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
Pulp Fiction (1994) 84,022,201 Star Wars (1977) 731,853,665 Pulp Fiction (1994) 84,022,201
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467
Blade Runner (1982) 1,445,283 Return of the Jedi (1983) 500,773,409 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Psycho (1960) 43,200,000
Empire Strikes Back, The (1980) 225,554,189 Shawshank Redemption, The (1994) 28,341,469 Reservoir Dogs (1992) 2,687,008
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467 Empire Strikes Back, The (1980) 225,554,189 Clockwork Orange, A (1971) 38,589,355
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Schindler's List (1993) 140,409,248 Philadelphia Story, The (1940) 3,000,000
Schindler's List (1993) 140,409,248 Blade Runner (1982) 1,445,283 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Average 170,235,258 Average 223,650,141 Average 38,340,022

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
This Is Spinal Tap (1984) 188,751
Desperado (1995) 25,625,110
Local Hero (1983) 5,767,363
Heat (1995) 97,783,000
Beautiful Girls (1996) 20,837,000
Chinatown (1974) 42,400,000
Usual Suspects, The (1995) 1,120,000
Monty Python's Life of Brian (1979) 646,124
Fargo (1996) 24,611,975
Unforgiven (1992) 119,081,912
Monty Python and the Holy Grail (1974) 1,821,082
Ed Wood (1994) 5,887,457
Shallow Grave (1994) 2,881,508
Alien (1979) 42,285,739
Full Monty, The (1997) 45,857,453
Quiet Man, The (1952) 3,800,000
Clerks (1994) 3,151,130
Aliens (1986) 121,385,096
Red Rock West (1992) 2,502,551
Rear Window (1954) 6,759,601
Taxi Driver (1976) 33,669,000
Annie Hall (1977) 57,253,791
Fish Called Wanda, A (1988) 93,259,712
Manchurian Candidate, The (1962) 4,180,630
Silence of the Lambs, The (1991) 137,332,208
Average 36,003,527
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