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 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280
English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Chasing Amy (1997) 12,006,514
Conspiracy Theory (1997) 111,189,998 Liar Liar (1997) 277,327,280 Starship Troopers (1997) 79,093,786
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Boogie Nights (1997) 26,384,919
Liar Liar (1997) 277,327,280 Return of the Jedi (1983) 500,773,409 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Return of the Jedi (1983) 500,773,409 Conspiracy Theory (1997) 111,189,998 Amistad (1997) 44,175,394
Boogie Nights (1997) 26,384,919 Chasing Amy (1997) 12,006,514 Pulp Fiction (1994) 84,022,201
Apt Pupil (1998) 8,838,938 Boogie Nights (1997) 26,384,919 Trainspotting (1996) 16,501,785
Average 240,170,157 Average 240,486,915 Average 90,117,745

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
Amadeus (1984) 23,401,401
Full Monty, The (1997) 45,857,453
Swingers (1996) 4,505,922
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Scream (1996) 103,001,286
Anastasia (1997) 83,412,682
Monty Python and the Holy Grail (1974) 1,821,082
Titanic (1997) 600,779,824
Big Lebowski, The (1998) 17,439,163
Leaving Las Vegas (1995) 31,968,347
Jackie Chan's First Strike (1996) 14,511,338
I Know What You Did Last Summer (1997) 103,145,788
Jerry Maguire (1996) 228,557,864
L.A. Confidential (1997) 64,604,977
Fargo (1996) 24,611,975
Jackie Brown (1997) 39,647,595
Patton (1970) 89,800,000
Star Trek: First Contact (1996) 207,001,027
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Air Force One (1997) 250,384,803
Gattaca (1997) 12,339,633
Alien (1979) 42,285,739
Average 98,409,904
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