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 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Babe (1995) 66,600,000
Braveheart (1995) 110,286,945 Schindler's List (1993) 140,409,248 Vertigo (1958) 7,024,928
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134
It's a Wonderful Life (1946) 3,548,018 Shawshank Redemption, The (1994) 28,341,469 Alien (1979) 42,285,739
Amadeus (1984) 23,401,401 Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Braveheart (1995) 110,286,945 Forrest Gump (1994) 485,691,196
Forrest Gump (1994) 485,691,196 Air Force One (1997) 250,384,803 Usual Suspects, The (1995) 1,120,000
Average 138,978,559 Average 187,904,605 Average 113,710,189

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
In & Out (1997) 63,826,569
Grosse Pointe Blank (1997) 28,014,536
As Good As It Gets (1997) 215,563,842
Cinderella (1950) 75,188,149
Roman Holiday (1953) 8,000,000
Philadelphia (1993) 114,946,440
2 Days in the Valley (1996) 11,090,856
Shadowlands (1993) 25,842,000
North by Northwest (1959) 19,977,527
Mary Poppins (1964) 133,300,000
Sleepless in Seattle (1993) 191,463,006
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Waiting for Guffman (1996) 2,892,582
Star Wars (1977) 731,853,665
Fargo (1996) 24,611,975
Pulp Fiction (1994) 84,022,201
Good Will Hunting (1997) 192,328,280
Breakfast at Tiffany's (1961) 15,500,000
Four Weddings and a Funeral (1994) 75,888,832
Stargate (1994) 105,565,669
Return of the Jedi (1983) 500,773,409
Casablanca (1942) 5,806,467
American Werewolf in London, An (1981) 20,445,527
Clerks (1994) 3,151,130
Jumanji (1995) 152,675,249
Monty Python and the Holy Grail (1974) 1,821,082
Full Monty, The (1997) 45,857,453
Fantasia (1940) 49,310,882
Sex, Lies, and Videotape (1989) 24,741,700
Forbidden Planet (1956) 3,000,000
Men in Black (1997) 367,992,228
Only You (1994) 20,042,048
Aladdin (1992) 328,782,825
My Fair Lady (1964) 42,805,000
Anastasia (1997) 83,412,682
Real Genius (1985) 13,000,000
Gattaca (1997) 12,339,633
GoldenEye (1995) 146,028,496
To Catch a Thief (1955) 13,250,000
Sirens (1994) 7,770,731
L.A. Confidential (1997) 64,604,977
Demolition Man (1993) 83,555,768
Searching for Bobby Fischer (1993) 7,266,383
Sneakers (1992) 75,733,000
Beauty and the Beast (1991) 94,902,028
Bedknobs and Broomsticks (1971) 838,193
Silence of the Lambs, The (1991) 137,332,208
Nightmare Before Christmas, The (1993) 22,782,289
Apollo 13 (1995) 94,378,651
Much Ado About Nothing (1993) 22,551,000
Clockwork Orange, A (1971) 38,589,355
Field of Dreams (1989) 94,962,625
Die Hard (1988) 116,707,729
Clueless (1995) 75,525,013
When Harry Met Sally... (1989) 134,613,546
Wag the Dog (1997) 43,022,524
Terminator 2: Judgment Day (1991) 207,064,802
Radioland Murders (1994) 1,299,060
Strictly Ballroom (1992) 11,738,022
Jurassic Park (1993) 563,476,625
Interview with the Vampire (1994) 145,789,330
Tomorrow Never Dies (1997) 184,221,129
True Lies (1994) 226,261,000
Princess Bride, The (1987) 21,277,649
Highlander (1986) 5,735,847
Dead Poets Society (1989) 144,288,116
Empire Strikes Back, The (1980) 225,554,189
Pink Floyd - The Wall (1982) 14,844,106
Bringing Up Baby (1938) 10,863
Heavy Metal (1981) 9,300,000
My Own Private Idaho (1991) 6,258,980
Independence Day (ID4) (1996) 483,359,255
Muppet Treasure Island (1996) 33,609,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Threesome (1994) 14,815,000
Back to the Future (1985) 303,398,294
Fish Called Wanda, A (1988) 93,259,712
Groundhog Day (1993) 103,406,973
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Rear Window (1954) 6,759,601
Indiana Jones and the Last Crusade (1989) 312,671,806
Sabrina (1995) 76,780,029
Fried Green Tomatoes (1991) 117,503,000
This Is Spinal Tap (1984) 188,751
Average 102,365,104
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