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
Braveheart (1995) 110,286,945 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945 Twister (1996) 375,152,715
Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000 True Lies (1994) 226,261,000
Twelve Monkeys (1995) 82,512,000 Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469
Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469 It's a Wonderful Life (1946) 3,548,018
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
Average 151,399,889 Average 176,293,841 Average 149,212,355

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
Star Trek: First Contact (1996) 207,001,027
Indiana Jones and the Last Crusade (1989) 312,671,806
Heavy Metal (1981) 9,300,000
Maverick (1994) 151,131,272
Star Trek: The Wrath of Khan (1982) 118,633,541
Great Dictator, The (1940) 395,872
Dragonheart (1996) 51,317,350
Outbreak (1995) 99,323,573
Batman & Robin (1997) 165,777,671
Hunt for Red October, The (1990) 179,209,868
Batman Returns (1992) 262,844,850
Bram Stoker's Dracula (1992) 129,722,790
Forrest Gump (1994) 485,691,196
Top Gun (1986) 256,050,237
Pinocchio (1940) 59,305,559
Lion King, The (1994) 188,740,944
Pretty Woman (1990) 260,311,268
2001: A Space Odyssey (1968) 25,761,621
Toy Story (1995) 133,344,903
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
Return of the Jedi (1983) 500,773,409
Dead Poets Society (1989) 144,288,116
Men in Black (1997) 367,992,228
Rob Roy (1995) 31,600,000
Alien (1979) 42,285,739
Mrs. Doubtfire (1993) 330,200,000
Real Genius (1985) 13,000,000
Ransom (1996) 207,758,522
Bridge on the River Kwai, The (1957) 50,495,000
Lord of Illusions (1995) 13,293,081
Star Trek IV: The Voyage Home (1986) 124,751,249
Jurassic Park (1993) 563,476,625
Terminator 2: Judgment Day (1991) 207,064,802
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Mortal Kombat (1995) 107,045,672
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Independence Day (ID4) (1996) 483,359,255
Crimson Tide (1995) 135,266,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Princess Bride, The (1987) 21,277,649
Dave (1993) 93,370,710
Aliens (1986) 121,385,096
Demolition Man (1993) 83,555,768
Beauty and the Beast (1991) 94,902,028
Groundhog Day (1993) 103,406,973
Back to the Future (1985) 303,398,294
Mission: Impossible (1996) 274,049,639
Unforgiven (1992) 119,081,912
Silence of the Lambs, The (1991) 137,332,208
E.T. the Extra-Terrestrial (1982) 259,597,332
Clear and Present Danger (1994) 176,112,710
Conspiracy Theory (1997) 111,189,998
Monty Python and the Holy Grail (1974) 1,821,082
Brazil (1985) 6,500,000
Renaissance Man (1994) 24,332,324
Apollo 13 (1995) 94,378,651
Batman (1989) 401,685,407
Empire Strikes Back, The (1980) 225,554,189
Patton (1970) 89,800,000
Under Siege (1992) 120,463,139
Cape Fear (1991) 118,590,000
Grumpier Old Men (1995) 105,662,663
Robin Hood: Men in Tights (1993) 35,699,287
Star Trek VI: The Undiscovered Country (1991) 110,888,996
In the Line of Fire (1993) 151,314,283
Star Wars (1977) 731,853,665
Aladdin (1992) 328,782,825
Stargate (1994) 105,565,669
Average 163,313,757
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