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
Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Seven (Se7en) (1995) 143,225,000 Braveheart (1995) 110,286,945 Back to the Future (1985) 303,398,294
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 GoodFellas (1990) 67,336,394
Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000 Men in Black (1997) 367,992,228
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Psycho (1960) 43,200,000
Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649 True Lies (1994) 226,261,000
Twelve Monkeys (1995) 82,512,000 Men in Black (1997) 367,992,228 Highlander (1986) 5,735,847
Average 82,246,139 Average 165,636,674 Average 137,239,638

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
Strange Days (1995) 7,919,000
Interview with the Vampire (1994) 145,789,330
Godfather: Part II, The (1974) 87,973,000
Down Periscope (1996) 25,785,603
Batman (1989) 401,685,407
Die Hard 2 (1990) 120,083,665
Tombstone (1993) 82,627,065
Indiana Jones and the Last Crusade (1989) 312,671,806
Top Gun (1986) 256,050,237
Reservoir Dogs (1992) 2,687,008
Under Siege (1992) 120,463,139
Die Hard (1988) 116,707,729
Spawn (1997) 84,882,059
Desperado (1995) 25,625,110
First Knight (1995) 37,600,435
Crimson Tide (1995) 135,266,000
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Batman & Robin (1997) 165,777,671
Jerry Maguire (1996) 228,557,864
Heat (1995) 97,783,000
Glengarry Glen Ross (1992) 10,725,228
Return of the Jedi (1983) 500,773,409
Groundhog Day (1993) 103,406,973
Batman Forever (1995) 289,097,904
Just Cause (1995) 36,853,222
Color of Night (1994) 19,726,050
Bronx Tale, A (1993) 17,266,971
Carlito's Way (1993) 56,948,322
Legends of the Fall (1994) 98,628,842
Mission: Impossible (1996) 274,049,639
Godfather, The (1972) 291,702,411
Forrest Gump (1994) 485,691,196
Space Jam (1996) 136,520,983
Field of Dreams (1989) 94,962,625
Independence Day (ID4) (1996) 483,359,255
Stand by Me (1986) 69,411,304
Grease (1978) 96,605,260
Die Hard: With a Vengeance (1995) 147,009,359
Terminator 2: Judgment Day (1991) 207,064,802
Empire Strikes Back, The (1980) 225,554,189
Alien (1979) 42,285,739
Scream (1996) 103,001,286
Four Rooms (1995) 4,301,331
Twister (1996) 375,152,715
Basic Instinct (1992) 126,227,000
Bram Stoker's Dracula (1992) 129,722,790
Star Wars (1977) 731,853,665
Hunt for Red October, The (1990) 179,209,868
Friday (1995) 27,900,000
Dumb & Dumber (1994) 190,775,354
From Dusk Till Dawn (1996) 45,553,840
Natural Born Killers (1994) 72,282,766
Happy Gilmore (1996) 38,624,000
Pulp Fiction (1994) 84,022,201
Menace II Society (1993) 27,900,000
Ace Ventura: Pet Detective (1994) 106,217,000
Murder in the First (1995) 17,382,000
Average 147,803,389
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