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
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Pulp Fiction (1994) 84,022,201 Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201
Braveheart (1995) 110,286,945 Pulp Fiction (1994) 84,022,201 Braveheart (1995) 110,286,945
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Terminator 2: Judgment Day (1991) 207,064,802
Monty Python and the Holy Grail (1974) 1,821,082 Braveheart (1995) 110,286,945 Babe (1995) 66,600,000
Usual Suspects, The (1995) 1,120,000 Mr. Holland's Opus (1995) 119,078,097 Independence Day (ID4) (1996) 483,359,255
Terminator 2: Judgment Day (1991) 207,064,802 Casablanca (1942) 5,806,467 Psycho (1960) 43,200,000
To Kill a Mockingbird (1962) 20,629,846 Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543
2001: A Space Odyssey (1968) 25,761,621 Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543
Independence Day (ID4) (1996) 483,359,255 Independence Day (ID4) (1996) 483,359,255 Boot, Das (1981) 11,433,134
Average 96,821,368 Average 158,450,288 Average 133,408,289

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
Mission: Impossible (1996) 274,049,639
Good, The Bad and The Ugly, The (1966) 19,000,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Courage Under Fire (1996) 87,335,823
Pinocchio (1940) 59,305,559
Remains of the Day, The (1993) 22,954,968
Day the Earth Stood Still, The (1951) 79,366,978
Godfather: Part II, The (1974) 87,973,000
Apocalypse Now (1979) 42,606,290
Raising Arizona (1987) 22,847,564
Little Women (1994) 75,083,616
Schindler's List (1993) 140,409,248
Four Weddings and a Funeral (1994) 75,888,832
When Harry Met Sally... (1989) 134,613,546
Jurassic Park (1993) 563,476,625
Top Gun (1986) 256,050,237
Alien (1979) 42,285,739
Amadeus (1984) 23,401,401
Bridge on the River Kwai, The (1957) 50,495,000
Emma (1996) 22,201,883
Beauty and the Beast (1991) 94,902,028
Empire Strikes Back, The (1980) 225,554,189
Twelve Monkeys (1995) 82,512,000
Blade Runner (1982) 1,445,283
Cinderella (1950) 75,188,149
Forrest Gump (1994) 485,691,196
Snow White and the Seven Dwarfs (1937) 103,921,550
Dave (1993) 93,370,710
Circle of Friends (1995) 23,397,365
Back to the Future (1985) 303,398,294
Sex, Lies, and Videotape (1989) 24,741,700
While You Were Sleeping (1995) 119,964,016
E.T. the Extra-Terrestrial (1982) 259,597,332
Phenomenon (1996) 155,732,573
Star Trek: First Contact (1996) 207,001,027
Gone with the Wind (1939) 200,155,278
Aristocats, The (1970) 43,914,658
Godfather, The (1972) 291,702,411
Dead Man Walking (1995) 39,025,000
Apollo 13 (1995) 94,378,651
Jerry Maguire (1996) 228,557,864
Lion King, The (1994) 188,740,944
Groundhog Day (1993) 103,406,973
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Stand by Me (1986) 69,411,304
Truth About Cats & Dogs, The (1996) 34,073,143
Aliens (1986) 121,385,096
Old Yeller (1957) 10,050,000
It's a Wonderful Life (1946) 3,548,018
Unforgiven (1992) 119,081,912
Evita (1996) 73,298,979
Return of the Jedi (1983) 500,773,409
Broken Arrow (1996) 105,069,070
Princess Bride, The (1987) 21,277,649
Clockwork Orange, A (1971) 38,589,355
Young Frankenstein (1974) 125,123,000
Dances with Wolves (1990) 265,746,848
River Wild, The (1994) 69,356,343
Indiana Jones and the Last Crusade (1989) 312,671,806
Bonnie and Clyde (1967) 72,800,000
Silence of the Lambs, The (1991) 137,332,208
Sleepless in Seattle (1993) 191,463,006
True Lies (1994) 226,261,000
Get Shorty (1995) 103,619,110
English Patient, The (1996) 111,415,132
M*A*S*H (1970) 109,920,000
Sense and Sensibility (1995) 62,493,774
Spitfire Grill, The (1996) 12,643,776
Star Wars (1977) 731,853,665
Full Metal Jacket (1987) 69,057,676
Mary Poppins (1964) 133,300,000
In the Line of Fire (1993) 151,314,283
American President, The (1995) 95,000,000
Hunt for Red October, The (1990) 179,209,868
Fargo (1996) 24,611,975
Star Trek: The Wrath of Khan (1982) 118,633,541
Killing Fields, The (1984) 50,509,720
Dead Poets Society (1989) 144,288,116
Bringing Up Baby (1938) 10,863
Aladdin (1992) 328,782,825
Toy Story (1995) 133,344,903
Average 134,316,762
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