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
Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Casablanca (1942) 5,806,467 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
E.T. the Extra-Terrestrial (1982) 259,597,332 Empire Strikes Back, The (1980) 225,554,189 When Harry Met Sally... (1989) 134,613,546
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Toy Story (1995) 133,344,903 Usual Suspects, The (1995) 1,120,000 Babe (1995) 66,600,000
Back to the Future (1985) 303,398,294 Casablanca (1942) 5,806,467 Independence Day (ID4) (1996) 483,359,255
Amadeus (1984) 23,401,401 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Terminator 2: Judgment Day (1991) 207,064,802 Terminator 2: Judgment Day (1991) 207,064,802 Philadelphia Story, The (1940) 3,000,000
Titanic (1997) 600,779,824 Amadeus (1984) 23,401,401 Amadeus (1984) 23,401,401
Average 178,467,918 Average 141,561,069 Average 118,826,473

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
Forbidden Planet (1956) 3,000,000
Rudy (1993) 22,750,363
Star Trek: The Wrath of Khan (1982) 118,633,541
Indiana Jones and the Last Crusade (1989) 312,671,806
Apollo 13 (1995) 94,378,651
Dead Man Walking (1995) 39,025,000
Bridge on the River Kwai, The (1957) 50,495,000
Searching for Bobby Fischer (1993) 7,266,383
Aliens (1986) 121,385,096
Lawrence of Arabia (1962) 20,652,481
Unforgiven (1992) 119,081,912
Star Trek: First Contact (1996) 207,001,027
Braveheart (1995) 110,286,945
Young Frankenstein (1974) 125,123,000
True Lies (1994) 226,261,000
Much Ado About Nothing (1993) 22,551,000
Shawshank Redemption, The (1994) 28,341,469
Gone with the Wind (1939) 200,155,278
Truth About Cats & Dogs, The (1996) 34,073,143
It's a Wonderful Life (1946) 3,548,018
Alien (1979) 42,285,739
M*A*S*H (1970) 109,920,000
Contact (1997) 149,887,543
Fly Away Home (1996) 24,506,082
Psycho (1960) 43,200,000
Day the Earth Stood Still, The (1951) 79,366,978
Silence of the Lambs, The (1991) 137,332,208
Hunt for Red October, The (1990) 179,209,868
Three Wishes (1995) 7,025,496
American President, The (1995) 95,000,000
Conspiracy Theory (1997) 111,189,998
Boot, Das (1981) 11,433,134
Hamlet (1996) 4,414,535
2001: A Space Odyssey (1968) 25,761,621
Schindler's List (1993) 140,409,248
Return of the Jedi (1983) 500,773,409
Monty Python and the Holy Grail (1974) 1,821,082
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dave (1993) 93,370,710
Star Wars (1977) 731,853,665
Henry V (1989) 10,161,099
Forrest Gump (1994) 485,691,196
Fly Away Home (1996) 24,506,082
Ben-Hur (1959) 106,992,000
Princess Bride, The (1987) 21,277,649
Jaws (1975) 199,275,376
Mr. Smith Goes to Washington (1939) 1,500,000
Mr. Holland's Opus (1995) 119,078,097
Liar Liar (1997) 277,327,280
Ransom (1996) 207,758,522
Red Corner (1997) 22,415,440
Sneakers (1992) 75,733,000
Field of Dreams (1989) 94,962,625
Sabrina (1954) 14,000,000
Blade Runner (1982) 1,445,283
Dances with Wolves (1990) 265,746,848
Glory (1989) 100,326
Sling Blade (1996) 24,475,416
Godfather, The (1972) 291,702,411
Crimson Tide (1995) 135,266,000
Air Force One (1997) 250,384,803
Patton (1970) 89,800,000
Real Genius (1985) 13,000,000
Jurassic Park (1993) 563,476,625
Pulp Fiction (1994) 84,022,201
Singin' in the Rain (1952) 7,665,000
Average 119,926,450
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