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
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Bridge on the River Kwai, The (1957) 50,495,000
It's a Wonderful Life (1946) 3,548,018 Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Rear Window (1954) 6,759,601
Forrest Gump (1994) 485,691,196 Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409
Average 160,505,973 Average 199,801,170 Average 120,036,093

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
Birds, The (1963) 16,493,900
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Amadeus (1984) 23,401,401
First Knight (1995) 37,600,435
North by Northwest (1959) 19,977,527
Cinderella (1950) 75,188,149
To Kill a Mockingbird (1962) 20,629,846
Immortal Beloved (1994) 9,914,409
Matilda (1996) 33,084,249
Copycat (1995) 32,051,917
Old Yeller (1957) 10,050,000
Ghost (1990) 226,931,306
Hamlet (1996) 4,414,535
In the Line of Fire (1993) 151,314,283
Silence of the Lambs, The (1991) 137,332,208
Cape Fear (1991) 118,590,000
Maverick (1994) 151,131,272
English Patient, The (1996) 111,415,132
20,000 Leagues Under the Sea (1954) 11,000,000
Bonnie and Clyde (1967) 72,800,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Die Hard (1988) 116,707,729
Godfather, The (1972) 291,702,411
Fish Called Wanda, A (1988) 93,259,712
2001: A Space Odyssey (1968) 25,761,621
Primal Fear (1996) 80,646,667
Psycho (1960) 43,200,000
Princess Bride, The (1987) 21,277,649
Star Wars (1977) 731,853,665
Piano, The (1993) 40,158,000
Henry V (1989) 10,161,099
Casablanca (1942) 5,806,467
Sleepless in Seattle (1993) 191,463,006
Die Hard: With a Vengeance (1995) 147,009,359
Ghost and the Darkness, The (1996) 38,553,833
Clear and Present Danger (1994) 176,112,710
Fantasia (1940) 49,310,882
Jaws (1975) 199,275,376
My Fair Lady (1964) 42,805,000
Jurassic Park (1993) 563,476,625
Average 107,471,051
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