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
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Toy Story (1995) 133,344,903 Boot, Das (1981) 11,433,134
Amadeus (1984) 23,401,401 Full Monty, The (1997) 45,857,453 Schindler's List (1993) 140,409,248
English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000 Vertigo (1958) 7,024,928
Citizen Kane (1941) 1,640,769 Air Force One (1997) 250,384,803 Psycho (1960) 43,200,000
Psycho (1960) 43,200,000 Princess Bride, The (1987) 21,277,649 Reservoir Dogs (1992) 2,687,008
Toy Story (1995) 133,344,903 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Indiana Jones and the Last Crusade (1989) 312,671,806
It's a Wonderful Life (1946) 3,548,018 Dead Man Walking (1995) 39,025,000 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Twelve Monkeys (1995) 82,512,000 Boot, Das (1981) 11,433,134 Trainspotting (1996) 16,501,785
Average 73,268,912 Average 100,759,932 Average 63,861,853

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
Good Will Hunting (1997) 192,328,280
Silence of the Lambs, The (1991) 137,332,208
Field of Dreams (1989) 94,962,625
Pulp Fiction (1994) 84,022,201
African Queen, The (1951) 4,300,000
Star Trek III: The Search for Spock (1984) 106,458,579
My Fellow Americans (1996) 22,294,341
Rising Sun (1993) 96,489,271
Mulholland Falls (1996) 11,500,000
Return of the Jedi (1983) 500,773,409
Independence Day (ID4) (1996) 483,359,255
Three Colors: Red (1994) 4,043,686
Swingers (1996) 4,505,922
Postino, Il (1994) 20,681,301
Thin Man, The (1934) 1,423,000
Die Hard (1988) 116,707,729
Dances with Wolves (1990) 265,746,848
Private Benjamin (1980) 39,139,769
Wyatt Earp (1994) 25,052,000
Executive Decision (1996) 93,638,632
Primary Colors (1998) 38,966,057
Die Hard 2 (1990) 120,083,665
Ice Storm, The (1997) 7,837,632
Clerks (1994) 3,151,130
Apocalypse Now (1979) 42,606,290
Space Jam (1996) 136,520,983
My Left Foot (1989) 14,743,391
Shawshank Redemption, The (1994) 28,341,469
Unbearable Lightness of Being, The (1988) 10,006,806
Monty Python and the Holy Grail (1974) 1,821,082
Night on Earth (1991) 2,015,810
Everyone Says I Love You (1996) 9,714,482
Giant (1956) 14,169,928
Steel (1997) 1,686,429
Sleepless in Seattle (1993) 191,463,006
Apt Pupil (1998) 8,838,938
It Could Happen to You (1994) 37,800,323
L.A. Confidential (1997) 64,604,977
Young Frankenstein (1974) 125,123,000
Great Day in Harlem, A (1994) 527,274
Top Gun (1986) 256,050,237
Ulee's Gold (1997) 9,054,736
Deep Rising (1998) 11,146,409
Henry V (1989) 10,161,099
Big Night (1996) 11,881,039
Manhattan (1979) 39,900,000
Hoop Dreams (1994) 7,830,611
Three Colors: White (1994) 1,464,625
Bronx Tale, A (1993) 17,266,971
Birds, The (1963) 16,493,900
Twister (1996) 375,152,715
Hunt for Red October, The (1990) 179,209,868
Annie Hall (1977) 57,253,791
First Knight (1995) 37,600,435
Eve's Bayou (1997) 14,821,531
Lone Star (1996) 13,269,963
Fish Called Wanda, A (1988) 93,259,712
Monty Python's Life of Brian (1979) 646,124
For Whom the Bell Tolls (1943) 7,100,000
Singin' in the Rain (1952) 7,665,000
Fargo (1996) 24,611,975
Lion King, The (1994) 188,740,944
Deconstructing Harry (1997) 10,569,071
Home for the Holidays (1995) 17,518,220
In the Name of the Father (1993) 25,096,862
Fierce Creatures (1997) 9,202,671
Persuasion (1995) 5,462,325
Gattaca (1997) 12,339,633
Dead Poets Society (1989) 144,288,116
Dragonheart (1996) 51,317,350
Looking for Richard (1996) 1,361,420
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Beauty and the Beast (1991) 94,902,028
Leaving Las Vegas (1995) 31,968,347
Casablanca (1942) 5,806,467
E.T. the Extra-Terrestrial (1982) 259,597,332
Some Like It Hot (1959) 33,300,000
Chasing Amy (1997) 12,006,514
Ghost (1990) 226,931,306
Manhattan Murder Mystery (1993) 11,285,588
My Favorite Year (1982) 20,123,620
Glory (1989) 100,326
Career Girls (1997) 2,506,039
Star Trek: The Motion Picture (1979) 95,658,976
It Happened One Night (1934) 2,000,000
Matilda (1996) 33,084,249
Local Hero (1983) 5,767,363
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Great Dictator, The (1940) 395,872
Contact (1997) 149,887,543
Jaws (1975) 199,275,376
Blade Runner (1982) 1,445,283
Taxi Driver (1976) 33,669,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Die Hard: With a Vengeance (1995) 147,009,359
Get Shorty (1995) 103,619,110
Terminator 2: Judgment Day (1991) 207,064,802
Jerry Maguire (1996) 228,557,864
Devil in a Blue Dress (1995) 16,030,096
Philadelphia Story, The (1940) 3,000,000
Cool Hand Luke (1967) 7,300,000
Secret of Roan Inish, The (1994) 6,101,600
Snow White and the Seven Dwarfs (1937) 103,921,550
Pretty Woman (1990) 260,311,268
Titanic (1997) 600,779,824
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Casper (1995) 149,489,194
All About Eve (1950) 4,210,177
Being There (1979) 30,177,511
Diva (1981) 108,372
Conan the Barbarian (1981) 60,241,612
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
As Good As It Gets (1997) 215,563,842
Once Upon a Time in the West (1969) 5,321,508
Wag the Dog (1997) 43,022,524
Dangerous Beauty (1998) 4,530,929
Gandhi (1982) 77,737,889
Aladdin (1992) 328,782,825
Rosewood (1997) 13,104,494
Son in Law (1993) 36,448,200
Tin Men (1987) 25,411,386
Strictly Ballroom (1992) 11,738,022
Cinema Paradiso (1988) 392,045
Pinocchio (1940) 59,305,559
Chinatown (1974) 42,400,000
Mighty Aphrodite (1995) 6,700,000
Rear Window (1954) 6,759,601
Usual Suspects, The (1995) 1,120,000
Miller's Crossing (1990) 5,080,409
Two or Three Things I Know About Her (1966) 101,944
Under Siege (1992) 120,463,139
High Noon (1952) 7,150,000
Heathers (1989) 1,108,462
Bullets Over Broadway (1994) 13,383,737
Baby-Sitters Club, The (1995) 9,574,155
Kundun (1997) 5,532,301
Good, The Bad and The Ugly, The (1966) 19,000,000
Alien (1979) 42,285,739
Go Fish (1994) 2,408,311
Dave (1993) 93,370,710
To Kill a Mockingbird (1962) 20,629,846
Red Corner (1997) 22,415,440
Perfect Candidate, A (1996) 48,522
Benny & Joon (1993) 23,202,734
Whole Wide World, The (1996) 136,933
Crumb (1994) 3,174,695
Back to the Future (1985) 303,398,294
Sirens (1994) 7,770,731
East of Eden (1955) 5,000,000
Manchurian Candidate, The (1962) 4,180,630
Shadowlands (1993) 25,842,000
Ice Storm, The (1997) 7,837,632
Ridicule (1996) 2,503,829
Desperado (1995) 25,625,110
In the Line of Fire (1993) 151,314,283
Braveheart (1995) 110,286,945
Nick of Time (1995) 7,439,392
One Fine Day (1996) 68,829,020
Something to Talk About (1995) 75,307,660
Stand by Me (1986) 69,411,304
Life Less Ordinary, A (1997) 4,266,243
Sweet Hereafter, The (1997) 3,252,652
Swimming with Sharks (1995) 376,928
Once Upon a Time... When We Were Colored (1995) 3,375,000
Timecop (1994) 65,478,580
Beautiful Girls (1996) 20,837,000
Searching for Bobby Fischer (1993) 7,266,383
American President, The (1995) 95,000,000
Jackie Brown (1997) 39,647,595
Bridge on the River Kwai, The (1957) 50,495,000
Sling Blade (1996) 24,475,416
Glengarry Glen Ross (1992) 10,725,228
Star Wars (1977) 731,853,665
James and the Giant Peach (1996) 28,900,101
Bogus (1996) 4,340,826
Mimic (1997) 25,454,187
Quiz Show (1994) 24,822,619
American in Paris, An (1951) 12,505,000
Menace II Society (1993) 27,900,000
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Star Trek: The Wrath of Khan (1982) 118,633,541
Truth About Cats & Dogs, The (1996) 34,073,143
Tomorrow Never Dies (1997) 184,221,129
Sneakers (1992) 75,733,000
Groundhog Day (1993) 103,406,973
Amistad (1997) 44,175,394
Rebel Without a Cause (1955) 4,600,000
Forrest Gump (1994) 485,691,196
Lawrence of Arabia (1962) 20,652,481
Sleeper (1973) 18,344,729
Stargate (1994) 105,565,669
M*A*S*H (1970) 109,920,000
Empire Strikes Back, The (1980) 225,554,189
Mercury Rising (1998) 32,940,507
Bringing Up Baby (1938) 10,863
Clear and Present Danger (1994) 176,112,710
In the Company of Men (1997) 2,856,622
Godfather, The (1972) 291,702,411
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Dark City (1998) 14,337,579
I.Q. (1994) 26,372,663
Lost in Space (1998) 69,102,910
Brazil (1985) 6,500,000
Boys Life (1995) 624,573
Godfather: Part II, The (1974) 87,973,000
Bonnie and Clyde (1967) 72,800,000
Ran (1985) 113,948
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Rob Roy (1995) 31,600,000
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Blues Brothers 2000 (1998) 13,979,599
Three Colors: Blue (1993) 1,324,974
Apollo 13 (1995) 94,378,651
Up Close and Personal (1996) 74,045,801
Down by Law (1986) 1,419,835
2001: A Space Odyssey (1968) 25,761,621
Babe (1995) 66,600,000
Secrets & Lies (1996) 13,417,292
Crooklyn (1994) 13,640,000
GoodFellas (1990) 67,336,394
Day the Earth Stood Still, The (1951) 79,366,978
Full Metal Jacket (1987) 69,057,676
Fantasia (1940) 49,310,882
Average 64,985,351
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