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 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Silence of the Lambs, The (1991) 137,332,208
Titanic (1997) 600,779,824 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Psycho (1960) 43,200,000
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977
Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Boot, Das (1981) 11,433,134
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Trainspotting (1996) 16,501,785
Psycho (1960) 43,200,000 Air Force One (1997) 250,384,803 Braveheart (1995) 110,286,945
Average 275,124,501 Average 279,748,060 Average 60,522,943

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
Escape from New York (1981) 25,244,700
Alien (1979) 42,285,739
Patton (1970) 89,800,000
Bram Stoker's Dracula (1992) 129,722,790
Scream (1996) 103,001,286
Escape from L.A. (1996) 25,477,365
Day the Earth Stood Still, The (1951) 79,366,978
In the Mouth of Madness (1995) 8,946,600
Conan the Barbarian (1981) 60,241,612
Aliens (1986) 121,385,096
2001: A Space Odyssey (1968) 25,761,621
20,000 Leagues Under the Sea (1954) 11,000,000
Gattaca (1997) 12,339,633
Starship Troopers (1997) 79,093,786
Birds, The (1963) 16,493,900
Fifth Element, The (1997) 92,897,302
Forbidden Planet (1956) 3,000,000
Contact (1997) 149,887,543
Twelve Monkeys (1995) 82,512,000
Seven Years in Tibet (1997) 37,901,509
Clockwork Orange, A (1971) 38,589,355
Brazil (1985) 6,500,000
Mary Shelley's Frankenstein (1994) 22,006,296
Blade Runner (1982) 1,445,283
Stargate (1994) 105,565,669
Jaws (1975) 199,275,376
Star Trek: The Wrath of Khan (1982) 118,633,541
Average 62,532,406
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