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
Fire Down Below (1997) 16,148,906 Scream (1996) 103,001,286 Fire Down Below (1997) 16,148,906
G.I. Jane (1997) 70,277,032 Titanic (1997) 600,779,824 G.I. Jane (1997) 70,277,032
Desperate Measures (1998) 13,806,137 G.I. Jane (1997) 70,277,032 Kull the Conqueror (1997) 6,086,891
Kull the Conqueror (1997) 6,086,891 Liar Liar (1997) 277,327,280 Scream (1996) 103,001,286
Scream (1996) 103,001,286 Boogie Nights (1997) 26,384,919 Shadow Conspiracy (1997) 2,154,540
Titanic (1997) 600,779,824 Gattaca (1997) 12,339,633 Deceiver (1997) 572,433
Shadow Conspiracy (1997) 2,154,540 Seven Years in Tibet (1997) 37,901,509 Boogie Nights (1997) 26,384,919
Boogie Nights (1997) 26,384,919 Kolya (1996) 5,730,711 Chairman of the Board (1998) 306,715
Hard Rain (1998) 19,819,494 Good Will Hunting (1997) 192,328,280 Firestorm (1998) 8,041,665
Rosewood (1997) 13,104,494 Full Monty, The (1997) 45,857,453 George of the Jungle (1997) 149,879,375
Average 87,156,352 Average 137,192,792 Average 38,285,376

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
Smile Like Yours, A (1997) 3,247,524
I Know What You Did Last Summer (1997) 103,145,788
Critical Care (1997) 141,853
Kull the Conqueror (1997) 6,086,891
Air Force One (1997) 250,384,803
L.A. Confidential (1997) 64,604,977
Steel (1997) 1,686,429
Indian Summer (1996) 202,167
Career Girls (1997) 2,506,039
Cats Don't Dance (1997) 3,562,749
Leave It to Beaver (1997) 10,713,605
Star Maps (1997) 592,573
Ulee's Gold (1997) 9,054,736
Thousand Acres, A (1997) 7,928,412
Wishmaster (1997) 15,719,109
Assignment, The (1997) 540,063
Anna Karenina (1997) 791,830
Contact (1997) 149,887,543
Kiss the Girls (1997) 86,753,012
Fly Away Home (1996) 24,506,082
Conspiracy Theory (1997) 111,189,998
English Patient, The (1996) 111,415,132
Evita (1996) 73,298,979
Chasing Amy (1997) 12,006,514
Money Talks (1997) 61,615,598
U Turn (1997) 6,633,400
Average 43,008,300
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