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
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Terminator 2: Judgment Day (1991) 207,064,802
Princess Bride, The (1987) 21,277,649 Shawshank Redemption, The (1994) 28,341,469 When Harry Met Sally... (1989) 134,613,546
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Aliens (1986) 121,385,096
Amadeus (1984) 23,401,401 Princess Bride, The (1987) 21,277,649 Alien (1979) 42,285,739
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Aladdin (1992) 328,782,825
North by Northwest (1959) 19,977,527 Amadeus (1984) 23,401,401 Brazil (1985) 6,500,000
Blade Runner (1982) 1,445,283 Boot, Das (1981) 11,433,134 Shawshank Redemption, The (1994) 28,341,469
2001: A Space Odyssey (1968) 25,761,621 Usual Suspects, The (1995) 1,120,000 Groundhog Day (1993) 103,406,973
Terminator 2: Judgment Day (1991) 207,064,802 Mr. Holland's Opus (1995) 119,078,097 Philadelphia Story, The (1940) 3,000,000
Average 43,702,392 Average 106,395,329 Average 105,940,265

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
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
In the Name of the Father (1993) 25,096,862
Return of the Jedi (1983) 500,773,409
Lost World: Jurassic Park, The (1997) 359,161,284
Babe (1995) 66,600,000
Matilda (1996) 33,084,249
Air Bud (1997) 23,125,940
Fantasia (1940) 49,310,882
Silence of the Lambs, The (1991) 137,332,208
Cinderella (1950) 75,188,149
When We Were Kings (1996) 2,666,118
Empire Strikes Back, The (1980) 225,554,189
African Queen, The (1951) 4,300,000
Die Hard (1988) 116,707,729
It's a Wonderful Life (1946) 3,548,018
Jerry Maguire (1996) 228,557,864
English Patient, The (1996) 111,415,132
Glory (1989) 100,326
Hercules (1997) 142,729,205
Forrest Gump (1994) 485,691,196
Lion King, The (1994) 188,740,944
Apollo 13 (1995) 94,378,651
Streetcar Named Desire, A (1951) 4,414,474
Candidate, The (1972) 82,274
Lawrence of Arabia (1962) 20,652,481
Courage Under Fire (1996) 87,335,823
Casablanca (1942) 5,806,467
Singin' in the Rain (1952) 7,665,000
Gandhi (1982) 77,737,889
Quiz Show (1994) 24,822,619
Citizen Kane (1941) 1,640,769
Taxi Driver (1976) 33,669,000
Schindler's List (1993) 140,409,248
Toy Story (1995) 133,344,903
Men in Black (1997) 367,992,228
Twister (1996) 375,152,715
Dances with Wolves (1990) 265,746,848
Annie Hall (1977) 57,253,791
Beauty and the Beast (1991) 94,902,028
Rear Window (1954) 6,759,601
Godfather, The (1972) 291,702,411
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Indian in the Cupboard, The (1995) 35,617,599
Braveheart (1995) 110,286,945
Patton (1970) 89,800,000
Mrs. Doubtfire (1993) 330,200,000
Monty Python and the Holy Grail (1974) 1,821,082
It Happened One Night (1934) 2,000,000
M*A*S*H (1970) 109,920,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Young Frankenstein (1974) 125,123,000
Cool Hand Luke (1967) 7,300,000
Sleepless in Seattle (1993) 191,463,006
Dead Poets Society (1989) 144,288,116
Tin Cup (1996) 77,003,584
Hunt for Red October, The (1990) 179,209,868
Field of Dreams (1989) 94,962,625
Mary Poppins (1964) 133,300,000
Space Jam (1996) 136,520,983
Vertigo (1958) 7,024,928
Indiana Jones and the Last Crusade (1989) 312,671,806
Ben-Hur (1959) 106,992,000
Bridge on the River Kwai, The (1957) 50,495,000
Star Wars (1977) 731,853,665
Independence Day (ID4) (1996) 483,359,255
To Kill a Mockingbird (1962) 20,629,846
Rob Roy (1995) 31,600,000
Back to the Future (1985) 303,398,294
Dead Man Walking (1995) 39,025,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather: Part II, The (1974) 87,973,000
Some Like It Hot (1959) 33,300,000
Average 130,975,259
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