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
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248 Dead Man Walking (1995) 39,025,000
Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248
Twelve Monkeys (1995) 82,512,000 Men in Black (1997) 367,992,228 Amadeus (1984) 23,401,401
Terminator 2: Judgment Day (1991) 207,064,802 Twelve Monkeys (1995) 82,512,000 Contact (1997) 149,887,543
Men in Black (1997) 367,992,228 Princess Bride, The (1987) 21,277,649 Blade Runner (1982) 1,445,283
Casablanca (1942) 5,806,467 L.A. Confidential (1997) 64,604,977 Men in Black (1997) 367,992,228
Average 148,800,675 Average 145,115,559 Average 125,649,517

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
Fargo (1996) 24,611,975
Romy and Michele's High School Reunion (1997) 29,205,077
Die Hard (1988) 116,707,729
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Independence Day (ID4) (1996) 483,359,255
Star Wars (1977) 731,853,665
Star Trek: First Contact (1996) 207,001,027
Alien (1979) 42,285,739
Jerry Maguire (1996) 228,557,864
Usual Suspects, The (1995) 1,120,000
Empire Strikes Back, The (1980) 225,554,189
Austin Powers: International Man of Mystery (1997) 78,171,630
Mr. Holland's Opus (1995) 119,078,097
Face/Off (1997) 163,746,077
Cinderella (1950) 75,188,149
To Kill a Mockingbird (1962) 20,629,846
Breakdown (1997) 50,129,186
Return of the Jedi (1983) 500,773,409
Scream (1996) 103,001,286
Private Parts (1997) 59,339,346
Braveheart (1995) 110,286,945
Shawshank Redemption, The (1994) 28,341,469
Executive Decision (1996) 93,638,632
Day the Earth Stood Still, The (1951) 79,366,978
Titanic (1997) 600,779,824
Willy Wonka and the Chocolate Factory (1971) 4,000,000
River Wild, The (1994) 69,356,343
Ransom (1996) 207,758,522
Sense and Sensibility (1995) 62,493,774
Eat Drink Man Woman (1994) 7,294,403
Grosse Pointe Blank (1997) 28,014,536
Indiana Jones and the Last Crusade (1989) 312,671,806
Air Force One (1997) 250,384,803
Three Colors: Blue (1993) 1,324,974
That Thing You Do! (1996) 25,809,813
Phenomenon (1996) 155,732,573
Toy Story (1995) 133,344,903
Psycho (1960) 43,200,000
North by Northwest (1959) 19,977,527
Groundhog Day (1993) 103,406,973
Average 139,962,579
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