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 Godfather, The (1972) 291,702,411
Secrets & Lies (1996) 13,417,292 Godfather, The (1972) 291,702,411 Antonia's Line (1995) 4,823,217
Godfather, The (1972) 291,702,411 Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280
Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774 Usual Suspects, The (1995) 1,120,000
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Pillow Book, The (1995) 2,293,037
Full Monty, The (1997) 45,857,453 Titanic (1997) 600,779,824 Boogie Nights (1997) 26,384,919
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Princess Bride, The (1987) 21,277,649
Lone Star (1996) 13,269,963 Secrets & Lies (1996) 13,417,292 Kolya (1996) 5,730,711
Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977 Sense and Sensibility (1995) 62,493,774
L.A. Confidential (1997) 64,604,977 Return of the Jedi (1983) 500,773,409 Monty Python and the Holy Grail (1974) 1,821,082
Average 129,304,475 Average 178,054,819 Average 60,997,508

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
Restoration (1995) 4,100,000
Fargo (1996) 24,611,975
Waiting for Guffman (1996) 2,892,582
Star Wars (1977) 731,853,665
Swingers (1996) 4,505,922
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Shall We Dance? (1996) 9,676,677
In & Out (1997) 63,826,569
Fifth Element, The (1997) 92,897,302
Mighty Aphrodite (1995) 6,700,000
Air Force One (1997) 250,384,803
People vs. Larry Flynt, The (1996) 20,191,312
Beautiful Thing (1996) 1,449,934
Stealing Beauty (1996) 4,573,330
My Best Friend's Wedding (1997) 185,360,508
Trainspotting (1996) 16,501,785
Mission: Impossible (1996) 274,049,639
Ridicule (1996) 2,503,829
English Patient, The (1996) 111,415,132
Celluloid Closet, The (1995) 1,507,800
Leaving Las Vegas (1995) 31,968,347
Postino, Il (1994) 20,681,301
In the Company of Men (1997) 2,856,622
Big Night (1996) 11,881,039
Emma (1996) 22,201,883
Richard III (1995) 2,600,000
Average 73,161,414
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