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
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Star Trek: The Wrath of Khan (1982) 118,633,541
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Hunt for Red October, The (1990) 179,209,868
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Apollo 13 (1995) 94,378,651
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Apocalypse Now (1979) 42,606,290
Monty Python and the Holy Grail (1974) 1,821,082 Twelve Monkeys (1995) 82,512,000 Trainspotting (1996) 16,501,785
Forrest Gump (1994) 485,691,196 Princess Bride, The (1987) 21,277,649 Forrest Gump (1994) 485,691,196
Star Trek: The Wrath of Khan (1982) 118,633,541 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Average 96,504,483 Average 131,961,681 Average 129,839,478

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
Godfather, The (1972) 291,702,411
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Waterworld (1995) 130,604,220
Ben-Hur (1959) 106,992,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Die Hard: With a Vengeance (1995) 147,009,359
Aliens (1986) 121,385,096
Die Hard 2 (1990) 120,083,665
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Wars (1977) 731,853,665
Seven (Se7en) (1995) 143,225,000
Glory (1989) 100,326
Nick of Time (1995) 7,439,392
Stargate (1994) 105,565,669
Blade Runner (1982) 1,445,283
Star Trek V: The Final Frontier (1989) 79,245,549
Full Metal Jacket (1987) 69,057,676
Braveheart (1995) 110,286,945
Full Monty, The (1997) 45,857,453
Empire Strikes Back, The (1980) 225,554,189
Boot, Das (1981) 11,433,134
Good, The Bad and The Ugly, The (1966) 19,000,000
Star Trek: The Motion Picture (1979) 95,658,976
In the Line of Fire (1993) 151,314,283
Terminator 2: Judgment Day (1991) 207,064,802
Top Gun (1986) 256,050,237
Return of the Jedi (1983) 500,773,409
Pulp Fiction (1994) 84,022,201
Star Trek IV: The Voyage Home (1986) 124,751,249
Wyatt Earp (1994) 25,052,000
Get Shorty (1995) 103,619,110
Alien 3 (1992) 87,235,600
GoodFellas (1990) 67,336,394
Lawrence of Arabia (1962) 20,652,481
Godfather: Part II, The (1974) 87,973,000
Alien (1979) 42,285,739
Big Blue, The (Grand bleu, Le) (1988) 80,804
Geronimo: An American Legend (1993) 13,736,475
Miller's Crossing (1990) 5,080,409
Natural Born Killers (1994) 72,282,766
Speed (1994) 121,248,145
Jurassic Park (1993) 563,476,625
Average 134,914,541
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