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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Forrest Gump (1994) 485,691,196 Toy Story (1995) 133,344,903 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Apollo 13 (1995) 94,378,651
Toy Story (1995) 133,344,903 Empire Strikes Back, The (1980) 225,554,189 Princess Bride, The (1987) 21,277,649
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Casablanca (1942) 5,806,467 Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409
Average 256,475,460 Average 233,083,012 Average 166,740,266

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
Homeward Bound: The Incredible Journey (1993) 60,039,088
Primal Fear (1996) 80,646,667
Snow White and the Seven Dwarfs (1937) 103,921,550
African Queen, The (1951) 4,300,000
Rudy (1993) 22,750,363
While You Were Sleeping (1995) 119,964,016
Starship Troopers (1997) 79,093,786
Ghost (1990) 226,931,306
Sleepless in Seattle (1993) 191,463,006
Aliens (1986) 121,385,096
Bridge on the River Kwai, The (1957) 50,495,000
Hunt for Red October, The (1990) 179,209,868
Kiss the Girls (1997) 86,753,012
Unforgiven (1992) 119,081,912
Miracle on 34th Street (1994) 17,193,886
Walk in the Clouds, A (1995) 73,516,507
E.T. the Extra-Terrestrial (1982) 259,597,332
Gone with the Wind (1939) 200,155,278
Terminator 2: Judgment Day (1991) 207,064,802
It's a Wonderful Life (1946) 3,548,018
Ben-Hur (1959) 106,992,000
Beauty and the Beast (1991) 94,902,028
Indiana Jones and the Last Crusade (1989) 312,671,806
True Lies (1994) 226,261,000
Braveheart (1995) 110,286,945
Devil's Advocate, The (1997) 86,587,776
Crimson Tide (1995) 135,266,000
Lion King, The (1994) 188,740,944
Maverick (1994) 151,131,272
It Happened One Night (1934) 2,000,000
Hamlet (1996) 4,414,535
Speed (1994) 121,248,145
Henry V (1989) 10,161,099
Courage Under Fire (1996) 87,335,823
Ransom (1996) 207,758,522
Titanic (1997) 600,779,824
Silence of the Lambs, The (1991) 137,332,208
Circle of Friends (1995) 23,397,365
Secret Garden, The (1993) 30,000,000
Dances with Wolves (1990) 265,746,848
Conspiracy Theory (1997) 111,189,998
Seven (Se7en) (1995) 143,225,000
Independence Day (ID4) (1996) 483,359,255
Aladdin (1992) 328,782,825
Jurassic Park (1993) 563,476,625
Quiet Man, The (1952) 3,800,000
Air Force One (1997) 250,384,803
Average 148,815,811
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