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
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Amadeus (1984) 23,401,401
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Schindler's List (1993) 140,409,248 Dead Man Walking (1995) 39,025,000
Amadeus (1984) 23,401,401 English Patient, The (1996) 111,415,132 Trainspotting (1996) 16,501,785
Titanic (1997) 600,779,824 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Cool Hand Luke (1967) 7,300,000
Back to the Future (1985) 303,398,294 Air Force One (1997) 250,384,803 Aladdin (1992) 328,782,825
Citizen Kane (1941) 1,640,769 Jerry Maguire (1996) 228,557,864 Reservoir Dogs (1992) 2,687,008
To Kill a Mockingbird (1962) 20,629,846 Mr. Holland's Opus (1995) 119,078,097 Toy Story (1995) 133,344,903
Apollo 13 (1995) 94,378,651 Dead Man Walking (1995) 39,025,000 Citizen Kane (1941) 1,640,769
Average 157,394,513 Average 187,895,707 Average 77,711,514

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
Star Wars (1977) 731,853,665
Indiana Jones and the Last Crusade (1989) 312,671,806
Dial M for Murder (1954) 3,012,562
Godfather, The (1972) 291,702,411
Scream (1996) 103,001,286
Field of Dreams (1989) 94,962,625
Monty Python and the Holy Grail (1974) 1,821,082
2 Days in the Valley (1996) 11,090,856
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Godfather: Part II, The (1974) 87,973,000
Ben-Hur (1959) 106,992,000
When Harry Met Sally... (1989) 134,613,546
Return of the Jedi (1983) 500,773,409
Long Kiss Goodnight, The (1996) 33,328,051
Shawshank Redemption, The (1994) 28,341,469
Philadelphia Story, The (1940) 3,000,000
Braveheart (1995) 110,286,945
Heathers (1989) 1,108,462
Day the Earth Stood Still, The (1951) 79,366,978
Independence Day (ID4) (1996) 483,359,255
Leaving Las Vegas (1995) 31,968,347
Seven (Se7en) (1995) 143,225,000
Vertigo (1958) 7,024,928
Brazil (1985) 6,500,000
Truth About Cats & Dogs, The (1996) 34,073,143
Bridge on the River Kwai, The (1957) 50,495,000
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
Rumble in the Bronx (1995) 32,333,860
Rear Window (1954) 6,759,601
City of Lost Children, The (1995) 1,513,028
Sirens (1994) 7,770,731
Space Jam (1996) 136,520,983
Manchurian Candidate, The (1962) 4,180,630
Alien (1979) 42,285,739
Unforgiven (1992) 119,081,912
Surviving Picasso (1996) 1,985,001
Maximum Risk (1996) 14,502,483
Clockwork Orange, A (1971) 38,589,355
Tank Girl (1995) 4,064,333
20,000 Leagues Under the Sea (1954) 11,000,000
North by Northwest (1959) 19,977,527
Highlander (1986) 5,735,847
Ransom (1996) 207,758,522
Three Colors: Blue (1993) 1,324,974
Star Trek: The Wrath of Khan (1982) 118,633,541
Princess Bride, The (1987) 21,277,649
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Fargo (1996) 24,611,975
Substitute, The (1996) 14,752,141
Starship Troopers (1997) 79,093,786
Empire Strikes Back, The (1980) 225,554,189
GoodFellas (1990) 67,336,394
Forbidden Planet (1956) 3,000,000
Four Weddings and a Funeral (1994) 75,888,832
First Wives Club, The (1996) 150,063,383
American Werewolf in London, An (1981) 20,445,527
E.T. the Extra-Terrestrial (1982) 259,597,332
Terminator 2: Judgment Day (1991) 207,064,802
Ran (1985) 113,948
Raising Arizona (1987) 22,847,564
Richard III (1995) 2,600,000
Three Colors: Red (1994) 4,043,686
It's a Wonderful Life (1946) 3,548,018
Dances with Wolves (1990) 265,746,848
Boot, Das (1981) 11,433,134
Stand by Me (1986) 69,411,304
Dragonheart (1996) 51,317,350
Hudsucker Proxy, The (1994) 2,869,369
Things to Do in Denver when You're Dead (1995) 529,766
M*A*S*H (1970) 109,920,000
That Thing You Do! (1996) 25,809,813
Mulholland Falls (1996) 11,500,000
Star Trek: First Contact (1996) 207,001,027
Men in Black (1997) 367,992,228
Apocalypse Now (1979) 42,606,290
Event Horizon (1997) 26,616,590
Twelve Monkeys (1995) 82,512,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Chain Reaction (1996) 20,550,712
Full Metal Jacket (1987) 69,057,676
Fifth Element, The (1997) 92,897,302
Three Colors: White (1994) 1,464,625
2001: A Space Odyssey (1968) 25,761,621
Blade Runner (1982) 1,445,283
Bronx Tale, A (1993) 17,266,971
Silence of the Lambs, The (1991) 137,332,208
African Queen, The (1951) 4,300,000
Stealing Beauty (1996) 4,573,330
Interview with the Vampire (1994) 145,789,330
Volcano (1997) 71,496,882
Casablanca (1942) 5,806,467
Dead Poets Society (1989) 144,288,116
Broken Arrow (1996) 105,069,070
Trigger Effect, The (1996) 3,594,848
Psycho (1960) 43,200,000
Eat Drink Man Woman (1994) 7,294,403
Around the World in 80 Days (1956) 23,120,000
Swimming with Sharks (1995) 376,928
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Jurassic Park (1993) 563,476,625
Pump Up the Volume (1990) 11,541,758
Forrest Gump (1994) 485,691,196
Contact (1997) 149,887,543
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Thinner (1996) 15,171,475
Aliens (1986) 121,385,096
Glory (1989) 100,326
Fantasia (1940) 49,310,882
Nightmare Before Christmas, The (1993) 22,782,289
Hunt for Red October, The (1990) 179,209,868
Groundhog Day (1993) 103,406,973
True Romance (1993) 12,281,500
Death and the Maiden (1994) 2,104,000
Michael (1996) 144,887,370
Usual Suspects, The (1995) 1,120,000
Good, The Bad and The Ugly, The (1966) 19,000,000
My Fair Lady (1964) 42,805,000
Patton (1970) 89,800,000
Average 83,456,612
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