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
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Psycho (1960) 43,200,000
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Braveheart (1995) 110,286,945
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Empire Strikes Back, The (1980) 225,554,189
Casablanca (1942) 5,806,467 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Monty Python and the Holy Grail (1974) 1,821,082 Shawshank Redemption, The (1994) 28,341,469 It's a Wonderful Life (1946) 3,548,018
Usual Suspects, The (1995) 1,120,000 Boot, Das (1981) 11,433,134 Forrest Gump (1994) 485,691,196
Blade Runner (1982) 1,445,283 Mr. Holland's Opus (1995) 119,078,097 Boot, Das (1981) 11,433,134
Average 80,483,432 Average 163,734,768 Average 113,057,798

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
Return of the Jedi (1983) 500,773,409
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Star Trek: First Contact (1996) 207,001,027
Men in Black (1997) 367,992,228
Young Frankenstein (1974) 125,123,000
Contact (1997) 149,887,543
Star Trek: The Wrath of Khan (1982) 118,633,541
Nell (1994) 33,592,700
Philadelphia Story, The (1940) 3,000,000
Matilda (1996) 33,084,249
Ransom (1996) 207,758,522
African Queen, The (1951) 4,300,000
Jackie Chan's First Strike (1996) 14,511,338
North by Northwest (1959) 19,977,527
Full Monty, The (1997) 45,857,453
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Raising Arizona (1987) 22,847,564
Star Wars (1977) 731,853,665
Babe (1995) 66,600,000
Mighty Aphrodite (1995) 6,700,000
To Kill a Mockingbird (1962) 20,629,846
Sneakers (1992) 75,733,000
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Sense and Sensibility (1995) 62,493,774
20,000 Leagues Under the Sea (1954) 11,000,000
Vertigo (1958) 7,024,928
Stand by Me (1986) 69,411,304
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Hunt for Red October, The (1990) 179,209,868
Speed (1994) 121,248,145
Breakfast at Tiffany's (1961) 15,500,000
Around the World in 80 Days (1956) 23,120,000
Secret of Roan Inish, The (1994) 6,101,600
Alien (1979) 42,285,739
It Happened One Night (1934) 2,000,000
Silence of the Lambs, The (1991) 137,332,208
Taxi Driver (1976) 33,669,000
Harriet the Spy (1996) 26,539,321
Princess Bride, The (1987) 21,277,649
Toy Story (1995) 133,344,903
Mary Poppins (1964) 133,300,000
Independence Day (ID4) (1996) 483,359,255
Citizen Kane (1941) 1,640,769
Gandhi (1982) 77,737,889
Back to the Future (1985) 303,398,294
Phenomenon (1996) 155,732,573
Twelve Monkeys (1995) 82,512,000
Jurassic Park (1993) 563,476,625
American President, The (1995) 95,000,000
Manchurian Candidate, The (1962) 4,180,630
Remains of the Day, The (1993) 22,954,968
Aliens (1986) 121,385,096
Average 112,961,706
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