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
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 E.T. the Extra-Terrestrial (1982) 259,597,332
Forrest Gump (1994) 485,691,196 Schindler's List (1993) 140,409,248 Princess Bride, The (1987) 21,277,649
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Twelve Monkeys (1995) 82,512,000 Titanic (1997) 600,779,824
E.T. the Extra-Terrestrial (1982) 259,597,332 Star Trek: First Contact (1996) 207,001,027 Casablanca (1942) 5,806,467
Average 144,758,530 Average 173,953,608 Average 186,275,488

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
Terminator 2: Judgment Day (1991) 207,064,802
Army of Darkness (1993) 11,502,976
Dead Poets Society (1989) 144,288,116
Clear and Present Danger (1994) 176,112,710
Die Hard: With a Vengeance (1995) 147,009,359
Platoon (1986) 207,900,328
Die Hard 2 (1990) 120,083,665
Return of the Jedi (1983) 500,773,409
Highlander (1986) 5,735,847
Star Wars (1977) 731,853,665
Rumble in the Bronx (1995) 32,333,860
Demolition Man (1993) 83,555,768
Die Hard (1988) 116,707,729
Toy Story (1995) 133,344,903
Groundhog Day (1993) 103,406,973
Blade Runner (1982) 1,445,283
In the Line of Fire (1993) 151,314,283
Empire Strikes Back, The (1980) 225,554,189
Babe (1995) 66,600,000
Alien (1979) 42,285,739
Batman (1989) 401,685,407
Back to the Future (1985) 303,398,294
Speed (1994) 121,248,145
Jurassic Park (1993) 563,476,625
Shawshank Redemption, The (1994) 28,341,469
True Lies (1994) 226,261,000
Braveheart (1995) 110,286,945
Eraser (1996) 147,260,786
Jackie Chan's First Strike (1996) 14,511,338
Hunt for Red October, The (1990) 179,209,868
Under Siege (1992) 120,463,139
Aliens (1986) 121,385,096
Young Frankenstein (1974) 125,123,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Much Ado About Nothing (1993) 22,551,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Average 170,149,473
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