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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Swingers (1996) 4,505,922
Toy Story (1995) 133,344,903 Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Clerks (1994) 3,151,130
L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453 Monty Python's Life of Brian (1979) 646,124
Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774 L.A. Confidential (1997) 64,604,977
Shawshank Redemption, The (1994) 28,341,469 Chasing Amy (1997) 12,006,514 Independence Day (ID4) (1996) 483,359,255
Average 154,172,591 Average 159,720,176 Average 123,035,814

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
Fierce Creatures (1997) 9,202,671
Scream (1996) 103,001,286
Jeffrey (1995) 3,487,767
Love! Valour! Compassion! (1997) 2,874,242
Alien (1979) 42,285,739
Contact (1997) 149,887,543
Monty Python and the Holy Grail (1974) 1,821,082
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Groundhog Day (1993) 103,406,973
Die Hard (1988) 116,707,729
Dave (1993) 93,370,710
It's My Party (1995) 616,663
Lion King, The (1994) 188,740,944
Philadelphia (1993) 114,946,440
First Wives Club, The (1996) 150,063,383
M*A*S*H (1970) 109,920,000
Fish Called Wanda, A (1988) 93,259,712
Aladdin (1992) 328,782,825
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Jurassic Park (1993) 563,476,625
Princess Bride, The (1987) 21,277,649
Beautiful Thing (1996) 1,449,934
Sneakers (1992) 75,733,000
In & Out (1997) 63,826,569
Terminator 2: Judgment Day (1991) 207,064,802
Waiting for Guffman (1996) 2,892,582
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Cat on a Hot Tin Roof (1958) 26,355,486
Mirror Has Two Faces, The (1996) 59,629,485
Evita (1996) 73,298,979
Sum of Us, The (1994) 766,464
Picture Bride (1995) 1,238,905
Silence of the Lambs, The (1991) 137,332,208
In the Company of Men (1997) 2,856,622
Return of the Jedi (1983) 500,773,409
Jane Eyre (1996) 5,173,860
It's a Wonderful Life (1946) 3,548,018
Amadeus (1984) 23,401,401
Babe (1995) 66,600,000
Nightmare on Elm Street, A (1984) 65,398,755
Speed (1994) 121,248,145
2001: A Space Odyssey (1968) 25,761,621
Star Trek: The Wrath of Khan (1982) 118,633,541
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Firm, The (1993) 686,502
Back to the Future (1985) 303,398,294
Empire Strikes Back, The (1980) 225,554,189
Star Wars (1977) 731,853,665
Star Trek: First Contact (1996) 207,001,027
Average 107,335,224
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