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 Titanic (1997) 600,779,824 Fire Down Below (1997) 16,148,906
Anna Karenina (1997) 791,830 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Kiss the Girls (1997) 86,753,012 Good Will Hunting (1997) 192,328,280 Titanic (1997) 600,779,824
Titanic (1997) 600,779,824 Conspiracy Theory (1997) 111,189,998 Good Will Hunting (1997) 192,328,280
G.I. Jane (1997) 70,277,032 G.I. Jane (1997) 70,277,032 Conspiracy Theory (1997) 111,189,998
Night Flier (1997) 91,549 Gattaca (1997) 12,339,633 Firestorm (1998) 8,041,665
Bent (1997) 372,341 Chasing Amy (1997) 12,006,514 Conspiracy Theory (1997) 111,189,998
Firestorm (1998) 8,041,665 Kiss the Girls (1997) 86,753,012 Boogie Nights (1997) 26,384,919
English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453 Bent (1997) 372,341
Average 95,927,626 Average 130,755,185 Average 124,245,604

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
Ulee's Gold (1997) 9,054,736
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Event Horizon (1997) 26,616,590
Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286
Star Wars (1977) 731,853,665
Wedding Singer, The (1998) 114,729,850
Starship Troopers (1997) 79,093,786
Air Force One (1997) 250,384,803
Contact (1997) 149,887,543
Desperate Measures (1998) 13,806,137
Seven (Se7en) (1995) 143,225,000
Cop Land (1997) 64,207,716
Lost Highway (1997) 3,796,699
Assignment, The (1997) 540,063
Blues Brothers 2000 (1998) 13,979,599
In & Out (1997) 63,826,569
Average 130,427,724
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