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 Contact (1997) 149,887,543
Star Trek: First Contact (1996) 207,001,027 Titanic (1997) 600,779,824 Silence of the Lambs, The (1991) 137,332,208
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Trainspotting (1996) 16,501,785
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Forrest Gump (1994) 485,691,196
Princess Bride, The (1987) 21,277,649 Star Trek: First Contact (1996) 207,001,027 Princess Bride, The (1987) 21,277,649
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 It's a Wonderful Life (1946) 3,548,018
Silence of the Lambs, The (1991) 137,332,208 Mr. Holland's Opus (1995) 119,078,097 Aladdin (1992) 328,782,825
Mr. Holland's Opus (1995) 119,078,097 Jerry Maguire (1996) 228,557,864 Twelve Monkeys (1995) 82,512,000
Jerry Maguire (1996) 228,557,864 Scream (1996) 103,001,286 Star Trek: First Contact (1996) 207,001,027
Pulp Fiction (1994) 84,022,201 Liar Liar (1997) 277,327,280 Deep Rising (1998) 11,146,409
Average 185,600,260 Average 212,994,485 Average 144,368,066

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
Twister (1996) 375,152,715
Men in Black (1997) 367,992,228
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Broken Arrow (1996) 105,069,070
Godfather, The (1972) 291,702,411
Space Jam (1996) 136,520,983
Glimmer Man, The (1996) 20,400,913
Boot, Das (1981) 11,433,134
Return of the Jedi (1983) 500,773,409
Star Wars (1977) 731,853,665
Wishmaster (1997) 15,719,109
Dracula: Dead and Loving It (1995) 10,693,649
George of the Jungle (1997) 149,879,375
Mars Attacks! (1996) 37,754,208
Toy Story (1995) 133,344,903
Independence Day (ID4) (1996) 483,359,255
Speed (1994) 121,248,145
Fargo (1996) 24,611,975
Rebel Without a Cause (1955) 4,600,000
Fifth Element, The (1997) 92,897,302
Fierce Creatures (1997) 9,202,671
Average 172,771,862
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