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
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 Contact (1997) 149,887,543 Amadeus (1984) 23,401,401
Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409 To Kill a Mockingbird (1962) 20,629,846
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 Big Night (1996) 11,881,039
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Reservoir Dogs (1992) 2,687,008
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Full Monty, The (1997) 45,857,453 Twelve Monkeys (1995) 82,512,000
Dead Man Walking (1995) 39,025,000 Sense and Sensibility (1995) 62,493,774 Toy Story (1995) 133,344,903
Average 196,259,665 Average 269,612,723 Average 48,097,456

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
Blade Runner (1982) 1,445,283
Jackie Brown (1997) 39,647,595
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Trainspotting (1996) 16,501,785
Pulp Fiction (1994) 84,022,201
Raise the Red Lantern (1991) 2,603,061
Leaving Las Vegas (1995) 31,968,347
What's Eating Gilbert Grape (1993) 9,170,214
2001: A Space Odyssey (1968) 25,761,621
Shawshank Redemption, The (1994) 28,341,469
Men in Black (1997) 367,992,228
Brazil (1985) 6,500,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Postino, Il (1994) 20,681,301
Day the Earth Stood Still, The (1951) 79,366,978
Michael Collins (1996) 11,085,316
Annie Hall (1977) 57,253,791
English Patient, The (1996) 111,415,132
Madness of King George, The (1994) 15,238,994
Monty Python and the Holy Grail (1974) 1,821,082
Fish Called Wanda, A (1988) 93,259,712
Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975
Average 59,114,164
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