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 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Terminator 2: Judgment Day (1991) 207,064,802 Princess Bride, The (1987) 21,277,649 Die Hard (1988) 116,707,729
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Mrs. Doubtfire (1993) 330,200,000
Monty Python and the Holy Grail (1974) 1,821,082 Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Jerry Maguire (1996) 228,557,864 Terminator 2: Judgment Day (1991) 207,064,802
Dances with Wolves (1990) 265,746,848 Twelve Monkeys (1995) 82,512,000 Princess Bride, The (1987) 21,277,649
Blade Runner (1982) 1,445,283 Terminator 2: Judgment Day (1991) 207,064,802 Twelve Monkeys (1995) 82,512,000
Amadeus (1984) 23,401,401 Monty Python and the Holy Grail (1974) 1,821,082 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 109,303,365 Average 169,223,735 Average 145,931,433

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
Sleepless in Seattle (1993) 191,463,006
Star Wars (1977) 731,853,665
Top Gun (1986) 256,050,237
Jurassic Park (1993) 563,476,625
Star Trek: First Contact (1996) 207,001,027
Lion King, The (1994) 188,740,944
Sabrina (1995) 76,780,029
Day the Earth Stood Still, The (1951) 79,366,978
Groundhog Day (1993) 103,406,973
Weekend at Bernie's (1989) 30,218,387
When Harry Met Sally... (1989) 134,613,546
E.T. the Extra-Terrestrial (1982) 259,597,332
Silence of the Lambs, The (1991) 137,332,208
Fantasia (1940) 49,310,882
Jumanji (1995) 152,675,249
African Queen, The (1951) 4,300,000
Twister (1996) 375,152,715
Braveheart (1995) 110,286,945
Back to the Future (1985) 303,398,294
Dead Poets Society (1989) 144,288,116
Empire Strikes Back, The (1980) 225,554,189
Indiana Jones and the Last Crusade (1989) 312,671,806
Beauty and the Beast (1991) 94,902,028
Mr. Holland's Opus (1995) 119,078,097
Star Trek IV: The Voyage Home (1986) 124,751,249
Forbidden Planet (1956) 3,000,000
Casablanca (1942) 5,806,467
It's a Wonderful Life (1946) 3,548,018
Forrest Gump (1994) 485,691,196
Multiplicity (1996) 20,101,861
Star Trek: The Wrath of Khan (1982) 118,633,541
Aliens (1986) 121,385,096
20,000 Leagues Under the Sea (1954) 11,000,000
Schindler's List (1993) 140,409,248
Hunt for Red October, The (1990) 179,209,868
Dave (1993) 93,370,710
Independence Day (ID4) (1996) 483,359,255
Cool Runnings (1993) 98,839,263
Mary Poppins (1964) 133,300,000
Crimson Tide (1995) 135,266,000
Toy Story (1995) 133,344,903
Gandhi (1982) 77,737,889
Apollo 13 (1995) 94,378,651
Men in Black (1997) 367,992,228
American President, The (1995) 95,000,000
2001: A Space Odyssey (1968) 25,761,621
Rising Sun (1993) 96,489,271
Return of the Jedi (1983) 500,773,409
Hercules (1997) 142,729,205
While You Were Sleeping (1995) 119,964,016
True Lies (1994) 226,261,000
Aladdin (1992) 328,782,825
Ghost (1990) 226,931,306
Dragonheart (1996) 51,317,350
Mr. Smith Goes to Washington (1939) 1,500,000
Shawshank Redemption, The (1994) 28,341,469
Alien (1979) 42,285,739
Snow White and the Seven Dwarfs (1937) 103,921,550
Striptease (1996) 32,758,418
Average 164,499,354
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