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
Toy Story (1995) 133,344,903 Contact (1997) 149,887,543 Independence Day (ID4) (1996) 483,359,255
Independence Day (ID4) (1996) 483,359,255 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Sense and Sensibility (1995) 62,493,774
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Up Close and Personal (1996) 74,045,801
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Truth About Cats & Dogs, The (1996) 34,073,143
Silence of the Lambs, The (1991) 137,332,208 Independence Day (ID4) (1996) 483,359,255 Air Force One (1997) 250,384,803
Princess Bride, The (1987) 21,277,649 Scream (1996) 103,001,286 Forrest Gump (1994) 485,691,196
Air Force One (1997) 250,384,803 Mr. Holland's Opus (1995) 119,078,097 Sabrina (1995) 76,780,029
Average 220,296,751 Average 226,756,522 Average 197,589,751

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
Cool Runnings (1993) 98,839,263
American President, The (1995) 95,000,000
Under Siege (1992) 120,463,139
Brady Bunch Movie, The (1995) 68,467,136
Clueless (1995) 75,525,013
Star Wars (1977) 731,853,665
Jerry Maguire (1996) 228,557,864
Indiana Jones and the Last Crusade (1989) 312,671,806
Twister (1996) 375,152,715
Fish Called Wanda, A (1988) 93,259,712
Return of the Jedi (1983) 500,773,409
French Kiss (1995) 38,900,000
Batman (1989) 401,685,407
Four Weddings and a Funeral (1994) 75,888,832
My Best Friend's Wedding (1997) 185,360,508
Men in Black (1997) 367,992,228
In & Out (1997) 63,826,569
Empire Strikes Back, The (1980) 225,554,189
Private Benjamin (1980) 39,139,769
Mirror Has Two Faces, The (1996) 59,629,485
Clear and Present Danger (1994) 176,112,710
Average 206,412,067
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