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 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Rear Window (1954) 6,759,601
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 GoodFellas (1990) 67,336,394
Princess Bride, The (1987) 21,277,649 Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409
2001: A Space Odyssey (1968) 25,761,621 Contact (1997) 149,887,543 Aliens (1986) 121,385,096
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 Hunt for Red October, The (1990) 179,209,868
Rear Window (1954) 6,759,601 Toy Story (1995) 133,344,903 Apocalypse Now (1979) 42,606,290
Blade Runner (1982) 1,445,283 English Patient, The (1996) 111,415,132 Blade Runner (1982) 1,445,283
Amadeus (1984) 23,401,401 Monty Python and the Holy Grail (1974) 1,821,082 It's a Wonderful Life (1946) 3,548,018
Apocalypse Now (1979) 42,606,290 Blade Runner (1982) 1,445,283 Fargo (1996) 24,611,975
Average 31,643,561 Average 111,332,769 Average 108,808,518

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
Usual Suspects, The (1995) 1,120,000
In the Name of the Father (1993) 25,096,862
Six Degrees of Separation (1993) 6,410,676
Hoop Dreams (1994) 7,830,611
Godfather, The (1972) 291,702,411
Babe (1995) 66,600,000
Seven (Se7en) (1995) 143,225,000
Empire Strikes Back, The (1980) 225,554,189
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Braveheart (1995) 110,286,945
African Queen, The (1951) 4,300,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Casablanca (1942) 5,806,467
Short Cuts (1993) 6,110,979
Scream (1996) 103,001,286
M*A*S*H (1970) 109,920,000
Annie Hall (1977) 57,253,791
Silence of the Lambs, The (1991) 137,332,208
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Wars (1977) 731,853,665
Taxi Driver (1976) 33,669,000
Terminator 2: Judgment Day (1991) 207,064,802
Clerks (1994) 3,151,130
Patton (1970) 89,800,000
Alien (1979) 42,285,739
It Happened One Night (1934) 2,000,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Brazil (1985) 6,500,000
Chinatown (1974) 42,400,000
Raising Arizona (1987) 22,847,564
Back to the Future (1985) 303,398,294
Glory (1989) 100,326
Young Frankenstein (1974) 125,123,000
Jaws (1975) 199,275,376
Pulp Fiction (1994) 84,022,201
Crumb (1994) 3,174,695
Citizen Kane (1941) 1,640,769
Forrest Gump (1994) 485,691,196
Godfather: Part II, The (1974) 87,973,000
Average 115,969,383
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