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
One Flew Over the Cuckoo's Nest (1975) 171,940,000 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 English Patient, The (1996) 111,415,132 Annie Hall (1977) 57,253,791
Alien (1979) 42,285,739 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Terminator 2: Judgment Day (1991) 207,064,802
Rear Window (1954) 6,759,601 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Taxi Driver (1976) 33,669,000 Shawshank Redemption, The (1994) 28,341,469 Mr. Smith Goes to Washington (1939) 1,500,000
North by Northwest (1959) 19,977,527 Toy Story (1995) 133,344,903 Jaws (1975) 199,275,376
Monty Python and the Holy Grail (1974) 1,821,082 Alien (1979) 42,285,739 Shawshank Redemption, The (1994) 28,341,469
Return of the Jedi (1983) 500,773,409 Twelve Monkeys (1995) 82,512,000 Rear Window (1954) 6,759,601
Clockwork Orange, A (1971) 38,589,355 Monty Python and the Holy Grail (1974) 1,821,082 Gandhi (1982) 77,737,889
Chinatown (1974) 42,400,000 Titanic (1997) 600,779,824 It's a Wonderful Life (1946) 3,548,018
Average 88,655,718 Average 182,310,110 Average 83,593,294

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
Manhattan (1979) 39,900,000
Mary Poppins (1964) 133,300,000
Citizen Kane (1941) 1,640,769
Boot, Das (1981) 11,433,134
Full Metal Jacket (1987) 69,057,676
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Schindler's List (1993) 140,409,248
Psycho (1960) 43,200,000
GoodFellas (1990) 67,336,394
Casablanca (1942) 5,806,467
Godfather: Part II, The (1974) 87,973,000
Fargo (1996) 24,611,975
Empire Strikes Back, The (1980) 225,554,189
Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201
E.T. the Extra-Terrestrial (1982) 259,597,332
Patton (1970) 89,800,000
2001: A Space Odyssey (1968) 25,761,621
Apollo 13 (1995) 94,378,651
Back to the Future (1985) 303,398,294
Star Wars (1977) 731,853,665
Usual Suspects, The (1995) 1,120,000
Wild Bunch, The (1969) 5,330,535
Day the Earth Stood Still, The (1951) 79,366,978
Silence of the Lambs, The (1991) 137,332,208
Vertigo (1958) 7,024,928
Average 109,918,518
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