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
Return of the Jedi (1983) 500,773,409 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Cool Hand Luke (1967) 7,300,000
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
To Kill a Mockingbird (1962) 20,629,846 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649 Indiana Jones and the Last Crusade (1989) 312,671,806
Forrest Gump (1994) 485,691,196 Shawshank Redemption, The (1994) 28,341,469 Monty Python and the Holy Grail (1974) 1,821,082
Braveheart (1995) 110,286,945 Air Force One (1997) 250,384,803 Return of the Jedi (1983) 500,773,409
Indiana Jones and the Last Crusade (1989) 312,671,806 Jerry Maguire (1996) 228,557,864 Brazil (1985) 6,500,000
Average 192,933,160 Average 174,029,715 Average 146,970,040

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
Jurassic Park (1993) 563,476,625
Back to the Future (1985) 303,398,294
Snow White and the Seven Dwarfs (1937) 103,921,550
Mary Poppins (1964) 133,300,000
Silence of the Lambs, The (1991) 137,332,208
Rebecca (1940) 1,526,957
Primal Fear (1996) 80,646,667
Tomorrow Never Dies (1997) 184,221,129
Empire Strikes Back, The (1980) 225,554,189
Little Women (1994) 75,083,616
It Happened One Night (1934) 2,000,000
Much Ado About Nothing (1993) 22,551,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Schindler's List (1993) 140,409,248
Amadeus (1984) 23,401,401
Sense and Sensibility (1995) 62,493,774
Ransom (1996) 207,758,522
Dances with Wolves (1990) 265,746,848
Roman Holiday (1953) 8,000,000
Rear Window (1954) 6,759,601
Philadelphia Story, The (1940) 3,000,000
Titanic (1997) 600,779,824
It's a Wonderful Life (1946) 3,548,018
Vertigo (1958) 7,024,928
Mr. Holland's Opus (1995) 119,078,097
Sabrina (1995) 76,780,029
Apollo 13 (1995) 94,378,651
Scream (1996) 103,001,286
Casablanca (1942) 5,806,467
My Fair Lady (1964) 42,805,000
Groundhog Day (1993) 103,406,973
Meet Me in St. Louis (1944) 12,698,200
Aladdin (1992) 328,782,825
Emma (1996) 22,201,883
Singin' in the Rain (1952) 7,665,000
Independence Day (ID4) (1996) 483,359,255
African Queen, The (1951) 4,300,000
Star Wars (1977) 731,853,665
Average 146,253,922
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