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 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Silence of the Lambs, The (1991) 137,332,208 Amadeus (1984) 23,401,401
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Alien (1979) 42,285,739
Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453 Annie Hall (1977) 57,253,791
Amadeus (1984) 23,401,401 Twelve Monkeys (1995) 82,512,000 E.T. the Extra-Terrestrial (1982) 259,597,332
Princess Bride, The (1987) 21,277,649 Monty Python and the Holy Grail (1974) 1,821,082 Brazil (1985) 6,500,000
To Kill a Mockingbird (1962) 20,629,846 Boot, Das (1981) 11,433,134 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
North by Northwest (1959) 19,977,527 Dead Man Walking (1995) 39,025,000 Terminator 2: Judgment Day (1991) 207,064,802
Alien (1979) 42,285,739 Princess Bride, The (1987) 21,277,649 Dead Man Walking (1995) 39,025,000
Braveheart (1995) 110,286,945 Amadeus (1984) 23,401,401 Mr. Smith Goes to Washington (1939) 1,500,000
Average 88,286,042 Average 101,332,087 Average 77,903,489

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
Robin Hood: Prince of Thieves (1991) 173,380,000
Hunt for Red October, The (1990) 179,209,868
Star Wars (1977) 731,853,665
Snow White and the Seven Dwarfs (1937) 103,921,550
Hamlet (1996) 4,414,535
Rear Window (1954) 6,759,601
Titanic (1997) 600,779,824
Taxi Driver (1976) 33,669,000
Citizen Kane (1941) 1,640,769
Schindler's List (1993) 140,409,248
Six Degrees of Separation (1993) 6,410,676
GoodFellas (1990) 67,336,394
Godfather: Part II, The (1974) 87,973,000
Sling Blade (1996) 24,475,416
Raging Bull (1980) 49,034
Toy Story (1995) 133,344,903
Chinatown (1974) 42,400,000
Back to the Future (1985) 303,398,294
Blade Runner (1982) 1,445,283
Bonnie and Clyde (1967) 72,800,000
Chasing Amy (1997) 12,006,514
It's a Wonderful Life (1946) 3,548,018
Apocalypse Now (1979) 42,606,290
Empire Strikes Back, The (1980) 225,554,189
Jaws (1975) 199,275,376
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Psycho (1960) 43,200,000
Mary Poppins (1964) 133,300,000
2001: A Space Odyssey (1968) 25,761,621
Jackie Brown (1997) 39,647,595
Fantasia (1940) 49,310,882
Boogie Nights (1997) 26,384,919
Vertigo (1958) 7,024,928
Indiana Jones and the Last Crusade (1989) 312,671,806
Reservoir Dogs (1992) 2,687,008
Pulp Fiction (1994) 84,022,201
Clockwork Orange, A (1971) 38,589,355
Shawshank Redemption, The (1994) 28,341,469
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Usual Suspects, The (1995) 1,120,000
English Patient, The (1996) 111,415,132
Fargo (1996) 24,611,975
Restoration (1995) 4,100,000
L.A. Confidential (1997) 64,604,977
Casablanca (1942) 5,806,467
Godfather, The (1972) 291,702,411
Ulee's Gold (1997) 9,054,736
Average 99,834,340
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