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
Solo (1996) 4,932,915 Contact (1997) 149,887,543 Solo (1996) 4,932,915
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Lone Star (1996) 13,269,963
Lone Star (1996) 13,269,963 Star Wars (1977) 731,853,665 Ulee's Gold (1997) 9,054,736
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Leaving Las Vegas (1995) 31,968,347
Contact (1997) 149,887,543 Leaving Las Vegas (1995) 31,968,347 Shall We Dance? (1996) 9,676,677
Ulee's Gold (1997) 9,054,736 Lone Star (1996) 13,269,963 Emma (1996) 22,201,883
Big Night (1996) 11,881,039 Chasing Amy (1997) 12,006,514 L.A. Confidential (1997) 64,604,977
Leaving Las Vegas (1995) 31,968,347 Dead Man Walking (1995) 39,025,000 Cinema Paradiso (1988) 392,045
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Dead Man Walking (1995) 39,025,000 Boot, Das (1981) 11,433,134 Big Night (1996) 11,881,039
Average 134,818,059 Average 194,653,137 Average 31,787,012

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
Mars Attacks! (1996) 37,754,208
Marvin's Room (1996) 12,782,508
Postino, Il (1994) 20,681,301
Kolya (1996) 5,730,711
Sense and Sensibility (1995) 62,493,774
Everyone Says I Love You (1996) 9,714,482
Stealing Beauty (1996) 4,573,330
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Fargo (1996) 24,611,975
Michael Collins (1996) 11,085,316
Mighty Aphrodite (1995) 6,700,000
Full Monty, The (1997) 45,857,453
Swingers (1996) 4,505,922
Truth About Cats & Dogs, The (1996) 34,073,143
English Patient, The (1996) 111,415,132
Dream With the Fishes (1997) 464,655
Antonia's Line (1995) 4,823,217
A Chef in Love (1996) 603,957
Men in Black (1997) 367,992,228
Secrets & Lies (1996) 13,417,292
Average 39,424,926
up

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