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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Boogie Nights (1997) 26,384,919
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Apt Pupil (1998) 8,838,938
Boogie Nights (1997) 26,384,919 Full Monty, The (1997) 45,857,453 Scream 2 (1997) 140,865,935
Seven Years in Tibet (1997) 37,901,509 Boogie Nights (1997) 26,384,919 Volcano (1997) 71,496,882
Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938 Fire Down Below (1997) 16,148,906
Full Monty, The (1997) 45,857,453 Evita (1996) 73,298,979 George of the Jungle (1997) 149,879,375
Amistad (1997) 44,175,394 Fly Away Home (1996) 24,506,082 Seven Years in Tibet (1997) 37,901,509
Scream 2 (1997) 140,865,935 Star Wars (1977) 731,853,665 Lost Highway (1997) 3,796,699
Volcano (1997) 71,496,882 Seven Years in Tibet (1997) 37,901,509 Good Will Hunting (1997) 192,328,280
Average 123,323,411 Average 180,635,462 Average 71,224,642

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
Picture Perfect (1997) 31,058,643
Dante's Peak (1997) 98,728,432
Rosewood (1997) 13,104,494
Shadow Conspiracy (1997) 2,154,540
Switchback (1997) 6,482,195
Liar Liar (1997) 277,327,280
G.I. Jane (1997) 70,277,032
Life Less Ordinary, A (1997) 4,266,243
Everyone Says I Love You (1996) 9,714,482
Starship Troopers (1997) 79,093,786
Gattaca (1997) 12,339,633
I Know What You Did Last Summer (1997) 103,145,788
Conspiracy Theory (1997) 111,189,998
Scream (1996) 103,001,286
English Patient, The (1996) 111,415,132
Contact (1997) 149,887,543
Murder at 1600 (1997) 25,826,788
Soul Food (1997) 43,490,057
Cop Land (1997) 64,207,716
Kiss the Girls (1997) 86,753,012
In & Out (1997) 63,826,569
Devil's Advocate, The (1997) 86,587,776
Event Horizon (1997) 26,616,590
Air Force One (1997) 250,384,803
Chasing Amy (1997) 12,006,514
She's So Lovely (1997) 7,221,836
Average 71,158,006
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