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 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Indiana Jones and the Last Crusade (1989) 312,671,806
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Indiana Jones and the Last Crusade (1989) 312,671,806 Empire Strikes Back, The (1980) 225,554,189 Usual Suspects, The (1995) 1,120,000
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409
Average 258,600,550 Average 293,624,937 Average 172,773,340

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
Waterworld (1995) 130,604,220
It Happened One Night (1934) 2,000,000
Beauty and the Beast (1991) 94,902,028
To Catch a Thief (1955) 13,250,000
Star Trek: First Contact (1996) 207,001,027
Singin' in the Rain (1952) 7,665,000
Citizen Kane (1941) 1,640,769
To Kill a Mockingbird (1962) 20,629,846
Ransom (1996) 207,758,522
My Best Friend's Wedding (1997) 185,360,508
Hercules (1997) 142,729,205
Braveheart (1995) 110,286,945
Batman (1989) 401,685,407
Batman Returns (1992) 262,844,850
Sleepless in Seattle (1993) 191,463,006
Independence Day (ID4) (1996) 483,359,255
Speed (1994) 121,248,145
Multiplicity (1996) 20,101,861
Mr. Holland's Opus (1995) 119,078,097
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Princess Bride, The (1987) 21,277,649
Lion King, The (1994) 188,740,944
Maverick (1994) 151,131,272
Mission: Impossible (1996) 274,049,639
It's a Wonderful Life (1946) 3,548,018
Batman Forever (1995) 289,097,904
Firm, The (1993) 686,502
Good, The Bad and The Ugly, The (1966) 19,000,000
Air Force One (1997) 250,384,803
Jurassic Park (1993) 563,476,625
Con Air (1997) 146,553,269
Dead Poets Society (1989) 144,288,116
Groundhog Day (1993) 103,406,973
Mr. Smith Goes to Washington (1939) 1,500,000
Ghost (1990) 226,931,306
Long Kiss Goodnight, The (1996) 33,328,051
Average 147,581,937
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