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
Princess Bride, The (1987) 21,277,649 Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Scream (1996) 103,001,286 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Scream (1996) 103,001,286
Scream (1996) 103,001,286 Godfather, The (1972) 291,702,411 Jurassic Park (1993) 563,476,625
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 L.A. Confidential (1997) 64,604,977 Terminator 2: Judgment Day (1991) 207,064,802
Terminator 2: Judgment Day (1991) 207,064,802 Men in Black (1997) 367,992,228 Monty Python's Life of Brian (1979) 646,124
Pulp Fiction (1994) 84,022,201 Good Will Hunting (1997) 192,328,280 Alien (1979) 42,285,739
Braveheart (1995) 110,286,945 Princess Bride, The (1987) 21,277,649 Independence Day (ID4) (1996) 483,359,255
Average 136,302,918 Average 156,066,364 Average 215,928,814

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
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Contact (1997) 149,887,543
Empire Strikes Back, The (1980) 225,554,189
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Titanic (1997) 600,779,824
Mystery Science Theater 3000: The Movie (1996) 1,004,821
E.T. the Extra-Terrestrial (1982) 259,597,332
Top Gun (1986) 256,050,237
Star Trek IV: The Voyage Home (1986) 124,751,249
Austin Powers: International Man of Mystery (1997) 78,171,630
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Star Trek: First Contact (1996) 207,001,027
Star Trek: The Wrath of Khan (1982) 118,633,541
Return of the Jedi (1983) 500,773,409
Star Wars (1977) 731,853,665
Average 226,821,608
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