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
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Indiana Jones and the Last Crusade (1989) 312,671,806
Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201 It's a Wonderful Life (1946) 3,548,018
Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189 2001: A Space Odyssey (1968) 25,761,621
Titanic (1997) 600,779,824 Sense and Sensibility (1995) 62,493,774 Boot, Das (1981) 11,433,134
Braveheart (1995) 110,286,945 Twelve Monkeys (1995) 82,512,000 Forrest Gump (1994) 485,691,196
Usual Suspects, The (1995) 1,120,000 Men in Black (1997) 367,992,228 Dead Man Walking (1995) 39,025,000
Casablanca (1942) 5,806,467 Princess Bride, The (1987) 21,277,649 North by Northwest (1959) 19,977,527
Average 147,248,896 Average 186,827,355 Average 128,534,938

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
Shawshank Redemption, The (1994) 28,341,469
Alien (1979) 42,285,739
Jerry Maguire (1996) 228,557,864
Bridge on the River Kwai, The (1957) 50,495,000
Amadeus (1984) 23,401,401
Moll Flanders (1996) 3,363,968
Spitfire Grill, The (1996) 12,643,776
Star Wars (1977) 731,853,665
Streetcar Named Desire, A (1951) 4,414,474
Fargo (1996) 24,611,975
White Squall (1996) 10,300,000
Mr. Holland's Opus (1995) 119,078,097
To Kill a Mockingbird (1962) 20,629,846
Star Trek: First Contact (1996) 207,001,027
Liar Liar (1997) 277,327,280
One Flew Over the Cuckoo's Nest (1975) 171,940,000
What's Eating Gilbert Grape (1993) 9,170,214
Silence of the Lambs, The (1991) 137,332,208
English Patient, The (1996) 111,415,132
Independence Day (ID4) (1996) 483,359,255
That Thing You Do! (1996) 25,809,813
Return of the Jedi (1983) 500,773,409
Air Force One (1997) 250,384,803
Raising Arizona (1987) 22,847,564
African Queen, The (1951) 4,300,000
Back to the Future (1985) 303,398,294
Godfather, The (1972) 291,702,411
Being There (1979) 30,177,511
Enchanted April (1991) 13,200,170
Average 142,762,633
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