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 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975
Indiana Jones and the Last Crusade (1989) 312,671,806 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Monty Python and the Holy Grail (1974) 1,821,082 Shawshank Redemption, The (1994) 28,341,469 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Forrest Gump (1994) 485,691,196 Scream (1996) 103,001,286 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Terminator 2: Judgment Day (1991) 207,064,802 Monty Python and the Holy Grail (1974) 1,821,082 Usual Suspects, The (1995) 1,120,000
Back to the Future (1985) 303,398,294 Indiana Jones and the Last Crusade (1989) 312,671,806 Forrest Gump (1994) 485,691,196
Average 187,973,448 Average 166,987,330 Average 141,952,923

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
Blade Runner (1982) 1,445,283
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Groundhog Day (1993) 103,406,973
Robin Hood: Men in Tights (1993) 35,699,287
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Beauty and the Beast (1991) 94,902,028
Star Trek III: The Search for Spock (1984) 106,458,579
Grease (1978) 96,605,260
Fierce Creatures (1997) 9,202,671
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Thinner (1996) 15,171,475
Star Trek: The Motion Picture (1979) 95,658,976
Empire Strikes Back, The (1980) 225,554,189
Hunt for Red October, The (1990) 179,209,868
Lion King, The (1994) 188,740,944
Princess Bride, The (1987) 21,277,649
Star Wars (1977) 731,853,665
Men in Black (1997) 367,992,228
Star Trek: First Contact (1996) 207,001,027
Cinderella (1950) 75,188,149
Silence of the Lambs, The (1991) 137,332,208
How to Make an American Quilt (1995) 23,574,130
Real Genius (1985) 13,000,000
Jerry Maguire (1996) 228,557,864
Fish Called Wanda, A (1988) 93,259,712
To Kill a Mockingbird (1962) 20,629,846
Tank Girl (1995) 4,064,333
Liar Liar (1997) 277,327,280
Braveheart (1995) 110,286,945
Snow White and the Seven Dwarfs (1937) 103,921,550
Much Ado About Nothing (1993) 22,551,000
Return of the Jedi (1983) 500,773,409
Jackie Chan's First Strike (1996) 14,511,338
Heathers (1989) 1,108,462
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Nightmare Before Christmas, The (1993) 22,782,289
Firm, The (1993) 686,502
Toy Story (1995) 133,344,903
Star Trek: Generations (1994) 111,368,868
Legends of the Fall (1994) 98,628,842
Cliffhanger (1993) 127,356,211
Contact (1997) 149,887,543
Mr. Holland's Opus (1995) 119,078,097
Star Trek V: The Final Frontier (1989) 79,245,549
Seven (Se7en) (1995) 143,225,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Star Trek: The Wrath of Khan (1982) 118,633,541
Fantasia (1940) 49,310,882
Highlander (1986) 5,735,847
City of Lost Children, The (1995) 1,513,028
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Average 110,972,802
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