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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Twelve Monkeys (1995) 82,512,000 English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803
Chasing Amy (1997) 12,006,514 Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 GoodFellas (1990) 67,336,394
Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903 Alien (1979) 42,285,739
Braveheart (1995) 110,286,945 Schindler's List (1993) 140,409,248 Apt Pupil (1998) 8,838,938
Schindler's List (1993) 140,409,248 Liar Liar (1997) 277,327,280 Citizen Kane (1941) 1,640,769
Aliens (1986) 121,385,096 Princess Bride, The (1987) 21,277,649 Forrest Gump (1994) 485,691,196
Average 160,034,475 Average 177,934,489 Average 122,127,016

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
Starship Troopers (1997) 79,093,786
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Strange Days (1995) 7,919,000
Trainspotting (1996) 16,501,785
Empire Strikes Back, The (1980) 225,554,189
Fifth Element, The (1997) 92,897,302
Pulp Fiction (1994) 84,022,201
Day the Earth Stood Still, The (1951) 79,366,978
Heat (1995) 97,783,000
Natural Born Killers (1994) 72,282,766
Star Trek: First Contact (1996) 207,001,027
Scream (1996) 103,001,286
Back to the Future (1985) 303,398,294
Face/Off (1997) 163,746,077
L.A. Confidential (1997) 64,604,977
Reservoir Dogs (1992) 2,687,008
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
From Dusk Till Dawn (1996) 45,553,840
Cop Land (1997) 64,207,716
Silence of the Lambs, The (1991) 137,332,208
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Star Trek IV: The Voyage Home (1986) 124,751,249
Braindead (1992) 242,623
Killing Zoe (1994) 418,953
Devil's Advocate, The (1997) 86,587,776
Die Hard (1988) 116,707,729
Boogie Nights (1997) 26,384,919
Godfather, The (1972) 291,702,411
Shooting Fish (1997) 302,204
Good Will Hunting (1997) 192,328,280
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Jackie Brown (1997) 39,647,595
Escape from New York (1981) 25,244,700
Spawn (1997) 84,882,059
Apocalypse Now (1979) 42,606,290
Die Hard: With a Vengeance (1995) 147,009,359
Scream 2 (1997) 140,865,935
Fargo (1996) 24,611,975
Stargate (1994) 105,565,669
As Good As It Gets (1997) 215,563,842
Independence Day (ID4) (1996) 483,359,255
Monty Python and the Holy Grail (1974) 1,821,082
Usual Suspects, The (1995) 1,120,000
True Romance (1993) 12,281,500
Army of Darkness (1993) 11,502,976
In & Out (1997) 63,826,569
Return of the Jedi (1983) 500,773,409
Terminator 2: Judgment Day (1991) 207,064,802
Shawshank Redemption, The (1994) 28,341,469
Blade Runner (1982) 1,445,283
Star Trek: The Wrath of Khan (1982) 118,633,541
Crow: City of Angels, The (1996) 17,883,659
U Turn (1997) 6,633,400
Full Monty, The (1997) 45,857,453
Batman (1989) 401,685,407
Star Wars (1977) 731,853,665
Get Shorty (1995) 103,619,110
Desperado (1995) 25,625,110
Donnie Brasco (1997) 60,851,988
Wag the Dog (1997) 43,022,524
Average 111,263,801
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