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
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134
Blade Runner (1982) 1,445,283 Shawshank Redemption, The (1994) 28,341,469 When Harry Met Sally... (1989) 134,613,546
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Titanic (1997) 600,779,824 Philadelphia Story, The (1940) 3,000,000
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Alien (1979) 42,285,739
When Harry Met Sally... (1989) 134,613,546 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Men in Black (1997) 367,992,228
Dances with Wolves (1990) 265,746,848 Blade Runner (1982) 1,445,283 Vertigo (1958) 7,024,928
Average 102,482,138 Average 148,542,348 Average 113,529,183

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
Sabrina (1995) 76,780,029
GoldenEye (1995) 146,028,496
Star Trek IV: The Voyage Home (1986) 124,751,249
Back to the Future (1985) 303,398,294
Hunt for Red October, The (1990) 179,209,868
Rear Window (1954) 6,759,601
Forrest Gump (1994) 485,691,196
Star Wars (1977) 731,853,665
Gone with the Wind (1939) 200,155,278
Secret Garden, The (1993) 30,000,000
Lawrence of Arabia (1962) 20,652,481
Conan the Barbarian (1981) 60,241,612
Return of the Pink Panther, The (1974) 37,170,000
Jaws (1975) 199,275,376
Circle of Friends (1995) 23,397,365
Star Trek III: The Search for Spock (1984) 106,458,579
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Ghost (1990) 226,931,306
True Lies (1994) 226,261,000
Tombstone (1993) 82,627,065
Santa Clause, The (1994) 139,225,854
Love Bug, The (1969) 23,150,000
Schindler's List (1993) 140,409,248
Much Ado About Nothing (1993) 22,551,000
Star Trek: The Motion Picture (1979) 95,658,976
Field of Dreams (1989) 94,962,625
2001: A Space Odyssey (1968) 25,761,621
Hamlet (1996) 4,414,535
It's a Wonderful Life (1946) 3,548,018
Empire Strikes Back, The (1980) 225,554,189
Real Genius (1985) 13,000,000
Lion King, The (1994) 188,740,944
Silence of the Lambs, The (1991) 137,332,208
Jurassic Park (1993) 563,476,625
Stargate (1994) 105,565,669
Fish Called Wanda, A (1988) 93,259,712
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Indiana Jones and the Last Crusade (1989) 312,671,806
Twelfth Night (1996) 551,545
Henry V (1989) 10,161,099
Enchanted April (1991) 13,200,170
Jane Eyre (1996) 5,173,860
Apocalypse Now (1979) 42,606,290
Terminator 2: Judgment Day (1991) 207,064,802
Clear and Present Danger (1994) 176,112,710
Mr. Smith Goes to Washington (1939) 1,500,000
Othello (1995) 2,112,951
African Queen, The (1951) 4,300,000
North by Northwest (1959) 19,977,527
Thin Man, The (1934) 1,423,000
Independence Day (ID4) (1996) 483,359,255
Shadowlands (1993) 25,842,000
Monty Python and the Holy Grail (1974) 1,821,082
Sabrina (1954) 14,000,000
Robert A. Heinlein's The Puppet Masters (1994) 8,638,072
Black Beauty (1994) 4,630,377
Pinocchio (1940) 59,305,559
Star Trek: Generations (1994) 111,368,868
20,000 Leagues Under the Sea (1954) 11,000,000
Little Princess, A (1995) 10,019,307
E.T. the Extra-Terrestrial (1982) 259,597,332
Die Hard (1988) 116,707,729
Notorious (1946) 12,800,000
Speed (1994) 121,248,145
First Knight (1995) 37,600,435
Don Juan DeMarco (1995) 22,200,000
Babe (1995) 66,600,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Richard III (1995) 2,600,000
Home Alone (1990) 425,860,243
Roman Holiday (1953) 8,000,000
Ghost and the Darkness, The (1996) 38,553,833
Miracle on 34th Street (1994) 17,193,886
To Kill a Mockingbird (1962) 20,629,846
Jumanji (1995) 152,675,249
Amadeus (1984) 23,401,401
Star Trek: First Contact (1996) 207,001,027
Giant (1956) 14,169,928
Persuasion (1995) 5,462,325
Fly Away Home (1996) 24,506,082
Apollo 13 (1995) 94,378,651
Sense and Sensibility (1995) 62,493,774
Casablanca (1942) 5,806,467
Toy Story (1995) 133,344,903
Old Yeller (1957) 10,050,000
Aladdin (1992) 328,782,825
Patton (1970) 89,800,000
Maverick (1994) 151,131,272
Braveheart (1995) 110,286,945
Sleepless in Seattle (1993) 191,463,006
Return of the Jedi (1983) 500,773,409
Fantasia (1940) 49,310,882
Addams Family Values (1993) 72,214,043
Highlander (1986) 5,735,847
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Average 108,376,792
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