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
Chairman of the Board (1998) 306,715 Contact (1997) 149,887,543 Seven Years in Tibet (1997) 37,901,509
Seven Years in Tibet (1997) 37,901,509 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Truman Show, The (1998) 182,124,704 Air Force One (1997) 250,384,803 Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Mad City (1997) 10,556,196
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803 Scream (1996) 103,001,286 Star Wars (1977) 731,853,665
English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975 Desperate Measures (1998) 13,806,137
Contact (1997) 149,887,543 Seven Years in Tibet (1997) 37,901,509 Chasing Amy (1997) 12,006,514
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Lone Star (1996) 13,269,963
Mad City (1997) 10,556,196 Star Wars (1977) 731,853,665 Scream (1996) 103,001,286
Average 104,536,731 Average 171,184,662 Average 120,830,992

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
Marvin's Room (1996) 12,782,508
Fly Away Home (1996) 24,506,082
Phenomenon (1996) 155,732,573
Excess Baggage (1997) 14,327,206
Secrets & Lies (1996) 13,417,292
Titanic (1997) 600,779,824
Amistad (1997) 44,175,394
Mr. Holland's Opus (1995) 119,078,097
Average 123,099,872
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