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
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Silence of the Lambs, The (1991) 137,332,208 Titanic (1997) 600,779,824 Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Twister (1996) 375,152,715
Hunt for Red October, The (1990) 179,209,868 Princess Bride, The (1987) 21,277,649 Groundhog Day (1993) 103,406,973
It's a Wonderful Life (1946) 3,548,018 Jerry Maguire (1996) 228,557,864 Hunt for Red October, The (1990) 179,209,868
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Blade Runner (1982) 1,445,283
Average 151,123,487 Average 187,328,499 Average 136,230,002

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
My Left Foot (1989) 14,743,391
Free Willy (1993) 113,698,625
Braveheart (1995) 110,286,945
Beautician and the Beast, The (1997) 11,454,593
Angels in the Outfield (1994) 72,693,831
Harriet the Spy (1996) 26,539,321
Usual Suspects, The (1995) 1,120,000
Dead Poets Society (1989) 144,288,116
Monty Python and the Holy Grail (1974) 1,821,082
African Queen, The (1951) 4,300,000
Lion King, The (1994) 188,740,944
Star Trek: The Wrath of Khan (1982) 118,633,541
Broken Arrow (1996) 105,069,070
Die Hard (1988) 116,707,729
First Wives Club, The (1996) 150,063,383
Speed (1994) 121,248,145
Terminator 2: Judgment Day (1991) 207,064,802
Clear and Present Danger (1994) 176,112,710
Conan the Barbarian (1981) 60,241,612
Free Willy 2: The Adventure Home (1995) 30,077,111
Sixth Man, The (1997) 14,708,874
Jaws (1975) 199,275,376
Homeward Bound: The Incredible Journey (1993) 60,039,088
Top Gun (1986) 256,050,237
Men in Black (1997) 367,992,228
Mission: Impossible (1996) 274,049,639
Star Trek III: The Search for Spock (1984) 106,458,579
Return of the Jedi (1983) 500,773,409
Cool Hand Luke (1967) 7,300,000
Mary Poppins (1964) 133,300,000
2001: A Space Odyssey (1968) 25,761,621
Star Trek IV: The Voyage Home (1986) 124,751,249
Forget Paris (1995) 33,194,500
Apollo 13 (1995) 94,378,651
Independence Day (ID4) (1996) 483,359,255
Dirty Dancing (1987) 89,171,578
My Fellow Americans (1996) 22,294,341
Jurassic Park (1993) 563,476,625
Miracle on 34th Street (1994) 17,193,886
Santa Clause, The (1994) 139,225,854
Maverick (1994) 151,131,272
American Werewolf in London, An (1981) 20,445,527
When Harry Met Sally... (1989) 134,613,546
Mrs. Doubtfire (1993) 330,200,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
First Kid (1996) 26,459,681
Empire Strikes Back, The (1980) 225,554,189
Last Action Hero (1993) 76,746,994
Ghost (1990) 226,931,306
Star Wars (1977) 731,853,665
Pretty Woman (1990) 260,311,268
Indiana Jones and the Last Crusade (1989) 312,671,806
Toy Story (1995) 133,344,903
E.T. the Extra-Terrestrial (1982) 259,597,332
Grease (1978) 96,605,260
Star Trek: First Contact (1996) 207,001,027
Back to the Future (1985) 303,398,294
Sleepless in Seattle (1993) 191,463,006
Aladdin (1992) 328,782,825
Junior (1994) 56,276,640
Home Alone (1990) 425,860,243
Love Serenade (1996) 579,337
M*A*S*H (1970) 109,920,000
Day the Earth Stood Still, The (1951) 79,366,978
Cool Runnings (1993) 98,839,263
Bedknobs and Broomsticks (1971) 838,193
Father of the Bride Part II (1995) 112,794,000
Forrest Gump (1994) 485,691,196
I'm Not Rappaport (1996) 222,525
Quiz Show (1994) 24,822,619
While You Were Sleeping (1995) 119,964,016
Dave (1993) 93,370,710
Murder at 1600 (1997) 25,826,788
Mr. Holland's Opus (1995) 119,078,097
Average 151,399,143
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