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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Independence Day (ID4) (1996) 483,359,255
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 African Queen, The (1951) 4,300,000
Amadeus (1984) 23,401,401 Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469
Alien (1979) 42,285,739 L.A. Confidential (1997) 64,604,977 GoodFellas (1990) 67,336,394
Lawrence of Arabia (1962) 20,652,481 Alien (1979) 42,285,739 Hunt for Red October, The (1990) 179,209,868
Braveheart (1995) 110,286,945 Amadeus (1984) 23,401,401 Usual Suspects, The (1995) 1,120,000
Apocalypse Now (1979) 42,606,290 Braveheart (1995) 110,286,945 Brazil (1985) 6,500,000
Average 51,773,774 Average 66,897,149 Average 101,921,041

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
Silence of the Lambs, The (1991) 137,332,208
Return of the Jedi (1983) 500,773,409
Blade Runner (1982) 1,445,283
Boogie Nights (1997) 26,384,919
Empire Strikes Back, The (1980) 225,554,189
Birds, The (1963) 16,493,900
Lost Highway (1997) 3,796,699
To Kill a Mockingbird (1962) 20,629,846
2001: A Space Odyssey (1968) 25,761,621
Vertigo (1958) 7,024,928
Boot, Das (1981) 11,433,134
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Back to the Future (1985) 303,398,294
Citizen Kane (1941) 1,640,769
Field of Dreams (1989) 94,962,625
Hamlet (1996) 4,414,535
Great Dictator, The (1940) 395,872
E.T. the Extra-Terrestrial (1982) 259,597,332
Notorious (1946) 12,800,000
Gandhi (1982) 77,737,889
Chinatown (1974) 42,400,000
Monty Python and the Holy Grail (1974) 1,821,082
Star Trek: The Wrath of Khan (1982) 118,633,541
Pink Floyd - The Wall (1982) 14,844,106
Sophie's Choice (1982) 19,962,353
Jaws (1975) 199,275,376
Star Wars (1977) 731,853,665
Pinocchio (1940) 59,305,559
North by Northwest (1959) 19,977,527
Toy Story (1995) 133,344,903
Wild Bunch, The (1969) 5,330,535
Taxi Driver (1976) 33,669,000
Godfather, The (1972) 291,702,411
English Patient, The (1996) 111,415,132
True Lies (1994) 226,261,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Day the Earth Stood Still, The (1951) 79,366,978
Cool Hand Luke (1967) 7,300,000
On Golden Pond (1981) 80,430,967
Being There (1979) 30,177,511
Clockwork Orange, A (1971) 38,589,355
Aliens (1986) 121,385,096
Godfather: Part II, The (1974) 87,973,000
Manchurian Candidate, The (1962) 4,180,630
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Sleeper (1973) 18,344,729
Psycho (1960) 43,200,000
Forbidden Planet (1956) 3,000,000
Forrest Gump (1994) 485,691,196
Titanic (1997) 600,779,824
Mr. Smith Goes to Washington (1939) 1,500,000
Rear Window (1954) 6,759,601
It Happened One Night (1934) 2,000,000
Princess Bride, The (1987) 21,277,649
Young Frankenstein (1974) 125,123,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Twelve Monkeys (1995) 82,512,000
Gone with the Wind (1939) 200,155,278
Patton (1970) 89,800,000
Dances with Wolves (1990) 265,746,848
Casablanca (1942) 5,806,467
Henry V (1989) 10,161,099
It's a Wonderful Life (1946) 3,548,018
Annie Hall (1977) 57,253,791
Platoon (1986) 207,900,328
Average 106,974,812
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