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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Leaving Las Vegas (1995) 31,968,347
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
Leaving Las Vegas (1995) 31,968,347 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Twelve Monkeys (1995) 82,512,000 Leaving Las Vegas (1995) 31,968,347 Godfather, The (1972) 291,702,411
Jerry Maguire (1996) 228,557,864 Scream (1996) 103,001,286 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514
Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000 Monty Python's Life of Brian (1979) 646,124
Scream (1996) 103,001,286 Jerry Maguire (1996) 228,557,864 Swingers (1996) 4,505,922
Dead Man Walking (1995) 39,025,000 Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649
Average 229,661,373 Average 283,245,148 Average 61,609,911

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
Independence Day (ID4) (1996) 483,359,255
Trees Lounge (1996) 673,269
It's a Wonderful Life (1946) 3,548,018
City Hall (1996) 20,200,000
Trainspotting (1996) 16,501,785
Dragonheart (1996) 51,317,350
Starship Troopers (1997) 79,093,786
Kids in the Hall: Brain Candy (1996) 2,653,000
Big Night (1996) 11,881,039
Blue in the Face (1995) 1,275,999
Last Dance (1996) 5,858,000
Fargo (1996) 24,611,975
Fierce Creatures (1997) 9,202,671
Henry V (1989) 10,161,099
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Heat (1995) 97,783,000
Kingpin (1996) 24,944,213
Nutty Professor, The (1996) 185,482,745
In & Out (1997) 63,826,569
Mars Attacks! (1996) 37,754,208
Grumpier Old Men (1995) 105,662,663
Matilda (1996) 33,084,249
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
To Kill a Mockingbird (1962) 20,629,846
Toy Story (1995) 133,344,903
Dead Poets Society (1989) 144,288,116
Truth About Cats & Dogs, The (1996) 34,073,143
Executive Decision (1996) 93,638,632
Mission: Impossible (1996) 274,049,639
Mighty Aphrodite (1995) 6,700,000
Pulp Fiction (1994) 84,022,201
Crossing Guard, The (1995) 832,910
She's the One (1996) 9,449,219
People vs. Larry Flynt, The (1996) 20,191,312
Star Trek: First Contact (1996) 207,001,027
My Fellow Americans (1996) 22,294,341
Average 64,563,643
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