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 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Die Hard (1988) 116,707,729
Usual Suspects, The (1995) 1,120,000 Jerry Maguire (1996) 228,557,864 Apollo 13 (1995) 94,378,651
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Batman (1989) 401,685,407
Jerry Maguire (1996) 228,557,864 Shawshank Redemption, The (1994) 28,341,469 Psycho (1960) 43,200,000
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Rear Window (1954) 6,759,601
E.T. the Extra-Terrestrial (1982) 259,597,332 L.A. Confidential (1997) 64,604,977 Usual Suspects, The (1995) 1,120,000
Die Hard (1988) 116,707,729 Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469
Average 194,966,455 Average 174,937,960 Average 119,975,217

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
Tin Cup (1996) 77,003,584
Beautiful Girls (1996) 20,837,000
Forrest Gump (1994) 485,691,196
Tomorrow Never Dies (1997) 184,221,129
Three Colors: White (1994) 1,464,625
Lost World: Jurassic Park, The (1997) 359,161,284
Highlander (1986) 5,735,847
Independence Day (ID4) (1996) 483,359,255
Jurassic Park (1993) 563,476,625
Fargo (1996) 24,611,975
Terminator 2: Judgment Day (1991) 207,064,802
Indiana Jones and the Last Crusade (1989) 312,671,806
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Apocalypse Now (1979) 42,606,290
Broken Arrow (1996) 105,069,070
Fifth Element, The (1997) 92,897,302
Brazil (1985) 6,500,000
Killing Fields, The (1984) 50,509,720
Gandhi (1982) 77,737,889
Selena (1997) 35,422,828
Cop Land (1997) 64,207,716
Real Genius (1985) 13,000,000
Hunt for Red October, The (1990) 179,209,868
Happy Gilmore (1996) 38,624,000
Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189
Amadeus (1984) 23,401,401
Aliens (1986) 121,385,096
Swingers (1996) 4,505,922
Aladdin (1992) 328,782,825
Star Wars (1977) 731,853,665
Contact (1997) 149,887,543
Heat (1995) 97,783,000
Pulp Fiction (1994) 84,022,201
Three Colors: Red (1994) 4,043,686
Return of the Jedi (1983) 500,773,409
Hoop Dreams (1994) 7,830,611
Jackie Chan's First Strike (1996) 14,511,338
Casablanca (1942) 5,806,467
What's Eating Gilbert Grape (1993) 9,170,214
Delicatessen (1991) 1,794,187
Braveheart (1995) 110,286,945
This Is Spinal Tap (1984) 188,751
Dead Poets Society (1989) 144,288,116
Casino (1995) 62,726,000
Pinocchio (1940) 59,305,559
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Lion King, The (1994) 188,740,944
Eraser (1996) 147,260,786
Kingpin (1996) 24,944,213
Full Metal Jacket (1987) 69,057,676
In the Line of Fire (1993) 151,314,283
Alien (1979) 42,285,739
Sneakers (1992) 75,733,000
Die Hard: With a Vengeance (1995) 147,009,359
Ran (1985) 113,948
Evil Dead II (1987) 5,923,044
Dante's Peak (1997) 98,728,432
Scream (1996) 103,001,286
Air Force One (1997) 250,384,803
Conspiracy Theory (1997) 111,189,998
Monty Python and the Holy Grail (1974) 1,821,082
GoodFellas (1990) 67,336,394
Princess Bride, The (1987) 21,277,649
Rumble in the Bronx (1995) 32,333,860
Monty Python's Life of Brian (1979) 646,124
Twister (1996) 375,152,715
Jaws (1975) 199,275,376
Men in Black (1997) 367,992,228
Bean (1997) 45,298,656
Con Air (1997) 146,553,269
Spawn (1997) 84,882,059
Back to the Future (1985) 303,398,294
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Blade Runner (1982) 1,445,283
Young Frankenstein (1974) 125,123,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Sabrina (1995) 76,780,029
Austin Powers: International Man of Mystery (1997) 78,171,630
Average 125,736,245
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