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
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Alien (1979) 42,285,739
Alien (1979) 42,285,739 English Patient, The (1996) 111,415,132 Aliens (1986) 121,385,096
It's a Wonderful Life (1946) 3,548,018 Casablanca (1942) 5,806,467 When Harry Met Sally... (1989) 134,613,546
Raising Arizona (1987) 22,847,564 Toy Story (1995) 133,344,903 E.T. the Extra-Terrestrial (1982) 259,597,332
Vertigo (1958) 7,024,928 L.A. Confidential (1997) 64,604,977 Twelve Monkeys (1995) 82,512,000
Lawrence of Arabia (1962) 20,652,481 Twelve Monkeys (1995) 82,512,000 Bridge on the River Kwai, The (1957) 50,495,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Titanic (1997) 600,779,824 Freeway (1996) 295,493
Forrest Gump (1994) 485,691,196 Dead Man Walking (1995) 39,025,000 It's a Wonderful Life (1946) 3,548,018
Aliens (1986) 121,385,096 Alien (1979) 42,285,739 Boot, Das (1981) 11,433,134
Average 99,345,079 Average 125,427,356 Average 73,077,733

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
Apollo 13 (1995) 94,378,651
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
Bob Roberts (1992) 4,479,470
Godfather: Part II, The (1974) 87,973,000
Apocalypse Now (1979) 42,606,290
Empire Strikes Back, The (1980) 225,554,189
Bonnie and Clyde (1967) 72,800,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Back to the Future (1985) 303,398,294
Psycho (1960) 43,200,000
Patton (1970) 89,800,000
Shawshank Redemption, The (1994) 28,341,469
Jaws (1975) 199,275,376
Beauty and the Beast (1991) 94,902,028
Cinema Paradiso (1988) 392,045
Citizen Kane (1941) 1,640,769
Cop Land (1997) 64,207,716
Snow White and the Seven Dwarfs (1937) 103,921,550
Glory (1989) 100,326
Young Frankenstein (1974) 125,123,000
GoodFellas (1990) 67,336,394
Annie Hall (1977) 57,253,791
Killing Fields, The (1984) 50,509,720
North by Northwest (1959) 19,977,527
Godfather, The (1972) 291,702,411
2001: A Space Odyssey (1968) 25,761,621
Return of the Jedi (1983) 500,773,409
Usual Suspects, The (1995) 1,120,000
Bronx Tale, A (1993) 17,266,971
Hoop Dreams (1994) 7,830,611
Pulp Fiction (1994) 84,022,201
Grease (1978) 96,605,260
In the Name of the Father (1993) 25,096,862
Princess Bride, The (1987) 21,277,649
Raging Bull (1980) 49,034
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Pink Floyd - The Wall (1982) 14,844,106
This Is Spinal Tap (1984) 188,751
Seven (Se7en) (1995) 143,225,000
Hunt for Red October, The (1990) 179,209,868
Miller's Crossing (1990) 5,080,409
Hoodlum (1997) 23,461,013
Chinatown (1974) 42,400,000
To Kill a Mockingbird (1962) 20,629,846
Menace II Society (1993) 27,900,000
Amadeus (1984) 23,401,401
Blade Runner (1982) 1,445,283
Star Wars (1977) 731,853,665
Braveheart (1995) 110,286,945
Rear Window (1954) 6,759,601
Monty Python and the Holy Grail (1974) 1,821,082
Taxi Driver (1976) 33,669,000
Brothers McMullen, The (1995) 10,246,600
Clockwork Orange, A (1971) 38,589,355
Schindler's List (1993) 140,409,248
Average 86,852,853
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