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 Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208
Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 E.T. the Extra-Terrestrial (1982) 259,597,332
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Titanic (1997) 600,779,824
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Men in Black (1997) 367,992,228
E.T. the Extra-Terrestrial (1982) 259,597,332 Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Star Trek: First Contact (1996) 207,001,027 African Queen, The (1951) 4,300,000
Amadeus (1984) 23,401,401 English Patient, The (1996) 111,415,132 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Average 116,010,036 Average 176,843,869 Average 207,935,257

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
Back to the Future (1985) 303,398,294
Young Frankenstein (1974) 125,123,000
To Catch a Thief (1955) 13,250,000
Groundhog Day (1993) 103,406,973
Clear and Present Danger (1994) 176,112,710
Babe (1995) 66,600,000
Princess Bride, The (1987) 21,277,649
Air Force One (1997) 250,384,803
Indiana Jones and the Last Crusade (1989) 312,671,806
Empire Strikes Back, The (1980) 225,554,189
Star Trek: The Wrath of Khan (1982) 118,633,541
Mr. Holland's Opus (1995) 119,078,097
Independence Day (ID4) (1996) 483,359,255
Secret Garden, The (1993) 30,000,000
Ransom (1996) 207,758,522
North by Northwest (1959) 19,977,527
Return of the Jedi (1983) 500,773,409
Jurassic Park (1993) 563,476,625
Liar Liar (1997) 277,327,280
Lion King, The (1994) 188,740,944
Dances with Wolves (1990) 265,746,848
Monty Python and the Holy Grail (1974) 1,821,082
Apollo 13 (1995) 94,378,651
Quiet Man, The (1952) 3,800,000
Speed (1994) 121,248,145
Braveheart (1995) 110,286,945
Singin' in the Rain (1952) 7,665,000
Star Wars (1977) 731,853,665
Forrest Gump (1994) 485,691,196
Mary Poppins (1964) 133,300,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Schindler's List (1993) 140,409,248
Fish Called Wanda, A (1988) 93,259,712
It's a Wonderful Life (1946) 3,548,018
Aladdin (1992) 328,782,825
True Lies (1994) 226,261,000
Terminator 2: Judgment Day (1991) 207,064,802
My Fair Lady (1964) 42,805,000
Sleepless in Seattle (1993) 191,463,006
Average 190,810,357
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