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
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 2001: A Space Odyssey (1968) 25,761,621
2001: A Space Odyssey (1968) 25,761,621 Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774
It's a Wonderful Life (1946) 3,548,018 Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134
Titanic (1997) 600,779,824 Blade Runner (1982) 1,445,283 Dead Poets Society (1989) 144,288,116
Apocalypse Now (1979) 42,606,290 Air Force One (1997) 250,384,803 Star Trek: First Contact (1996) 207,001,027
Brazil (1985) 6,500,000 Star Trek: First Contact (1996) 207,001,027 Apocalypse Now (1979) 42,606,290
Sense and Sensibility (1995) 62,493,774 Mr. Holland's Opus (1995) 119,078,097 Brazil (1985) 6,500,000
Apollo 13 (1995) 94,378,651 Independence Day (ID4) (1996) 483,359,255 It's a Wonderful Life (1946) 3,548,018
Boot, Das (1981) 11,433,134 2001: A Space Odyssey (1968) 25,761,621 M*A*S*H (1970) 109,920,000
Dead Poets Society (1989) 144,288,116 Secrets & Lies (1996) 13,417,292 Blade Runner (1982) 1,445,283
Average 99,323,471 Average 177,515,411 Average 61,499,726

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
City of Lost Children, The (1995) 1,513,028
Forrest Gump (1994) 485,691,196
Citizen Kane (1941) 1,640,769
Pinocchio (1940) 59,305,559
Top Gun (1986) 256,050,237
Mrs. Doubtfire (1993) 330,200,000
Cinderella (1950) 75,188,149
Flirting With Disaster (1996) 14,891,000
Casino (1995) 62,726,000
Nutty Professor, The (1996) 185,482,745
Death and the Maiden (1994) 2,104,000
Heathers (1989) 1,108,462
Aliens (1986) 121,385,096
This Is Spinal Tap (1984) 188,751
Butch Cassidy and the Sundance Kid (1969) 145,314,187
What's Eating Gilbert Grape (1993) 9,170,214
L.A. Confidential (1997) 64,604,977
GoodFellas (1990) 67,336,394
Clockwork Orange, A (1971) 38,589,355
Crossing Guard, The (1995) 832,910
Waiting for Guffman (1996) 2,892,582
Snow White and the Seven Dwarfs (1937) 103,921,550
Unforgiven (1992) 119,081,912
In the Company of Men (1997) 2,856,622
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Mars Attacks! (1996) 37,754,208
Chinatown (1974) 42,400,000
Bound (1996) 3,798,532
Return of the Jedi (1983) 500,773,409
Groundhog Day (1993) 103,406,973
Kingpin (1996) 24,944,213
Under Siege (1992) 120,463,139
Dead Man Walking (1995) 39,025,000
Schindler's List (1993) 140,409,248
North by Northwest (1959) 19,977,527
Rebel Without a Cause (1955) 4,600,000
Glengarry Glen Ross (1992) 10,725,228
Jaws (1975) 199,275,376
Grease (1978) 96,605,260
Terminator 2: Judgment Day (1991) 207,064,802
Fish Called Wanda, A (1988) 93,259,712
Men in Black (1997) 367,992,228
Hot Shots! Part Deux (1993) 58,033,237
Batman Returns (1992) 262,844,850
Nightmare Before Christmas, The (1993) 22,782,289
Austin Powers: International Man of Mystery (1997) 78,171,630
Scream (1996) 103,001,286
Indiana Jones and the Last Crusade (1989) 312,671,806
Piano, The (1993) 40,158,000
Alien (1979) 42,285,739
Ace Ventura: Pet Detective (1994) 106,217,000
James and the Giant Peach (1996) 28,900,101
Nightmare on Elm Street, A (1984) 65,398,755
Liar Liar (1997) 277,327,280
Young Guns (1988) 64,686,644
Leaving Las Vegas (1995) 31,968,347
Serial Mom (1994) 7,881,335
Cable Guy, The (1996) 93,754,431
Speed (1994) 121,248,145
Private Parts (1997) 59,339,346
Pretty Woman (1990) 260,311,268
Philadelphia (1993) 114,946,440
Ransom (1996) 207,758,522
Army of Darkness (1993) 11,502,976
Jerry Maguire (1996) 228,557,864
Bullets Over Broadway (1994) 13,383,737
Night Falls on Manhattan (1997) 9,881,286
8 1/2 (1963) 50,690
Shine (1996) 53,830,909
Singin' in the Rain (1952) 7,665,000
Don Juan DeMarco (1995) 22,200,000
Heavenly Creatures (1994) 3,049,135
Evil Dead II (1987) 5,923,044
Primal Fear (1996) 80,646,667
Glory (1989) 100,326
Clerks (1994) 3,151,130
Empire Strikes Back, The (1980) 225,554,189
She's the One (1996) 9,449,219
Dolores Claiborne (1994) 24,361,867
Young Frankenstein (1974) 125,123,000
Die Hard 2 (1990) 120,083,665
Brothers McMullen, The (1995) 10,246,600
Star Trek: The Motion Picture (1979) 95,658,976
Happy Gilmore (1996) 38,624,000
Clueless (1995) 75,525,013
American Werewolf in London, An (1981) 20,445,527
Cape Fear (1991) 118,590,000
Young Guns II (1990) 63,843,410
Sleeper (1973) 18,344,729
Chasing Amy (1997) 12,006,514
Psycho (1960) 43,200,000
English Patient, The (1996) 111,415,132
Streetcar Named Desire, A (1951) 4,414,474
Casablanca (1942) 5,806,467
Reservoir Dogs (1992) 2,687,008
Sling Blade (1996) 24,475,416
So I Married an Axe Murderer (1993) 11,585,483
Usual Suspects, The (1995) 1,120,000
When Harry Met Sally... (1989) 134,613,546
Manhattan (1979) 39,900,000
Aladdin (1992) 328,782,825
Some Like It Hot (1959) 33,300,000
City Slickers II: The Legend of Curly's Gold (1994) 65,022,360
Mighty Aphrodite (1995) 6,700,000
Muriel's Wedding (1994) 15,185,594
Looking for Richard (1996) 1,361,420
Seven (Se7en) (1995) 143,225,000
Rear Window (1954) 6,759,601
Contact (1997) 149,887,543
Big Night (1996) 11,881,039
Miller's Crossing (1990) 5,080,409
Things to Do in Denver when You're Dead (1995) 529,766
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Night of the Living Dead (1968) 13,600,000
Gattaca (1997) 12,339,633
Pump Up the Volume (1990) 11,541,758
Boogie Nights (1997) 26,384,919
People vs. Larry Flynt, The (1996) 20,191,312
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Star Wars (1977) 731,853,665
Fifth Element, The (1997) 92,897,302
Shallow Grave (1994) 2,881,508
When We Were Kings (1996) 2,666,118
Monty Python and the Holy Grail (1974) 1,821,082
Field of Dreams (1989) 94,962,625
Mallrats (1995) 2,122,561
Dumb & Dumber (1994) 190,775,354
Shawshank Redemption, The (1994) 28,341,469
Trigger Effect, The (1996) 3,594,848
Strictly Ballroom (1992) 11,738,022
To Die For (1995) 21,284,514
Tombstone (1993) 82,627,065
E.T. the Extra-Terrestrial (1982) 259,597,332
Fargo (1996) 24,611,975
Pulp Fiction (1994) 84,022,201
Cinema Paradiso (1988) 392,045
Birds, The (1963) 16,493,900
Trainspotting (1996) 16,501,785
Beautiful Girls (1996) 20,837,000
Naked (1993) 1,769,305
Friday (1995) 27,900,000
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Mystery Science Theater 3000: The Movie (1996) 1,004,821
American President, The (1995) 95,000,000
Silence of the Lambs, The (1991) 137,332,208
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Four Weddings and a Funeral (1994) 75,888,832
Braveheart (1995) 110,286,945
Shall We Dance? (1996) 9,676,677
Jurassic Park (1993) 563,476,625
Ghost (1990) 226,931,306
Swingers (1996) 4,505,922
Taxi Driver (1976) 33,669,000
Delicatessen (1991) 1,794,187
Full Monty, The (1997) 45,857,453
Bob Roberts (1992) 4,479,470
My Best Friend's Wedding (1997) 185,360,508
Real Genius (1985) 13,000,000
Face/Off (1997) 163,746,077
Godfather, The (1972) 291,702,411
Lone Star (1996) 13,269,963
Nobody's Fool (1994) 57,487,686
That Thing You Do! (1996) 25,809,813
Billy Madison (1995) 25,588,750
Welcome to the Dollhouse (1995) 4,429,002
Chasing Amy (1997) 12,006,514
Touch of Evil (1958) 2,237,659
Celluloid Closet, The (1995) 1,507,800
Tommy Boy (1995) 32,700,000
She's So Lovely (1997) 7,221,836
Godfather: Part II, The (1974) 87,973,000
Alien 3 (1992) 87,235,600
True Lies (1994) 226,261,000
Addams Family Values (1993) 72,214,043
Die Hard (1988) 116,707,729
Star Trek: The Wrath of Khan (1982) 118,633,541
Babe (1995) 66,600,000
Everyone Says I Love You (1996) 9,714,482
Mute Witness (1994) 1,204,430
Vertigo (1958) 7,024,928
Beauty and the Beast (1991) 94,902,028
Supercop (1992) 16,249,557
Hamlet (1996) 4,414,535
Toy Story (1995) 133,344,903
Donnie Brasco (1997) 60,851,988
Batman (1989) 401,685,407
Mission: Impossible (1996) 274,049,639
Frighteners, The (1996) 16,524,115
True Romance (1993) 12,281,500
Back to the Future (1985) 303,398,294
Smoke (1995) 8,349,430
Citizen Ruth (1996) 153,155
Dances with Wolves (1990) 265,746,848
Annie Hall (1977) 57,253,791
Much Ado About Nothing (1993) 22,551,000
Long Kiss Goodnight, The (1996) 33,328,051
From Dusk Till Dawn (1996) 45,553,840
Ed Wood (1994) 5,887,457
Get Shorty (1995) 103,619,110
Interview with the Vampire (1994) 145,789,330
Marvin's Room (1996) 12,782,508
Manhattan Murder Mystery (1993) 11,285,588
Stand by Me (1986) 69,411,304
Firm, The (1993) 686,502
Tin Cup (1996) 77,003,584
Twelve Monkeys (1995) 82,512,000
Fierce Creatures (1997) 9,202,671
Desperado (1995) 25,625,110
Quick and the Dead, The (1995) 18,636,537
Mary Poppins (1964) 133,300,000
Princess Bride, The (1987) 21,277,649
Breaking the Waves (1996) 4,040,691
Escape from L.A. (1996) 25,477,365
Raising Arizona (1987) 22,847,564
Hudsucker Proxy, The (1994) 2,869,369
To Kill a Mockingbird (1962) 20,629,846
Amadeus (1984) 23,401,401
Sleepless in Seattle (1993) 191,463,006
Average 77,256,830
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