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 L.A. Confidential (1997) 64,604,977
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Postino, Il (1994) 20,681,301
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Independence Day (ID4) (1996) 483,359,255
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Kolya (1996) 5,730,711
Leaving Las Vegas (1995) 31,968,347 Air Force One (1997) 250,384,803 Usual Suspects, The (1995) 1,120,000
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Princess Bride, The (1987) 21,277,649
Dead Man Walking (1995) 39,025,000 Scream (1996) 103,001,286 Sense and Sensibility (1995) 62,493,774
Air Force One (1997) 250,384,803 Leaving Las Vegas (1995) 31,968,347 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 168,511,945 Average 174,909,574 Average 84,512,355

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
Monty Python and the Holy Grail (1974) 1,821,082
Searching for Bobby Fischer (1993) 7,266,383
North by Northwest (1959) 19,977,527
Austin Powers: International Man of Mystery (1997) 78,171,630
Citizen Ruth (1996) 153,155
Notorious (1946) 12,800,000
Twelve Monkeys (1995) 82,512,000
Secrets & Lies (1996) 13,417,292
G.I. Jane (1997) 70,277,032
Long Kiss Goodnight, The (1996) 33,328,051
Full Monty, The (1997) 45,857,453
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Striptease (1996) 32,758,418
Kingpin (1996) 24,944,213
Beautiful Girls (1996) 20,837,000
Swingers (1996) 4,505,922
Return of the Jedi (1983) 500,773,409
Grosse Pointe Blank (1997) 28,014,536
Muppet Treasure Island (1996) 33,609,000
Boogie Nights (1997) 26,384,919
Bound (1996) 3,798,532
Schindler's List (1993) 140,409,248
Dial M for Murder (1954) 3,012,562
Truth About Cats & Dogs, The (1996) 34,073,143
Everyone Says I Love You (1996) 9,714,482
Star Wars (1977) 731,853,665
Conspiracy Theory (1997) 111,189,998
Blade Runner (1982) 1,445,283
Anaconda (1997) 92,871,617
Lost World: Jurassic Park, The (1997) 359,161,284
In & Out (1997) 63,826,569
Mighty Aphrodite (1995) 6,700,000
Smilla's Sense of Snow (1997) 2,221,994
Sabrina (1995) 76,780,029
Twister (1996) 375,152,715
Fargo (1996) 24,611,975
Mission: Impossible (1996) 274,049,639
Average 95,141,128
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