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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Apocalypse Now (1979) 42,606,290
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Brazil (1985) 6,500,000
Citizen Kane (1941) 1,640,769 Pulp Fiction (1994) 84,022,201 Singin' in the Rain (1952) 7,665,000
Blade Runner (1982) 1,445,283 Full Monty, The (1997) 45,857,453 Forrest Gump (1994) 485,691,196
Braveheart (1995) 110,286,945 Shawshank Redemption, The (1994) 28,341,469 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Titanic (1997) 600,779,824 Taxi Driver (1976) 33,669,000
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Swept from the Sea (1997) 283,081
Average 68,865,492 Average 161,037,215 Average 83,053,261

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
Father of the Bride (1950) 4,054,400
George of the Jungle (1997) 149,879,375
Seven Years in Tibet (1997) 37,901,509
FairyTale: A True Story (1997) 14,036,249
Rear Window (1954) 6,759,601
High Noon (1952) 7,150,000
Godfather: Part II, The (1974) 87,973,000
Star Wars (1977) 731,853,665
Chinatown (1974) 42,400,000
Groundhog Day (1993) 103,406,973
E.T. the Extra-Terrestrial (1982) 259,597,332
Lawrence of Arabia (1962) 20,652,481
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Cinema Paradiso (1988) 392,045
To Kill a Mockingbird (1962) 20,629,846
Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409
Ran (1985) 113,948
Casablanca (1942) 5,806,467
North by Northwest (1959) 19,977,527
Crossfire (1947) 1,300,000
It's a Wonderful Life (1946) 3,548,018
Killing Fields, The (1984) 50,509,720
Alien (1979) 42,285,739
Cool Hand Luke (1967) 7,300,000
Psycho (1960) 43,200,000
This Is Spinal Tap (1984) 188,751
Amadeus (1984) 23,401,401
Silence of the Lambs, The (1991) 137,332,208
Vertigo (1958) 7,024,928
Gandhi (1982) 77,737,889
Mr. Smith Goes to Washington (1939) 1,500,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Field of Dreams (1989) 94,962,625
L.A. Confidential (1997) 64,604,977
Average 82,869,763
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