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
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Blade Runner (1982) 1,445,283 English Patient, The (1996) 111,415,132 To Kill a Mockingbird (1962) 20,629,846
One Flew Over the Cuckoo's Nest (1975) 171,940,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Fish Called Wanda, A (1988) 93,259,712
Indiana Jones and the Last Crusade (1989) 312,671,806 Blade Runner (1982) 1,445,283 Independence Day (ID4) (1996) 483,359,255
Rear Window (1954) 6,759,601 Casablanca (1942) 5,806,467 Apocalypse Now (1979) 42,606,290
Back to the Future (1985) 303,398,294 L.A. Confidential (1997) 64,604,977 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Indiana Jones and the Last Crusade (1989) 312,671,806 Casablanca (1942) 5,806,467
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Secrets & Lies (1996) 13,417,292
To Kill a Mockingbird (1962) 20,629,846 Leaving Las Vegas (1995) 31,968,347 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Apocalypse Now (1979) 42,606,290 Mr. Holland's Opus (1995) 119,078,097 L.A. Confidential (1997) 64,604,977
Average 102,021,975 Average 97,281,765 Average 104,641,235

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
Muriel's Wedding (1994) 15,185,594
Shadowlands (1993) 25,842,000
Local Hero (1983) 5,767,363
Glengarry Glen Ross (1992) 10,725,228
Aliens (1986) 121,385,096
In the Line of Fire (1993) 151,314,283
Don Juan DeMarco (1995) 22,200,000
Gandhi (1982) 77,737,889
Godfather: Part II, The (1974) 87,973,000
Boot, Das (1981) 11,433,134
Dazed and Confused (1993) 7,993,039
Fargo (1996) 24,611,975
Singin' in the Rain (1952) 7,665,000
M*A*S*H (1970) 109,920,000
Day the Earth Stood Still, The (1951) 79,366,978
Star Trek: First Contact (1996) 207,001,027
Babe (1995) 66,600,000
Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649
Return of the Jedi (1983) 500,773,409
Tin Cup (1996) 77,003,584
Escape from New York (1981) 25,244,700
Schindler's List (1993) 140,409,248
Carrie (1976) 49,007,514
Twelve Monkeys (1995) 82,512,000
When Harry Met Sally... (1989) 134,613,546
Piano, The (1993) 40,158,000
Star Trek III: The Search for Spock (1984) 106,458,579
Groundhog Day (1993) 103,406,973
Shawshank Redemption, The (1994) 28,341,469
Raising Arizona (1987) 22,847,564
Dead Man Walking (1995) 39,025,000
War Room, The (1993) 901,668
Clueless (1995) 75,525,013
Reservoir Dogs (1992) 2,687,008
Field of Dreams (1989) 94,962,625
Real Genius (1985) 13,000,000
Toy Story (1995) 133,344,903
Forrest Gump (1994) 485,691,196
Aladdin (1992) 328,782,825
Terminator 2: Judgment Day (1991) 207,064,802
Usual Suspects, The (1995) 1,120,000
Bridge on the River Kwai, The (1957) 50,495,000
Brazil (1985) 6,500,000
Batman (1989) 401,685,407
Four Weddings and a Funeral (1994) 75,888,832
True Lies (1994) 226,261,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Monty Python's Life of Brian (1979) 646,124
Platoon (1986) 207,900,328
Monty Python and the Holy Grail (1974) 1,821,082
Hudsucker Proxy, The (1994) 2,869,369
This Is Spinal Tap (1984) 188,751
Titanic (1997) 600,779,824
Hunt for Red October, The (1990) 179,209,868
Star Wars (1977) 731,853,665
Braveheart (1995) 110,286,945
Speed (1994) 121,248,145
Seven (Se7en) (1995) 143,225,000
Trainspotting (1996) 16,501,785
Lawrence of Arabia (1962) 20,652,481
American Werewolf in London, An (1981) 20,445,527
Highlander (1986) 5,735,847
Amadeus (1984) 23,401,401
GoodFellas (1990) 67,336,394
Clockwork Orange, A (1971) 38,589,355
Alien (1979) 42,285,739
Unforgiven (1992) 119,081,912
Full Monty, The (1997) 45,857,453
Jerry Maguire (1996) 228,557,864
Beauty and the Beast (1991) 94,902,028
Bob Roberts (1992) 4,479,470
Dead Poets Society (1989) 144,288,116
E.T. the Extra-Terrestrial (1982) 259,597,332
Henry V (1989) 10,161,099
Full Metal Jacket (1987) 69,057,676
2001: A Space Odyssey (1968) 25,761,621
Boogie Nights (1997) 26,384,919
Forbidden Planet (1956) 3,000,000
Nightmare Before Christmas, The (1993) 22,782,289
Scream (1996) 103,001,286
Mars Attacks! (1996) 37,754,208
Psycho (1960) 43,200,000
Crimson Tide (1995) 135,266,000
Silence of the Lambs, The (1991) 137,332,208
20,000 Leagues Under the Sea (1954) 11,000,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Godfather, The (1972) 291,702,411
Truth About Cats & Dogs, The (1996) 34,073,143
Searching for Bobby Fischer (1993) 7,266,383
Stand by Me (1986) 69,411,304
Apollo 13 (1995) 94,378,651
In the Bleak Midwinter (1995) 346,839
Hoop Dreams (1994) 7,830,611
Jaws (1975) 199,275,376
Secret of Roan Inish, The (1994) 6,101,600
Primal Fear (1996) 80,646,667
Sense and Sensibility (1995) 62,493,774
Black Beauty (1994) 4,630,377
Richard III (1995) 2,600,000
Empire Strikes Back, The (1980) 225,554,189
City of Lost Children, The (1995) 1,513,028
Butch Cassidy and the Sundance Kid (1969) 145,314,187
It's a Wonderful Life (1946) 3,548,018
Dave (1993) 93,370,710
Glory (1989) 100,326
Candidate, The (1972) 82,274
Army of Darkness (1993) 11,502,976
Average 92,900,963
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