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 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Indiana Jones and the Last Crusade (1989) 312,671,806
Indiana Jones and the Last Crusade (1989) 312,671,806 Titanic (1997) 600,779,824 Men in Black (1997) 367,992,228
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Godfather: Part II, The (1974) 87,973,000
Terminator 2: Judgment Day (1991) 207,064,802 Princess Bride, The (1987) 21,277,649 Shawshank Redemption, The (1994) 28,341,469
It's a Wonderful Life (1946) 3,548,018 Jerry Maguire (1996) 228,557,864 Aliens (1986) 121,385,096
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Air Force One (1997) 250,384,803 Alien (1979) 42,285,739
Monty Python and the Holy Grail (1974) 1,821,082 Indiana Jones and the Last Crusade (1989) 312,671,806 It's a Wonderful Life (1946) 3,548,018
Average 119,632,411 Average 204,156,024 Average 156,118,467

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
Apollo 13 (1995) 94,378,651
Babe (1995) 66,600,000
English Patient, The (1996) 111,415,132
Searching for Bobby Fischer (1993) 7,266,383
Silence of the Lambs, The (1991) 137,332,208
Forrest Gump (1994) 485,691,196
Star Trek: The Wrath of Khan (1982) 118,633,541
Jurassic Park (1993) 563,476,625
Dead Man Walking (1995) 39,025,000
Fantasia (1940) 49,310,882
Cliffhanger (1993) 127,356,211
Twister (1996) 375,152,715
Remains of the Day, The (1993) 22,954,968
Lost World: Jurassic Park, The (1997) 359,161,284
Postino, Il (1994) 20,681,301
Schindler's List (1993) 140,409,248
This Is Spinal Tap (1984) 188,751
American President, The (1995) 95,000,000
Murder in the First (1995) 17,382,000
Seven (Se7en) (1995) 143,225,000
Quiz Show (1994) 24,822,619
My Fellow Americans (1996) 22,294,341
Star Trek: First Contact (1996) 207,001,027
E.T. the Extra-Terrestrial (1982) 259,597,332
Hunt for Red October, The (1990) 179,209,868
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Cape Fear (1991) 118,590,000
Truth About Cats & Dogs, The (1996) 34,073,143
Dave (1993) 93,370,710
Independence Day (ID4) (1996) 483,359,255
Mission: Impossible (1996) 274,049,639
Sense and Sensibility (1995) 62,493,774
Lion King, The (1994) 188,740,944
Field of Dreams (1989) 94,962,625
In the Line of Fire (1993) 151,314,283
Miracle on 34th Street (1994) 17,193,886
Crimson Tide (1995) 135,266,000
Braveheart (1995) 110,286,945
Star Trek IV: The Voyage Home (1986) 124,751,249
Back to the Future (1985) 303,398,294
Evita (1996) 73,298,979
Shine (1996) 53,830,909
Groundhog Day (1993) 103,406,973
Eraser (1996) 147,260,786
Gandhi (1982) 77,737,889
Conspiracy Theory (1997) 111,189,998
Malice (1993) 67,044,636
Mr. Holland's Opus (1995) 119,078,097
Gone with the Wind (1939) 200,155,278
Aladdin (1992) 328,782,825
Ben-Hur (1959) 106,992,000
Star Wars (1977) 731,853,665
Firm, The (1993) 686,502
Four Weddings and a Funeral (1994) 75,888,832
Pulp Fiction (1994) 84,022,201
Amadeus (1984) 23,401,401
Return of the Jedi (1983) 500,773,409
Empire Strikes Back, The (1980) 225,554,189
Average 153,351,303
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