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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280
Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228 Dead Man Walking (1995) 39,025,000
Devil's Advocate, The (1997) 86,587,776 Mr. Holland's Opus (1995) 119,078,097 Princess Bride, The (1987) 21,277,649
Apt Pupil (1998) 8,838,938 Dead Man Walking (1995) 39,025,000 Lone Star (1996) 13,269,963
Pulp Fiction (1994) 84,022,201 Devil's Advocate, The (1997) 86,587,776 Devil's Advocate, The (1997) 86,587,776
Silence of the Lambs, The (1991) 137,332,208 Apt Pupil (1998) 8,838,938 Monty Python and the Holy Grail (1974) 1,821,082
Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208 Men in Black (1997) 367,992,228
Dante's Peak (1997) 98,728,432 Evita (1996) 73,298,979 Apt Pupil (1998) 8,838,938
Average 141,587,677 Average 123,897,402 Average 94,563,343

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
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Starship Troopers (1997) 79,093,786
People vs. Larry Flynt, The (1996) 20,191,312
Godfather, The (1972) 291,702,411
Star Trek: First Contact (1996) 207,001,027
Scream (1996) 103,001,286
Mouse Hunt (1997) 87,833,050
Casablanca (1942) 5,806,467
Bottle Rocket (1996) 1,040,879
Rumble in the Bronx (1995) 32,333,860
Fifth Element, The (1997) 92,897,302
Twelve Monkeys (1995) 82,512,000
Rear Window (1954) 6,759,601
Courage Under Fire (1996) 87,335,823
Long Kiss Goodnight, The (1996) 33,328,051
Things to Do in Denver when You're Dead (1995) 529,766
Grosse Pointe Blank (1997) 28,014,536
Ransom (1996) 207,758,522
Sphere (1998) 36,976,367
Fallen (1998) 25,188,006
Waiting for Guffman (1996) 2,892,582
Event Horizon (1997) 26,616,590
Air Force One (1997) 250,384,803
Trainspotting (1996) 16,501,785
Scream 2 (1997) 140,865,935
Tomorrow Never Dies (1997) 184,221,129
Chasing Amy (1997) 12,006,514
Con Air (1997) 146,553,269
Big Lebowski, The (1998) 17,439,163
Alien: Resurrection (1997) 47,748,610
Feeling Minnesota (1996) 3,102,672
Wag the Dog (1997) 43,022,524
Boogie Nights (1997) 26,384,919
Kingpin (1996) 24,944,213
Face/Off (1997) 163,746,077
Full Monty, The (1997) 45,857,453
Jerry Maguire (1996) 228,557,864
Independence Day (ID4) (1996) 483,359,255
Star Wars (1977) 731,853,665
Broken Arrow (1996) 105,069,070
Fargo (1996) 24,611,975
Austin Powers: International Man of Mystery (1997) 78,171,630
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Truth About Cats & Dogs, The (1996) 34,073,143
Titanic (1997) 600,779,824
Lost World: Jurassic Park, The (1997) 359,161,284
Private Parts (1997) 59,339,346
Addicted to Love (1997) 34,656,904
Return of the Jedi (1983) 500,773,409
Lost Highway (1997) 3,796,699
Frighteners, The (1996) 16,524,115
Chasing Amy (1997) 12,006,514
Anastasia (1997) 83,412,682
In & Out (1997) 63,826,569
English Patient, The (1996) 111,415,132
Leaving Las Vegas (1995) 31,968,347
Welcome to the Dollhouse (1995) 4,429,002
Boot, Das (1981) 11,433,134
U Turn (1997) 6,633,400
Toy Story (1995) 133,344,903
Love Jones (1997) 12,514,138
Donnie Brasco (1997) 60,851,988
Liar Liar (1997) 277,327,280
Breakdown (1997) 50,129,186
Conspiracy Theory (1997) 111,189,998
Mission: Impossible (1996) 274,049,639
Average 107,452,381
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