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
Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Clockwork Orange, A (1971) 38,589,355
Indiana Jones and the Last Crusade (1989) 312,671,806 Twelve Monkeys (1995) 82,512,000 Psycho (1960) 43,200,000
Usual Suspects, The (1995) 1,120,000 Monty Python and the Holy Grail (1974) 1,821,082 Forrest Gump (1994) 485,691,196
Twelve Monkeys (1995) 82,512,000 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
Terminator 2: Judgment Day (1991) 207,064,802 Indiana Jones and the Last Crusade (1989) 312,671,806 Casablanca (1942) 5,806,467
Average 128,699,722 Average 180,225,832 Average 124,437,487

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
From Dusk Till Dawn (1996) 45,553,840
Toy Story (1995) 133,344,903
M*A*S*H (1970) 109,920,000
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Stargate (1994) 105,565,669
Rumble in the Bronx (1995) 32,333,860
E.T. the Extra-Terrestrial (1982) 259,597,332
Star Trek: First Contact (1996) 207,001,027
Princess Bride, The (1987) 21,277,649
American Werewolf in London, An (1981) 20,445,527
Clerks (1994) 3,151,130
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Fish Called Wanda, A (1988) 93,259,712
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Fargo (1996) 24,611,975
True Lies (1994) 226,261,000
Blade Runner (1982) 1,445,283
Heathers (1989) 1,108,462
Butch Cassidy and the Sundance Kid (1969) 145,314,187
This Is Spinal Tap (1984) 188,751
Last Action Hero (1993) 76,746,994
2001: A Space Odyssey (1968) 25,761,621
Brady Bunch Movie, The (1995) 68,467,136
Birds, The (1963) 16,493,900
Men in Black (1997) 367,992,228
Fantasia (1940) 49,310,882
Alien (1979) 42,285,739
Batman Forever (1995) 289,097,904
Fear of a Black Hat (1993) 238,230
Heavy Metal (1981) 9,300,000
Young Frankenstein (1974) 125,123,000
Star Wars (1977) 731,853,665
Aladdin (1992) 328,782,825
Empire Strikes Back, The (1980) 225,554,189
Four Weddings and a Funeral (1994) 75,888,832
Serial Mom (1994) 7,881,335
Back to the Future (1985) 303,398,294
Star Trek: The Wrath of Khan (1982) 118,633,541
Mars Attacks! (1996) 37,754,208
Independence Day (ID4) (1996) 483,359,255
Sneakers (1992) 75,733,000
Jackie Chan's First Strike (1996) 14,511,338
Forbidden Planet (1956) 3,000,000
Return of the Jedi (1983) 500,773,409
Return of the Pink Panther, The (1974) 37,170,000
Under Siege (1992) 120,463,139
Average 121,816,684
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