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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Good Will Hunting (1997) 192,328,280
Good Will Hunting (1997) 192,328,280 Star Wars (1977) 731,853,665 Apt Pupil (1998) 8,838,938
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Lone Star (1996) 13,269,963
Godfather, The (1972) 291,702,411 Good Will Hunting (1997) 192,328,280 Sense and Sensibility (1995) 62,493,774
Apt Pupil (1998) 8,838,938 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Lone Star (1996) 13,269,963 Apt Pupil (1998) 8,838,938 Secrets & Lies (1996) 13,417,292
Boogie Nights (1997) 26,384,919 Sense and Sensibility (1995) 62,493,774 Amistad (1997) 44,175,394
Postino, Il (1994) 20,681,301 Boogie Nights (1997) 26,384,919 Amistad (1997) 44,175,394
Secrets & Lies (1996) 13,417,292 Lone Star (1996) 13,269,963 In the Company of Men (1997) 2,856,622
Average 201,067,172 Average 214,206,819 Average 59,597,207

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
Ridicule (1996) 2,503,829
Fargo (1996) 24,611,975
Ulee's Gold (1997) 9,054,736
Chasing Amy (1997) 12,006,514
Air Force One (1997) 250,384,803
Face/Off (1997) 163,746,077
Star Trek: First Contact (1996) 207,001,027
Ulee's Gold (1997) 9,054,736
Full Monty, The (1997) 45,857,453
Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977
Michael Collins (1996) 11,085,316
In & Out (1997) 63,826,569
Contact (1997) 149,887,543
Dead Man Walking (1995) 39,025,000
Kolya (1996) 5,730,711
Average 68,146,850
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