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 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Empire Strikes Back, The (1980) 225,554,189 Godfather: Part II, The (1974) 87,973,000
Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543 North by Northwest (1959) 19,977,527
Casablanca (1942) 5,806,467 Usual Suspects, The (1995) 1,120,000 Braveheart (1995) 110,286,945
Blade Runner (1982) 1,445,283 Shawshank Redemption, The (1994) 28,341,469 GoodFellas (1990) 67,336,394
Shawshank Redemption, The (1994) 28,341,469 Blade Runner (1982) 1,445,283 Godfather, The (1972) 291,702,411
Rear Window (1954) 6,759,601 Casablanca (1942) 5,806,467 Great Dictator, The (1940) 395,872
Citizen Kane (1941) 1,640,769 Twelve Monkeys (1995) 82,512,000 Men in Black (1997) 367,992,228
Alien (1979) 42,285,739 Alien (1979) 42,285,739 It's a Wonderful Life (1946) 3,548,018
Clockwork Orange, A (1971) 38,589,355 Titanic (1997) 600,779,824 To Kill a Mockingbird (1962) 20,629,846
Average 64,324,528 Average 142,943,492 Average 99,818,371

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
Apollo 13 (1995) 94,378,651
Sabrina (1954) 14,000,000
Tomorrow Never Dies (1997) 184,221,129
Cinema Paradiso (1988) 392,045
Silence of the Lambs, The (1991) 137,332,208
Forrest Gump (1994) 485,691,196
Fargo (1996) 24,611,975
Fish Called Wanda, A (1988) 93,259,712
Toy Story (1995) 133,344,903
This Is Spinal Tap (1984) 188,751
Return of the Jedi (1983) 500,773,409
English Patient, The (1996) 111,415,132
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Schindler's List (1993) 140,409,248
Brazil (1985) 6,500,000
My Favorite Year (1982) 20,123,620
Full Metal Jacket (1987) 69,057,676
Local Hero (1983) 5,767,363
Monty Python and the Holy Grail (1974) 1,821,082
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Raising Arizona (1987) 22,847,564
Pulp Fiction (1994) 84,022,201
Terminator 2: Judgment Day (1991) 207,064,802
Sleeper (1973) 18,344,729
Apocalypse Now (1979) 42,606,290
Princess Bride, The (1987) 21,277,649
Reservoir Dogs (1992) 2,687,008
Annie Hall (1977) 57,253,791
Star Wars (1977) 731,853,665
Amadeus (1984) 23,401,401
Patton (1970) 89,800,000
2001: A Space Odyssey (1968) 25,761,621
Average 110,225,732
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