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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945 Schindler's List (1993) 140,409,248 Independence Day (ID4) (1996) 483,359,255
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Fantasia (1940) 49,310,882
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248
Back to the Future (1985) 303,398,294 Braveheart (1995) 110,286,945 Twister (1996) 375,152,715
One Flew Over the Cuckoo's Nest (1975) 171,940,000 English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975
Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000 Reservoir Dogs (1992) 2,687,008
Average 129,316,475 Average 116,052,113 Average 161,692,937

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
Bram Stoker's Dracula (1992) 129,722,790
Mary Poppins (1964) 133,300,000
Jurassic Park (1993) 563,476,625
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Wars (1977) 731,853,665
E.T. the Extra-Terrestrial (1982) 259,597,332
Groundhog Day (1993) 103,406,973
Hunt for Red October, The (1990) 179,209,868
Sleeper (1973) 18,344,729
Tomorrow Never Dies (1997) 184,221,129
Aliens (1986) 121,385,096
Gandhi (1982) 77,737,889
Star Trek: The Wrath of Khan (1982) 118,633,541
Face/Off (1997) 163,746,077
Koyaanisqatsi (1983) 1,723,872
Beauty and the Beast (1991) 94,902,028
Supercop (1992) 16,249,557
Hoop Dreams (1994) 7,830,611
Blade Runner (1982) 1,445,283
Some Like It Hot (1959) 33,300,000
Psycho (1960) 43,200,000
Terminator 2: Judgment Day (1991) 207,064,802
Lawrence of Arabia (1962) 20,652,481
Forrest Gump (1994) 485,691,196
Return of the Jedi (1983) 500,773,409
It's a Wonderful Life (1946) 3,548,018
Batman (1989) 401,685,407
Casablanca (1942) 5,806,467
Rumble in the Bronx (1995) 32,333,860
Babe (1995) 66,600,000
Air Force One (1997) 250,384,803
Much Ado About Nothing (1993) 22,551,000
Titanic (1997) 600,779,824
Mrs. Doubtfire (1993) 330,200,000
Monty Python and the Holy Grail (1974) 1,821,082
Alien (1979) 42,285,739
Aladdin (1992) 328,782,825
Young Frankenstein (1974) 125,123,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Snow White and the Seven Dwarfs (1937) 103,921,550
Princess Bride, The (1987) 21,277,649
Apollo 13 (1995) 94,378,651
Pinocchio (1940) 59,305,559
Mimic (1997) 25,454,187
2001: A Space Odyssey (1968) 25,761,621
Sleepless in Seattle (1993) 191,463,006
Streetcar Named Desire, A (1951) 4,414,474
Star Trek: First Contact (1996) 207,001,027
Grease (1978) 96,605,260
Stand by Me (1986) 69,411,304
Alien: Resurrection (1997) 47,748,610
Men in Black (1997) 367,992,228
Toy Story (1995) 133,344,903
Empire Strikes Back, The (1980) 225,554,189
Average 157,785,708
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