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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Boogie Nights (1997) 26,384,919
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Chasing Amy (1997) 12,006,514
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Kiss the Girls (1997) 86,753,012
Conspiracy Theory (1997) 111,189,998 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Four Days in September (1997) 310,724 Conspiracy Theory (1997) 111,189,998 Ice Storm, The (1997) 7,837,632
Scream (1996) 103,001,286 Chasing Amy (1997) 12,006,514 Contact (1997) 149,887,543
Boogie Nights (1997) 26,384,919 Liar Liar (1997) 277,327,280 Full Monty, The (1997) 45,857,453
Chasing Amy (1997) 12,006,514 Boogie Nights (1997) 26,384,919 Fallen (1998) 25,188,006
Kiss the Girls (1997) 86,753,012 Leaving Las Vegas (1995) 31,968,347 Independence Day (ID4) (1996) 483,359,255
Cop Land (1997) 64,207,716 Evita (1996) 73,298,979 Mrs. Dalloway (1997) 3,263,672
Average 133,145,283 Average 156,277,598 Average 111,786,528

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 Love and War (1996) 14,466,354
Ulee's Gold (1997) 9,054,736
Michael Collins (1996) 11,085,316
Sense and Sensibility (1995) 62,493,774
Boot, Das (1981) 11,433,134
Midnight in the Garden of Good and Evil (1997) 25,078,937
Seven Years in Tibet (1997) 37,901,509
Wag the Dog (1997) 43,022,524
My Best Friend's Wedding (1997) 185,360,508
Godfather, The (1972) 291,702,411
Emma (1996) 22,201,883
Air Force One (1997) 250,384,803
Dangerous Beauty (1998) 4,530,929
English Patient, The (1996) 111,415,132
As Good As It Gets (1997) 215,563,842
Ulee's Gold (1997) 9,054,736
Cry, the Beloved Country (1995) 676,525
Executive Decision (1996) 93,638,632
Donnie Brasco (1997) 60,851,988
Apt Pupil (1998) 8,838,938
Spitfire Grill, The (1996) 12,643,776
People vs. Larry Flynt, The (1996) 20,191,312
Return of the Jedi (1983) 500,773,409
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Postino, Il (1994) 20,681,301
Face/Off (1997) 163,746,077
Amistad (1997) 44,175,394
Phenomenon (1996) 155,732,573
Fargo (1996) 24,611,975
Fly Away Home (1996) 24,506,082
Titanic (1997) 600,779,824
L.A. Confidential (1997) 64,604,977
Kundun (1997) 5,532,301
Good Will Hunting (1997) 192,328,280
Men in Black (1997) 367,992,228
Average 105,036,401
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