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 Toy Story (1995) 133,344,903
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Liar Liar (1997) 277,327,280
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Operation Dumbo Drop (1995) 24,700,000
Toy Story (1995) 133,344,903 Air Force One (1997) 250,384,803 Shawshank Redemption, The (1994) 28,341,469
Liar Liar (1997) 277,327,280 Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649
Jerry Maguire (1996) 228,557,864 Liar Liar (1997) 277,327,280 Jerry Maguire (1996) 228,557,864
Operation Dumbo Drop (1995) 24,700,000 English Patient, The (1996) 111,415,132 Casper (1995) 149,489,194
Casper (1995) 149,489,194 Jerry Maguire (1996) 228,557,864 Drop Dead Fred (1991) 13,878,334
Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975 Full Monty, The (1997) 45,857,453
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Monty Python and the Holy Grail (1974) 1,821,082
Average 312,276,513 Average 315,075,126 Average 92,459,522

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
It Happened One Night (1934) 2,000,000
Bed of Roses (1996) 19,030,691
Phenomenon (1996) 155,732,573
Grease 2 (1982) 17,545,234
Back to the Future (1985) 303,398,294
Pretty Woman (1990) 260,311,268
Scream (1996) 103,001,286
Grease (1978) 96,605,260
Powder (1995) 30,862,146
Picture Perfect (1997) 31,058,643
Truth About Cats & Dogs, The (1996) 34,073,143
Three Wishes (1995) 7,025,496
Lion King, The (1994) 188,740,944
Showgirls (1995) 20,302,961
That Thing You Do! (1996) 25,809,813
Contact (1997) 149,887,543
Average 90,336,580
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