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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Braveheart (1995) 110,286,945
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Amadeus (1984) 23,401,401
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Godfather: Part II, The (1974) 87,973,000
Usual Suspects, The (1995) 1,120,000 Silence of the Lambs, The (1991) 137,332,208 Raising Arizona (1987) 22,847,564
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411
Monty Python and the Holy Grail (1974) 1,821,082 Titanic (1997) 600,779,824 Babe (1995) 66,600,000
Blade Runner (1982) 1,445,283 Usual Suspects, The (1995) 1,120,000 Casablanca (1942) 5,806,467
Indiana Jones and the Last Crusade (1989) 312,671,806 Braveheart (1995) 110,286,945 Monty Python's Life of Brian (1979) 646,124
Average 211,361,878 Average 265,976,311 Average 77,120,809

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
Schindler's List (1993) 140,409,248
Apollo 13 (1995) 94,378,651
Brazil (1985) 6,500,000
To Kill a Mockingbird (1962) 20,629,846
American Werewolf in London, An (1981) 20,445,527
2001: A Space Odyssey (1968) 25,761,621
Princess Bride, The (1987) 21,277,649
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
North by Northwest (1959) 19,977,527
People vs. Larry Flynt, The (1996) 20,191,312
Ben-Hur (1959) 106,992,000
Scream (1996) 103,001,286
Circle of Friends (1995) 23,397,365
Four Weddings and a Funeral (1994) 75,888,832
Twelve Monkeys (1995) 82,512,000
Pulp Fiction (1994) 84,022,201
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Terminator 2: Judgment Day (1991) 207,064,802
Empire Strikes Back, The (1980) 225,554,189
Leaving Las Vegas (1995) 31,968,347
Shawshank Redemption, The (1994) 28,341,469
Boogie Nights (1997) 26,384,919
Glory (1989) 100,326
GoodFellas (1990) 67,336,394
Taxi Driver (1976) 33,669,000
M*A*S*H (1970) 109,920,000
Swingers (1996) 4,505,922
In the Line of Fire (1993) 151,314,283
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Murder in the First (1995) 17,382,000
Highlander (1986) 5,735,847
Toy Story (1995) 133,344,903
Young Frankenstein (1974) 125,123,000
Average 66,289,251
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