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 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Bridge on the River Kwai, The (1957) 50,495,000
Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Casablanca (1942) 5,806,467 Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469 It's a Wonderful Life (1946) 3,548,018
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000 Shawshank Redemption, The (1994) 28,341,469
Usual Suspects, The (1995) 1,120,000 Casablanca (1942) 5,806,467 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
2001: A Space Odyssey (1968) 25,761,621 English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945
Average 110,091,704 Average 141,640,481 Average 73,704,767

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
Raising Arizona (1987) 22,847,564
Philadelphia (1993) 114,946,440
Empire Strikes Back, The (1980) 225,554,189
Full Metal Jacket (1987) 69,057,676
Speed (1994) 121,248,145
Sling Blade (1996) 24,475,416
Swingers (1996) 4,505,922
Mighty Aphrodite (1995) 6,700,000
American Werewolf in London, An (1981) 20,445,527
This Is Spinal Tap (1984) 188,751
Birds, The (1963) 16,493,900
Toy Story (1995) 133,344,903
When Harry Met Sally... (1989) 134,613,546
Heavy Metal (1981) 9,300,000
Princess Bride, The (1987) 21,277,649
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Apocalypse Now (1979) 42,606,290
Rebel Without a Cause (1955) 4,600,000
Aliens (1986) 121,385,096
In the Name of the Father (1993) 25,096,862
Killing Fields, The (1984) 50,509,720
Taxi Driver (1976) 33,669,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Psycho (1960) 43,200,000
Monty Python and the Holy Grail (1974) 1,821,082
Monty Python's Life of Brian (1979) 646,124
E.T. the Extra-Terrestrial (1982) 259,597,332
Four Weddings and a Funeral (1994) 75,888,832
Amadeus (1984) 23,401,401
Lawrence of Arabia (1962) 20,652,481
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Madness of King George, The (1994) 15,238,994
Backbeat (1993) 2,392,599
Full Monty, The (1997) 45,857,453
Jaws (1975) 199,275,376
Nightmare Before Christmas, The (1993) 22,782,289
Schindler's List (1993) 140,409,248
Bottle Rocket (1996) 1,040,879
Young Frankenstein (1974) 125,123,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Clockwork Orange, A (1971) 38,589,355
Better Off Dead... (1985) 10,297,601
Great Dictator, The (1940) 395,872
Annie Hall (1977) 57,253,791
Victor/Victoria (1982) 28,215,453
Miracle on 34th Street (1994) 17,193,886
Alien (1979) 42,285,739
Brazil (1985) 6,500,000
Gandhi (1982) 77,737,889
Star Trek: The Wrath of Khan (1982) 118,633,541
Star Wars (1977) 731,853,665
Stand by Me (1986) 69,411,304
Average 74,466,311
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