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 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 2001: A Space Odyssey (1968) 25,761,621
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Monty Python and the Holy Grail (1974) 1,821,082
Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208 Citizen Kane (1941) 1,640,769
2001: A Space Odyssey (1968) 25,761,621 Schindler's List (1993) 140,409,248 Raising Arizona (1987) 22,847,564
Monty Python and the Holy Grail (1974) 1,821,082 Twelve Monkeys (1995) 82,512,000 It's a Wonderful Life (1946) 3,548,018
Casablanca (1942) 5,806,467 L.A. Confidential (1997) 64,604,977 Taxi Driver (1976) 33,669,000
Taxi Driver (1976) 33,669,000 Empire Strikes Back, The (1980) 225,554,189 Lone Star (1996) 13,269,963
Clockwork Orange, A (1971) 38,589,355 Toy Story (1995) 133,344,903 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Average 142,481,903 Average 221,182,193 Average 38,120,044

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
Blade Runner (1982) 1,445,283
Brazil (1985) 6,500,000
Apocalypse Now (1979) 42,606,290
Usual Suspects, The (1995) 1,120,000
Godfather, The (1972) 291,702,411
Reservoir Dogs (1992) 2,687,008
Princess Bride, The (1987) 21,277,649
Godfather: Part II, The (1974) 87,973,000
Quiz Show (1994) 24,822,619
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Shawshank Redemption, The (1994) 28,341,469
Monty Python's Life of Brian (1979) 646,124
Raging Bull (1980) 49,034
Trainspotting (1996) 16,501,785
Crumb (1994) 3,174,695
Delicatessen (1991) 1,794,187
Contact (1997) 149,887,543
Glengarry Glen Ross (1992) 10,725,228
Big Night (1996) 11,881,039
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fargo (1996) 24,611,975
Braveheart (1995) 110,286,945
Average 46,138,586
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