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 Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Shawshank Redemption, The (1994) 28,341,469 Empire Strikes Back, The (1980) 225,554,189 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Casablanca (1942) 5,806,467 Pulp Fiction (1994) 84,022,201 Aliens (1986) 121,385,096
Back to the Future (1985) 303,398,294 Shawshank Redemption, The (1994) 28,341,469 Amadeus (1984) 23,401,401
Usual Suspects, The (1995) 1,120,000 Air Force One (1997) 250,384,803 Philadelphia Story, The (1940) 3,000,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Sense and Sensibility (1995) 62,493,774 Return of the Jedi (1983) 500,773,409
Average 189,379,949 Average 223,031,878 Average 122,941,722

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
Toy Story (1995) 133,344,903
That Thing You Do! (1996) 25,809,813
Much Ado About Nothing (1993) 22,551,000
Killing Fields, The (1984) 50,509,720
Monty Python and the Holy Grail (1974) 1,821,082
Silence of the Lambs, The (1991) 137,332,208
Truth About Cats & Dogs, The (1996) 34,073,143
Fargo (1996) 24,611,975
Scream (1996) 103,001,286
Alien (1979) 42,285,739
When Harry Met Sally... (1989) 134,613,546
Rear Window (1954) 6,759,601
Princess Bride, The (1987) 21,277,649
English Patient, The (1996) 111,415,132
Strictly Ballroom (1992) 11,738,022
This Is Spinal Tap (1984) 188,751
While You Were Sleeping (1995) 119,964,016
Contact (1997) 149,887,543
Piano, The (1993) 40,158,000
Sleepless in Seattle (1993) 191,463,006
Dave (1993) 93,370,710
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Groundhog Day (1993) 103,406,973
American President, The (1995) 95,000,000
Mrs. Doubtfire (1993) 330,200,000
Star Wars (1977) 731,853,665
Fish Called Wanda, A (1988) 93,259,712
Liar Liar (1997) 277,327,280
Average 115,447,809
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