 228,557,864
Breaking the Waves (1996) 4,040,691
Emma (1996) 22,201,883
Marvin's Room (1996) 12,782,508
Michael Collins (1996) 11,085,316
Tin Cup (1996) 77,003,584
Secrets & Lies (1996) 13,417,292
Average 61,983,028
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