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
Thin Line Between Love and Hate, A (1996) 34,746,109 Titanic (1997) 600,779,824 Thin Line Between Love and Hate, A (1996) 34,746,109
Money Talks (1997) 61,615,598 Scream (1996) 103,001,286 Money Talks (1997) 61,615,598
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Scream (1996) 103,001,286
G.I. Jane (1997) 70,277,032 L.A. Confidential (1997) 64,604,977 Hoodlum (1997) 23,461,013
Love Jones (1997) 12,514,138 Liar Liar (1997) 277,327,280 Air Bud (1997) 23,125,940
Scream (1996) 103,001,286 Star Wars (1977) 731,853,665 Men in Black (1997) 367,992,228
Full Monty, The (1997) 45,857,453 G.I. Jane (1997) 70,277,032 Wedding Singer, The (1998) 114,729,850
Kiss the Girls (1997) 86,753,012 Good Will Hunting (1997) 192,328,280 Wedding Singer, The (1998) 114,729,850
Fire Down Below (1997) 16,148,906 Evita (1996) 73,298,979 G.I. Jane (1997) 70,277,032
Wishmaster (1997) 15,719,109 Chasing Amy (1997) 12,006,514 Life Less Ordinary, A (1997) 4,266,243
Average 104,741,246 Average 217,133,529 Average 91,794,514

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
Contact (1997) 149,887,543
Air Force One (1997) 250,384,803
Fargo (1996) 24,611,975
Mr. Holland's Opus (1995) 119,078,097
Return of the Jedi (1983) 500,773,409
English Patient, The (1996) 111,415,132
Dead Man Walking (1995) 39,025,000
Murder at 1600 (1997) 25,826,788
Antonia's Line (1995) 4,823,217
In & Out (1997) 63,826,569
Money Talks (1997) 61,615,598
Picture Perfect (1997) 31,058,643
Conspiracy Theory (1997) 111,189,998
Leaving Las Vegas (1995) 31,968,347
Average 108,963,222
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