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
Good Will Hunting (1997) 192,328,280 Titanic (1997) 600,779,824 Boogie Nights (1997) 26,384,919
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Kolya (1996) 5,730,711
Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280 Chasing Amy (1997) 12,006,514
Amistad (1997) 44,175,394 Contact (1997) 149,887,543 In & Out (1997) 63,826,569
Sweet Hereafter, The (1997) 3,252,652 Air Force One (1997) 250,384,803 Ayn Rand: A Sense of Life (1997) 209,244
Contact (1997) 149,887,543 Fargo (1996) 24,611,975 Ulee's Gold (1997) 9,054,736
Boogie Nights (1997) 26,384,919 Chasing Amy (1997) 12,006,514 G.I. Jane (1997) 70,277,032
Kolya (1996) 5,730,711 Boogie Nights (1997) 26,384,919 Good Will Hunting (1997) 192,328,280
Fargo (1996) 24,611,975 Amistad (1997) 44,175,394 Full Monty, The (1997) 45,857,453
Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665 Cinema Paradiso (1988) 392,045
Average 110,501,526 Average 207,827,037 Average 42,606,750

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
Welcome To Sarajevo (1997) 339,648
Cool Hand Luke (1967) 7,300,000
Midnight in the Garden of Good and Evil (1997) 25,078,937
Telling Lies in America (1997) 252,318
Ice Storm, The (1997) 7,837,632
Apt Pupil (1998) 8,838,938
Jaws (1975) 199,275,376
Devil's Advocate, The (1997) 86,587,776
Four Days in September (1997) 310,724
To Kill a Mockingbird (1962) 20,629,846
L.A. Confidential (1997) 64,604,977
Dead Man Walking (1995) 39,025,000
Lone Star (1996) 13,269,963
English Patient, The (1996) 111,415,132
Cop Land (1997) 64,207,716
Secrets & Lies (1996) 13,417,292
Average 41,399,454
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