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
Money Talks (1997) 61,615,598 Contact (1997) 149,887,543 Money Talks (1997) 61,615,598
Kiss the Girls (1997) 86,753,012 Titanic (1997) 600,779,824 Fly Away Home (1996) 24,506,082
Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977 I Know What You Did Last Summer (1997) 103,145,788
Fly Away Home (1996) 24,506,082 English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543
Washington Square (1997) 1,710,693 Fly Away Home (1996) 24,506,082 Excess Baggage (1997) 14,327,206
I Know What You Did Last Summer (1997) 103,145,788 Conspiracy Theory (1997) 111,189,998 Truman Show, The (1998) 182,124,704
Contact (1997) 149,887,543 Kiss the Girls (1997) 86,753,012 Conspiracy Theory (1997) 111,189,998
Excess Baggage (1997) 14,327,206 Full Monty, The (1997) 45,857,453 Bent (1997) 372,341
L.A. Confidential (1997) 64,604,977 Star Wars (1977) 731,853,665 Kiss the Girls (1997) 86,753,012
Smile Like Yours, A (1997) 3,247,524 Devil's Advocate, The (1997) 86,587,776 Phantoms (1998) 5,657,370
Average 111,057,824 Average 201,343,546 Average 73,957,964

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
Boogie Nights (1997) 26,384,919
She's So Lovely (1997) 7,221,836
George of the Jungle (1997) 149,879,375
Liar Liar (1997) 277,327,280
Murder at 1600 (1997) 25,826,788
Eraser (1996) 147,260,786
Mad City (1997) 10,556,196
Fire Down Below (1997) 16,148,906
Assignment, The (1997) 540,063
Kingpin (1996) 24,944,213
Flubber (1997) 135,747,068
In & Out (1997) 63,826,569
McHale's Navy (1997) 4,529,843
Phenomenon (1996) 155,732,573
Jungle2Jungle (1997) 81,061,526
Scream (1996) 103,001,286
G.I. Jane (1997) 70,277,032
Air Force One (1997) 250,384,803
Average 86,147,281
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