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
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Twelve Monkeys (1995) 82,512,000
Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248 Alien (1979) 42,285,739
Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000 Forrest Gump (1994) 485,691,196
Indiana Jones and the Last Crusade (1989) 312,671,806 English Patient, The (1996) 111,415,132 Rear Window (1954) 6,759,601
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Usual Suspects, The (1995) 1,120,000 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Terminator 2: Judgment Day (1991) 207,064,802 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945 Indiana Jones and the Last Crusade (1989) 312,671,806 Amadeus (1984) 23,401,401
Alien (1979) 42,285,739 Braveheart (1995) 110,286,945 It's a Wonderful Life (1946) 3,548,018
Average 143,942,513 Average 138,400,172 Average 109,858,365

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
Blade Runner (1982) 1,445,283
How to Make an American Quilt (1995) 23,574,130
Fast, Cheap & Out of Control (1997) 832,785
Princess Bride, The (1987) 21,277,649
Contact (1997) 149,887,543
Barbarella (1968) 6,113,285
Lion King, The (1994) 188,740,944
Highlander (1986) 5,735,847
Tank Girl (1995) 4,064,333
Muppet Treasure Island (1996) 33,609,000
Brazil (1985) 6,500,000
Titanic (1997) 600,779,824
Star Trek III: The Search for Spock (1984) 106,458,579
Gandhi (1982) 77,737,889
Secret of Roan Inish, The (1994) 6,101,600
Nightmare Before Christmas, The (1993) 22,782,289
Monty Python's Life of Brian (1979) 646,124
Real Genius (1985) 13,000,000
Hudsucker Proxy, The (1994) 2,869,369
Fish Called Wanda, A (1988) 93,259,712
Lawrence of Arabia (1962) 20,652,481
Boot, Das (1981) 11,433,134
Star Trek: The Motion Picture (1979) 95,658,976
Stand by Me (1986) 69,411,304
E.T. the Extra-Terrestrial (1982) 259,597,332
Rumble in the Bronx (1995) 32,333,860
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Pink Floyd - The Wall (1982) 14,844,106
Jurassic Park (1993) 563,476,625
Lawnmower Man, The (1992) 27,207,265
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Much Ado About Nothing (1993) 22,551,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Field of Dreams (1989) 94,962,625
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Pulp Fiction (1994) 84,022,201
Return of the Jedi (1983) 500,773,409
Mary Poppins (1964) 133,300,000
2001: A Space Odyssey (1968) 25,761,621
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Men in Black (1997) 367,992,228
This Is Spinal Tap (1984) 188,751
Toy Story (1995) 133,344,903
Grumpier Old Men (1995) 105,662,663
Beauty and the Beast (1991) 94,902,028
Four Weddings and a Funeral (1994) 75,888,832
Monty Python and the Holy Grail (1974) 1,821,082
Casablanca (1942) 5,806,467
Snow White and the Seven Dwarfs (1937) 103,921,550
Star Trek: The Wrath of Khan (1982) 118,633,541
Empire Strikes Back, The (1980) 225,554,189
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
Shawshank Redemption, The (1994) 28,341,469
Star Trek: First Contact (1996) 207,001,027
Heathers (1989) 1,108,462
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Full Monty, The (1997) 45,857,453
Sex, Lies, and Videotape (1989) 24,741,700
Star Wars (1977) 731,853,665
Average 97,959,308
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