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
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467 Star Wars (1977) 731,853,665 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Secrets & Lies (1996) 13,417,292 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Jean de Florette (1986) 4,940,939
Citizen Kane (1941) 1,640,769 Godfather, The (1972) 291,702,411 Dead Man Walking (1995) 39,025,000
North by Northwest (1959) 19,977,527 Secrets & Lies (1996) 13,417,292 Casablanca (1942) 5,806,467
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Star Wars (1977) 731,853,665 Casablanca (1942) 5,806,467 Monty Python's Life of Brian (1979) 646,124
Cinema Paradiso (1988) 392,045 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Amadeus (1984) 23,401,401 Boot, Das (1981) 11,433,134 It's a Wonderful Life (1946) 3,548,018
Average 92,461,098 Average 135,914,473 Average 28,295,576

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
Short Cuts (1993) 6,110,979
Sweet Hereafter, The (1997) 3,252,652
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Three Colors: Red (1994) 4,043,686
Secret Garden, The (1993) 30,000,000
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Heavenly Creatures (1994) 3,049,135
Schindler's List (1993) 140,409,248
Lost Highway (1997) 3,796,699
Piano, The (1993) 40,158,000
8 1/2 (1963) 50,690
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Babe (1995) 66,600,000
Wings of Desire (1987) 3,806,540
Until the End of the World (Bis ans Ende der Welt) (1991) 752,856
Clockwork Orange, A (1971) 38,589,355
What's Eating Gilbert Grape (1993) 9,170,214
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Contact (1997) 149,887,543
Breaking the Waves (1996) 4,040,691
Stonewall (1995) 616,248
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Average 31,078,906
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