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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Citizen Kane (1941) 1,640,769
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Empire Strikes Back, The (1980) 225,554,189
L.A. Confidential (1997) 64,604,977 Silence of the Lambs, The (1991) 137,332,208 Boot, Das (1981) 11,433,134
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Vertigo (1958) 7,024,928
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Casablanca (1942) 5,806,467 Dead Man Walking (1995) 39,025,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Princess Bride, The (1987) 21,277,649 Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975
Average 177,617,803 Average 185,880,698 Average 69,857,988

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
Contact (1997) 149,887,543
Ulee's Gold (1997) 9,054,736
Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411
Spitfire Grill, The (1996) 12,643,776
Toy Story (1995) 133,344,903
My Left Foot (1989) 14,743,391
Rebecca (1940) 1,526,957
Annie Hall (1977) 57,253,791
Inventing the Abbotts (1997) 5,936,344
Good Will Hunting (1997) 192,328,280
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Philadelphia Story, The (1940) 3,000,000
Star Wars (1977) 731,853,665
Schindler's List (1993) 140,409,248
Ulee's Gold (1997) 9,054,736
Aliens (1986) 121,385,096
Rear Window (1954) 6,759,601
Blade Runner (1982) 1,445,283
Usual Suspects, The (1995) 1,120,000
Once Upon a Time... When We Were Colored (1995) 3,375,000
Average 98,118,115
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