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
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Boogie Nights (1997) 26,384,919 Boogie Nights (1997) 26,384,919 I Know What You Did Last Summer (1997) 103,145,788
Gattaca (1997) 12,339,633 Gattaca (1997) 12,339,633 Ulee's Gold (1997) 9,054,736
Wag the Dog (1997) 43,022,524 Star Wars (1977) 731,853,665 Dante's Peak (1997) 98,728,432
I Know What You Did Last Summer (1997) 103,145,788 Wag the Dog (1997) 43,022,524 Volcano (1997) 71,496,882
Ulee's Gold (1997) 9,054,736 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Assignment, The (1997) 540,063 Ulee's Gold (1997) 9,054,736 Boogie Nights (1997) 26,384,919
Bent (1997) 372,341 Fly Away Home (1996) 24,506,082 Indian Summer (1996) 202,167
Fire Down Below (1997) 16,148,906 Dante's Peak (1997) 98,728,432 Jerry Maguire (1996) 228,557,864
Dante's Peak (1997) 98,728,432 Everyone Says I Love You (1996) 9,714,482 Career Girls (1997) 2,506,039
Average 35,559,479 Average 102,607,390 Average 87,763,669

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
In & Out (1997) 63,826,569
Ayn Rand: A Sense of Life (1997) 209,244
Washington Square (1997) 1,710,693
Four Days in September (1997) 310,724
Big Lebowski, The (1998) 17,439,163
Apt Pupil (1998) 8,838,938
G.I. Jane (1997) 70,277,032
Kolya (1996) 5,730,711
Contact (1997) 149,887,543
Liar Liar (1997) 277,327,280
Ice Storm, The (1997) 7,837,632
Kiss the Girls (1997) 86,753,012
Seven Years in Tibet (1997) 37,901,509
Titanic (1997) 600,779,824
Scream (1996) 103,001,286
Tomorrow Never Dies (1997) 184,221,129
Jackie Brown (1997) 39,647,595
Chasing Amy (1997) 12,006,514
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Night Flier (1997) 91,549
Replacement Killers, The (1998) 18,967,571
Lost Highway (1997) 3,796,699
Conspiracy Theory (1997) 111,189,998
Cop Land (1997) 64,207,716
U Turn (1997) 6,633,400
Air Force One (1997) 250,384,803
Oscar & Lucinda (1997) 1,508,689
Hurricane Streets (1998) 334,041
Devil's Advocate, The (1997) 86,587,776
L.A. Confidential (1997) 64,604,977
Good Will Hunting (1997) 192,328,280
English Patient, The (1996) 111,415,132
Scream 2 (1997) 140,865,935
Alien: Resurrection (1997) 47,748,610
Amistad (1997) 44,175,394
As Good As It Gets (1997) 215,563,842
Starship Troopers (1997) 79,093,786
Evita (1996) 73,298,979
Sphere (1998) 36,976,367
Truman Show, The (1998) 182,124,704
Average 85,220,564
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