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 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Dead Poets Society (1989) 144,288,116
Usual Suspects, The (1995) 1,120,000 Jerry Maguire (1996) 228,557,864 Babe (1995) 66,600,000
It's a Wonderful Life (1946) 3,548,018 English Patient, The (1996) 111,415,132 Field of Dreams (1989) 94,962,625
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Scream (1996) 103,001,286 Psycho (1960) 43,200,000
Casablanca (1942) 5,806,467 Usual Suspects, The (1995) 1,120,000 Speed (1994) 121,248,145
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Twister (1996) 375,152,715
Lion King, The (1994) 188,740,944 Sense and Sensibility (1995) 62,493,774 Shawshank Redemption, The (1994) 28,341,469
Dead Poets Society (1989) 144,288,116 Boot, Das (1981) 11,433,134 It's a Wonderful Life (1946) 3,548,018
Average 88,350,080 Average 103,461,704 Average 134,098,349

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
Die Hard: With a Vengeance (1995) 147,009,359
Four Weddings and a Funeral (1994) 75,888,832
Air Force One (1997) 250,384,803
Waterworld (1995) 130,604,220
20,000 Leagues Under the Sea (1954) 11,000,000
Terminator 2: Judgment Day (1991) 207,064,802
Jumanji (1995) 152,675,249
Glory (1989) 100,326
Hunt for Red October, The (1990) 179,209,868
Star Trek: The Wrath of Khan (1982) 118,633,541
Secret of Roan Inish, The (1994) 6,101,600
Kid in King Arthur's Court, A (1995) 13,323,625
Don Juan DeMarco (1995) 22,200,000
Down Periscope (1996) 25,785,603
Home Alone (1990) 425,860,243
Jaws (1975) 199,275,376
Contact (1997) 149,887,543
Toy Story (1995) 133,344,903
Groundhog Day (1993) 103,406,973
Schindler's List (1993) 140,409,248
Forrest Gump (1994) 485,691,196
Pulp Fiction (1994) 84,022,201
Donnie Brasco (1997) 60,851,988
White Squall (1996) 10,300,000
Beauty and the Beast (1991) 94,902,028
Star Wars (1977) 731,853,665
Mr. Holland's Opus (1995) 119,078,097
2001: A Space Odyssey (1968) 25,761,621
Grosse Pointe Blank (1997) 28,014,536
Grease (1978) 96,605,260
Alien 3 (1992) 87,235,600
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Fifth Element, The (1997) 92,897,302
Dances with Wolves (1990) 265,746,848
Die Hard (1988) 116,707,729
Sneakers (1992) 75,733,000
Mulholland Falls (1996) 11,500,000
Men in Black (1997) 367,992,228
Star Trek IV: The Voyage Home (1986) 124,751,249
Highlander (1986) 5,735,847
Monty Python and the Holy Grail (1974) 1,821,082
Stand by Me (1986) 69,411,304
Titanic (1997) 600,779,824
Back to the Future (1985) 303,398,294
Mission: Impossible (1996) 274,049,639
Maverick (1994) 151,131,272
Princess Bride, The (1987) 21,277,649
Legends of the Fall (1994) 98,628,842
Man Without a Face, The (1993) 24,760,338
Real Genius (1985) 13,000,000
American President, The (1995) 95,000,000
Truth About Cats & Dogs, The (1996) 34,073,143
Return of the Jedi (1983) 500,773,409
Star Trek: First Contact (1996) 207,001,027
Silence of the Lambs, The (1991) 137,332,208
Mr. Smith Goes to Washington (1939) 1,500,000
Jurassic Park (1993) 563,476,625
Liar Liar (1997) 277,327,280
Little Women (1994) 75,083,616
Twelve Monkeys (1995) 82,512,000
To Kill a Mockingbird (1962) 20,629,846
When Harry Met Sally... (1989) 134,613,546
Swingers (1996) 4,505,922
Star Trek III: The Search for Spock (1984) 106,458,579
True Lies (1994) 226,261,000
Dragonheart (1996) 51,317,350
Apollo 13 (1995) 94,378,651
Star Trek: The Motion Picture (1979) 95,658,976
Sabrina (1995) 76,780,029
Mary Poppins (1964) 133,300,000
GoldenEye (1995) 146,028,496
Sleepless in Seattle (1993) 191,463,006
Alien (1979) 42,285,739
M*A*S*H (1970) 109,920,000
Fish Called Wanda, A (1988) 93,259,712
Braveheart (1995) 110,286,945
Aliens (1986) 121,385,096
Die Hard 2 (1990) 120,083,665
Clear and Present Danger (1994) 176,112,710
Courage Under Fire (1996) 87,335,823
Con Air (1997) 146,553,269
First Knight (1995) 37,600,435
In the Line of Fire (1993) 151,314,283
Under Siege (1992) 120,463,139
Get Shorty (1995) 103,619,110
Dave (1993) 93,370,710
Independence Day (ID4) (1996) 483,359,255
Postino, Il (1994) 20,681,301
Searching for Bobby Fischer (1993) 7,266,383
Top Gun (1986) 256,050,237
Blade Runner (1982) 1,445,283
Empire Strikes Back, The (1980) 225,554,189
Aladdin (1992) 328,782,825
Phenomenon (1996) 155,732,573
E.T. the Extra-Terrestrial (1982) 259,597,332
Rudy (1993) 22,750,363
Indiana Jones and the Last Crusade (1989) 312,671,806
Average 141,771,945
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