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
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975
Empire Strikes Back, The (1980) 225,554,189 Empire Strikes Back, The (1980) 225,554,189 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Toy Story (1995) 133,344,903 Alien (1979) 42,285,739
Shawshank Redemption, The (1994) 28,341,469 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Brazil (1985) 6,500,000
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 GoodFellas (1990) 67,336,394
Alien (1979) 42,285,739 English Patient, The (1996) 111,415,132 Usual Suspects, The (1995) 1,120,000
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Forrest Gump (1994) 485,691,196
Apocalypse Now (1979) 42,606,290 Usual Suspects, The (1995) 1,120,000 Boot, Das (1981) 11,433,134
North by Northwest (1959) 19,977,527 Alien (1979) 42,285,739 It's a Wonderful Life (1946) 3,548,018
Average 66,173,703 Average 97,252,315 Average 89,848,865

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
Jaws (1975) 199,275,376
Monty Python and the Holy Grail (1974) 1,821,082
Godfather, The (1972) 291,702,411
American Werewolf in London, An (1981) 20,445,527
Sabrina (1954) 14,000,000
Lawrence of Arabia (1962) 20,652,481
Leaving Las Vegas (1995) 31,968,347
Braveheart (1995) 110,286,945
High Noon (1952) 7,150,000
2001: A Space Odyssey (1968) 25,761,621
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Raging Bull (1980) 49,034
Star Wars (1977) 731,853,665
Army of Darkness (1993) 11,502,976
Good, The Bad and The Ugly, The (1966) 19,000,000
Cape Fear (1991) 118,590,000
Sex, Lies, and Videotape (1989) 24,741,700
Godfather: Part II, The (1974) 87,973,000
Vertigo (1958) 7,024,928
Apollo 13 (1995) 94,378,651
Return of the Jedi (1983) 500,773,409
Copycat (1995) 32,051,917
Annie Hall (1977) 57,253,791
Silence of the Lambs, The (1991) 137,332,208
Highlander (1986) 5,735,847
Nightmare Before Christmas, The (1993) 22,782,289
Casablanca (1942) 5,806,467
Aladdin (1992) 328,782,825
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Taxi Driver (1976) 33,669,000
Psycho (1960) 43,200,000
My Left Foot (1989) 14,743,391
Schindler's List (1993) 140,409,248
Beauty and the Beast (1991) 94,902,028
Amadeus (1984) 23,401,401
Blade Runner (1982) 1,445,283
Conan the Barbarian (1981) 60,241,612
Rear Window (1954) 6,759,601
Great Dictator, The (1940) 395,872
Twelve Monkeys (1995) 82,512,000
Rebecca (1940) 1,526,957
Clockwork Orange, A (1971) 38,589,355
Raising Arizona (1987) 22,847,564
Citizen Kane (1941) 1,640,769
Interview with the Vampire (1994) 145,789,330
Rob Roy (1995) 31,600,000
Cool Hand Luke (1967) 7,300,000
Bram Stoker's Dracula (1992) 129,722,790
Average 79,072,336
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