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 Fargo (1996) 24,611,975
Usual Suspects, The (1995) 1,120,000 Godfather, The (1972) 291,702,411 Aliens (1986) 121,385,096
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Rear Window (1954) 6,759,601
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Monty Python and the Holy Grail (1974) 1,821,082
Alien (1979) 42,285,739 Usual Suspects, The (1995) 1,120,000 Forrest Gump (1994) 485,691,196
Shawshank Redemption, The (1994) 28,341,469 Monty Python and the Holy Grail (1974) 1,821,082 Trainspotting (1996) 16,501,785
Aliens (1986) 121,385,096 Shawshank Redemption, The (1994) 28,341,469 It's a Wonderful Life (1946) 3,548,018
Indiana Jones and the Last Crusade (1989) 312,671,806 Alien (1979) 42,285,739 Toy Story (1995) 133,344,903
Psycho (1960) 43,200,000 Titanic (1997) 600,779,824 Babe (1995) 66,600,000
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Monty Python's Life of Brian (1979) 646,124
Average 100,048,448 Average 138,531,007 Average 86,090,978

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
Schindler's List (1993) 140,409,248
Immortal Beloved (1994) 9,914,409
Farewell My Concubine (1993) 5,216,888
Clerks (1994) 3,151,130
Seven (Se7en) (1995) 143,225,000
Searching for Bobby Fischer (1993) 7,266,383
Strange Days (1995) 7,919,000
Return of the Jedi (1983) 500,773,409
Twelve Monkeys (1995) 82,512,000
Killing Fields, The (1984) 50,509,720
Gone with the Wind (1939) 200,155,278
Kama Sutra: A Tale of Love (1996) 4,109,095
Fantasia (1940) 49,310,882
Chasing Amy (1997) 12,006,514
Mary Shelley's Frankenstein (1994) 22,006,296
Blade Runner (1982) 1,445,283
Desperado (1995) 25,625,110
Star Wars (1977) 731,853,665
Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189
Amadeus (1984) 23,401,401
Heathers (1989) 1,108,462
Silence of the Lambs, The (1991) 137,332,208
Terminator 2: Judgment Day (1991) 207,064,802
Pulp Fiction (1994) 84,022,201
Chasing Amy (1997) 12,006,514
Richard III (1995) 2,600,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Restoration (1995) 4,100,000
Casablanca (1942) 5,806,467
Interview with the Vampire (1994) 145,789,330
Mallrats (1995) 2,122,561
Henry V (1989) 10,161,099
Braveheart (1995) 110,286,945
Akira (1988) 439,162
Bram Stoker's Dracula (1992) 129,722,790
Average 86,692,894
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