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
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 L.A. Confidential (1997) 64,604,977 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 L.A. Confidential (1997) 64,604,977
Monty Python and the Holy Grail (1974) 1,821,082 Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000
Braveheart (1995) 110,286,945 Air Force One (1997) 250,384,803 To Kill a Mockingbird (1962) 20,629,846
Casablanca (1942) 5,806,467 Full Monty, The (1997) 45,857,453 Monty Python and the Holy Grail (1974) 1,821,082
English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
L.A. Confidential (1997) 64,604,977 Princess Bride, The (1987) 21,277,649 Sense and Sensibility (1995) 62,493,774
Dead Man Walking (1995) 39,025,000 Jerry Maguire (1996) 228,557,864 Independence Day (ID4) (1996) 483,359,255
E.T. the Extra-Terrestrial (1982) 259,597,332 Chasing Amy (1997) 12,006,514 Casablanca (1942) 5,806,467
Average 97,979,802 Average 113,909,282 Average 84,032,827

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
It's a Wonderful Life (1946) 3,548,018
Twelve Monkeys (1995) 82,512,000
Raising Arizona (1987) 22,847,564
Dead Poets Society (1989) 144,288,116
Pinocchio (1940) 59,305,559
Bean (1997) 45,298,656
Smilla's Sense of Snow (1997) 2,221,994
Event Horizon (1997) 26,616,590
GoldenEye (1995) 146,028,496
Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469
Truth About Cats & Dogs, The (1996) 34,073,143
Dolores Claiborne (1994) 24,361,867
My Fair Lady (1964) 42,805,000
Miracle on 34th Street (1994) 17,193,886
Romy and Michele's High School Reunion (1997) 29,205,077
Toy Story (1995) 133,344,903
Piano, The (1993) 40,158,000
North by Northwest (1959) 19,977,527
True Romance (1993) 12,281,500
Lion King, The (1994) 188,740,944
Sling Blade (1996) 24,475,416
Bound (1996) 3,798,532
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Taxi Driver (1976) 33,669,000
Palookaville (1996) 315,230
Celluloid Closet, The (1995) 1,507,800
Donnie Brasco (1997) 60,851,988
Sleepers (1996) 76,705,552
Beavis and Butt-head Do America (1996) 90,162,233
Beautiful Thing (1996) 1,449,934
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
2001: A Space Odyssey (1968) 25,761,621
Blade Runner (1982) 1,445,283
Forrest Gump (1994) 485,691,196
Pulp Fiction (1994) 84,022,201
Star Wars (1977) 731,853,665
Starship Troopers (1997) 79,093,786
Freeway (1996) 295,493
Scream (1996) 103,001,286
Gandhi (1982) 77,737,889
Titanic (1997) 600,779,824
Beautician and the Beast, The (1997) 11,454,593
Boogie Nights (1997) 26,384,919
Clockwork Orange, A (1971) 38,589,355
Trainspotting (1996) 16,501,785
Gattaca (1997) 12,339,633
Fargo (1996) 24,611,975
Contact (1997) 149,887,543
Crash (1996) 3,168,660
Return of the Jedi (1983) 500,773,409
Clueless (1995) 75,525,013
Heavenly Creatures (1994) 3,049,135
Hercules (1997) 142,729,205
Star Trek: First Contact (1996) 207,001,027
Aladdin (1992) 328,782,825
Red Corner (1997) 22,415,440
Grace of My Heart (1996) 617,632
Usual Suspects, The (1995) 1,120,000
Shallow Grave (1994) 2,881,508
Amadeus (1984) 23,401,401
Killing Zoe (1994) 418,953
Cinderella (1950) 75,188,149
Brazil (1985) 6,500,000
Silence of the Lambs, The (1991) 137,332,208
Apollo 13 (1995) 94,378,651
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Nightmare Before Christmas, The (1993) 22,782,289
Monty Python's Life of Brian (1979) 646,124
Alien (1979) 42,285,739
Leaving Las Vegas (1995) 31,968,347
Beauty and the Beast (1991) 94,902,028
Groundhog Day (1993) 103,406,973
Basic Instinct (1992) 126,227,000
Short Cuts (1993) 6,110,979
Hudsucker Proxy, The (1994) 2,869,369
Victor/Victoria (1982) 28,215,453
Die Hard (1988) 116,707,729
Average 83,841,798
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