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 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
It's a Wonderful Life (1946) 3,548,018 Pulp Fiction (1994) 84,022,201 Aliens (1986) 121,385,096
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Aliens (1986) 121,385,096 Twelve Monkeys (1995) 82,512,000 Apollo 13 (1995) 94,378,651
Toy Story (1995) 133,344,903 Blade Runner (1982) 1,445,283 Hunt for Red October, The (1990) 179,209,868
To Kill a Mockingbird (1962) 20,629,846 Aliens (1986) 121,385,096 Boot, Das (1981) 11,433,134
Apollo 13 (1995) 94,378,651 English Patient, The (1996) 111,415,132 Independence Day (ID4) (1996) 483,359,255
Rear Window (1954) 6,759,601 It's a Wonderful Life (1946) 3,548,018 Blade Runner (1982) 1,445,283
Average 78,182,798 Average 145,476,684 Average 142,489,277

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
Full Metal Jacket (1987) 69,057,676
Swiss Family Robinson (1960) 20,178,000
Lion King, The (1994) 188,740,944
Groundhog Day (1993) 103,406,973
Mary Poppins (1964) 133,300,000
Terminator 2: Judgment Day (1991) 207,064,802
Empire Strikes Back, The (1980) 225,554,189
Dances with Wolves (1990) 265,746,848
Tombstone (1993) 82,627,065
North by Northwest (1959) 19,977,527
Breakfast at Tiffany's (1961) 15,500,000
Army of Darkness (1993) 11,502,976
Casablanca (1942) 5,806,467
Hudsucker Proxy, The (1994) 2,869,369
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Pinocchio (1940) 59,305,559
E.T. the Extra-Terrestrial (1982) 259,597,332
Field of Dreams (1989) 94,962,625
Return of the Jedi (1983) 500,773,409
Die Hard (1988) 116,707,729
Philadelphia (1993) 114,946,440
Singin' in the Rain (1952) 7,665,000
Silence of the Lambs, The (1991) 137,332,208
Back to the Future (1985) 303,398,294
Alien (1979) 42,285,739
In the Line of Fire (1993) 151,314,283
Monty Python and the Holy Grail (1974) 1,821,082
Star Wars (1977) 731,853,665
Primal Fear (1996) 80,646,667
True Lies (1994) 226,261,000
Jurassic Park (1993) 563,476,625
Seven (Se7en) (1995) 143,225,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Aladdin (1992) 328,782,825
That Thing You Do! (1996) 25,809,813
Grease (1978) 96,605,260
Gandhi (1982) 77,737,889
Conan the Barbarian (1981) 60,241,612
Shawshank Redemption, The (1994) 28,341,469
Gone with the Wind (1939) 200,155,278
Princess Bride, The (1987) 21,277,649
Evil Dead II (1987) 5,923,044
Forrest Gump (1994) 485,691,196
My Fair Lady (1964) 42,805,000
Schindler's List (1993) 140,409,248
GoldenEye (1995) 146,028,496
Contact (1997) 149,887,543
Indiana Jones and the Last Crusade (1989) 312,671,806
Braveheart (1995) 110,286,945
Amadeus (1984) 23,401,401
Glory (1989) 100,326
Usual Suspects, The (1995) 1,120,000
Legends of the Fall (1994) 98,628,842
Clear and Present Danger (1994) 176,112,710
Citizen Kane (1941) 1,640,769
Average 139,935,021
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