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
Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649 Silence of the Lambs, The (1991) 137,332,208 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 E.T. the Extra-Terrestrial (1982) 259,597,332
Schindler's List (1993) 140,409,248 Toy Story (1995) 133,344,903 Casablanca (1942) 5,806,467
Aliens (1986) 121,385,096 Contact (1997) 149,887,543 Dances with Wolves (1990) 265,746,848
Shawshank Redemption, The (1994) 28,341,469 Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201
Star Trek: The Wrath of Khan (1982) 118,633,541 Schindler's List (1993) 140,409,248 Forrest Gump (1994) 485,691,196
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649
Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469 Reservoir Dogs (1992) 2,687,008
Average 110,106,070 Average 161,170,943 Average 169,427,256

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
Alien (1979) 42,285,739
Star Wars (1977) 731,853,665
Kingpin (1996) 24,944,213
Top Gun (1986) 256,050,237
Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409
Die Hard (1988) 116,707,729
Boot, Das (1981) 11,433,134
Star Trek IV: The Voyage Home (1986) 124,751,249
Blade Runner (1982) 1,445,283
Raising Arizona (1987) 22,847,564
Hunt for Red October, The (1990) 179,209,868
Jaws (1975) 199,275,376
Die Hard: With a Vengeance (1995) 147,009,359
Independence Day (ID4) (1996) 483,359,255
Back to the Future (1985) 303,398,294
Highlander (1986) 5,735,847
Executive Decision (1996) 93,638,632
Monty Python and the Holy Grail (1974) 1,821,082
Terminator 2: Judgment Day (1991) 207,064,802
Star Trek: First Contact (1996) 207,001,027
True Lies (1994) 226,261,000
Cool Hand Luke (1967) 7,300,000
M*A*S*H (1970) 109,920,000
Braveheart (1995) 110,286,945
Get Shorty (1995) 103,619,110
Die Hard 2 (1990) 120,083,665
Psycho (1960) 43,200,000
Brazil (1985) 6,500,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Average 164,200,082
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