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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 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
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Terminator 2: Judgment Day (1991) 207,064,802
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Aliens (1986) 121,385,096
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
Forrest Gump (1994) 485,691,196 Princess Bride, The (1987) 21,277,649 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Boot, Das (1981) 11,433,134
Amadeus (1984) 23,401,401 Casablanca (1942) 5,806,467 Jurassic Park (1993) 563,476,625
Average 160,296,038 Average 137,710,023 Average 159,712,174

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
Groundhog Day (1993) 103,406,973
Bridge on the River Kwai, The (1957) 50,495,000
Gone with the Wind (1939) 200,155,278
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dances with Wolves (1990) 265,746,848
Eve's Bayou (1997) 14,821,531
E.T. the Extra-Terrestrial (1982) 259,597,332
Braveheart (1995) 110,286,945
Empire Strikes Back, The (1980) 225,554,189
Ben-Hur (1959) 106,992,000
Godfather: Part II, The (1974) 87,973,000
Lawrence of Arabia (1962) 20,652,481
It's a Wonderful Life (1946) 3,548,018
Sense and Sensibility (1995) 62,493,774
My Fair Lady (1964) 42,805,000
English Patient, The (1996) 111,415,132
Mad City (1997) 10,556,196
True Lies (1994) 226,261,000
Schindler's List (1993) 140,409,248
Mary Poppins (1964) 133,300,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Singin' in the Rain (1952) 7,665,000
Back to the Future (1985) 303,398,294
African Queen, The (1951) 4,300,000
When Harry Met Sally... (1989) 134,613,546
Apollo 13 (1995) 94,378,651
Titanic (1997) 600,779,824
Star Wars (1977) 731,853,665
Average 162,073,954
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