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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Aliens (1986) 121,385,096
Independence Day (ID4) (1996) 483,359,255 Independence Day (ID4) (1996) 483,359,255 Hunt for Red October, The (1990) 179,209,868
Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469 L.A. Confidential (1997) 64,604,977
Usual Suspects, The (1995) 1,120,000 Schindler's List (1993) 140,409,248 Babe (1995) 66,600,000
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Alien (1979) 42,285,739
Titanic (1997) 600,779,824 Usual Suspects, The (1995) 1,120,000 Independence Day (ID4) (1996) 483,359,255
Alien (1979) 42,285,739 Princess Bride, The (1987) 21,277,649 Fargo (1996) 24,611,975
Aliens (1986) 121,385,096 Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097
Blade Runner (1982) 1,445,283 Leaving Las Vegas (1995) 31,968,347 Clerks (1994) 3,151,130
Average 146,501,553 Average 156,236,099 Average 124,469,538

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
Braveheart (1995) 110,286,945
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Die Hard (1988) 116,707,729
Monty Python and the Holy Grail (1974) 1,821,082
Father of the Bride (1950) 4,054,400
Butch Cassidy and the Sundance Kid (1969) 145,314,187
E.T. the Extra-Terrestrial (1982) 259,597,332
Chasing Amy (1997) 12,006,514
Forrest Gump (1994) 485,691,196
Scream (1996) 103,001,286
Air Force One (1997) 250,384,803
Conspiracy Theory (1997) 111,189,998
Dragonheart (1996) 51,317,350
Up Close and Personal (1996) 74,045,801
Sneakers (1992) 75,733,000
Fled (1996) 17,095,268
Jurassic Park (1993) 563,476,625
Star Trek: First Contact (1996) 207,001,027
Absolute Power (1997) 73,037,233
Men in Black (1997) 367,992,228
Star Trek IV: The Voyage Home (1986) 124,751,249
Chasing Amy (1997) 12,006,514
GoodFellas (1990) 67,336,394
Vegas Vacation (1997) 36,429,528
Twelve Monkeys (1995) 82,512,000
Speed (1994) 121,248,145
Terminator 2: Judgment Day (1991) 207,064,802
Face/Off (1997) 163,746,077
Field of Dreams (1989) 94,962,625
Pulp Fiction (1994) 84,022,201
Phenomenon (1996) 155,732,573
True Lies (1994) 226,261,000
Kingpin (1996) 24,944,213
Trainspotting (1996) 16,501,785
Dazed and Confused (1993) 7,993,039
Godfather, The (1972) 291,702,411
Mallrats (1995) 2,122,561
Silence of the Lambs, The (1991) 137,332,208
Sling Blade (1996) 24,475,416
Heat (1995) 97,783,000
Empire Strikes Back, The (1980) 225,554,189
Under Siege (1992) 120,463,139
Batman (1989) 401,685,407
Twister (1996) 375,152,715
Toy Story (1995) 133,344,903
Godfather: Part II, The (1974) 87,973,000
Platoon (1986) 207,900,328
Firm, The (1993) 686,502
Fantasia (1940) 49,310,882
Beavis and Butt-head Do America (1996) 90,162,233
Die Hard 2 (1990) 120,083,665
American President, The (1995) 95,000,000
Pinocchio (1940) 59,305,559
Tombstone (1993) 82,627,065
From Dusk Till Dawn (1996) 45,553,840
Crimson Tide (1995) 135,266,000
Happy Gilmore (1996) 38,624,000
Star Wars (1977) 731,853,665
Apollo 13 (1995) 94,378,651
Hamlet (1996) 4,414,535
Private Parts (1997) 59,339,346
Contact (1997) 149,887,543
Return of the Jedi (1983) 500,773,409
Things to Do in Denver when You're Dead (1995) 529,766
Courage Under Fire (1996) 87,335,823
Dances with Wolves (1990) 265,746,848
Stand by Me (1986) 69,411,304
Return of the Pink Panther, The (1974) 37,170,000
Die Hard: With a Vengeance (1995) 147,009,359
Groundhog Day (1993) 103,406,973
Unforgiven (1992) 119,081,912
Basic Instinct (1992) 126,227,000
Mission: Impossible (1996) 274,049,639
Killing Zoe (1994) 418,953
Raging Bull (1980) 49,034
Ransom (1996) 207,758,522
Carlito's Way (1993) 56,948,322
Full Metal Jacket (1987) 69,057,676
Substitute, The (1996) 14,752,141
Reservoir Dogs (1992) 2,687,008
Donnie Brasco (1997) 60,851,988
Black Sheep (1996) 32,377,000
Back to the Future (1985) 303,398,294
Good, The Bad and The Ugly, The (1966) 19,000,000
Cinderella (1950) 75,188,149
Indiana Jones and the Last Crusade (1989) 312,671,806
Aladdin (1992) 328,782,825
Apocalypse Now (1979) 42,606,290
Austin Powers: International Man of Mystery (1997) 78,171,630
City Hall (1996) 20,200,000
Seven (Se7en) (1995) 143,225,000
Get Shorty (1995) 103,619,110
Long Kiss Goodnight, The (1996) 33,328,051
Broken Arrow (1996) 105,069,070
Jerry Maguire (1996) 228,557,864
Robin Hood: Prince of Thieves (1991) 173,380,000
Nutty Professor, The (1996) 185,482,745
Casino (1995) 62,726,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
To Kill a Mockingbird (1962) 20,629,846
Average 130,117,572
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