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 English Patient, The (1996) 111,415,132 Amadeus (1984) 23,401,401
Amadeus (1984) 23,401,401 Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134
Citizen Kane (1941) 1,640,769 Amadeus (1984) 23,401,401 Sense and Sensibility (1995) 62,493,774
When Harry Met Sally... (1989) 134,613,546 Mr. Holland's Opus (1995) 119,078,097 Manchurian Candidate, The (1962) 4,180,630
North by Northwest (1959) 19,977,527 Sense and Sensibility (1995) 62,493,774 Dances with Wolves (1990) 265,746,848
Boot, Das (1981) 11,433,134 When Harry Met Sally... (1989) 134,613,546 North by Northwest (1959) 19,977,527
Dances with Wolves (1990) 265,746,848 Citizen Kane (1941) 1,640,769 Gandhi (1982) 77,737,889
Lawrence of Arabia (1962) 20,652,481 Secrets & Lies (1996) 13,417,292 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Chinatown (1974) 42,400,000 North by Northwest (1959) 19,977,527 When Harry Met Sally... (1989) 134,613,546
Average 63,708,730 Average 50,327,713 Average 71,190,085

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
GoldenEye (1995) 146,028,496
Dead Man (1995) 1,025,488
Four Weddings and a Funeral (1994) 75,888,832
Full Metal Jacket (1987) 69,057,676
Shawshank Redemption, The (1994) 28,341,469
Return of the Jedi (1983) 500,773,409
Liar Liar (1997) 277,327,280
Lost Highway (1997) 3,796,699
Mary Poppins (1964) 133,300,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Free Willy (1993) 113,698,625
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Speed (1994) 121,248,145
That Thing You Do! (1996) 25,809,813
Heat (1995) 97,783,000
Platoon (1986) 207,900,328
Die Hard 2 (1990) 120,083,665
Die Hard: With a Vengeance (1995) 147,009,359
Chasing Amy (1997) 12,006,514
Apocalypse Now (1979) 42,606,290
In & Out (1997) 63,826,569
Seven (Se7en) (1995) 143,225,000
Friday (1995) 27,900,000
Day the Earth Stood Still, The (1951) 79,366,978
Wag the Dog (1997) 43,022,524
Gattaca (1997) 12,339,633
Quiz Show (1994) 24,822,619
Schindler's List (1993) 140,409,248
Carlito's Way (1993) 56,948,322
Pulp Fiction (1994) 84,022,201
Aliens (1986) 121,385,096
Cyrano de Bergerac (1990) 5,820,020
Fifth Element, The (1997) 92,897,302
Devil in a Blue Dress (1995) 16,030,096
Secret of Roan Inish, The (1994) 6,101,600
Long Kiss Goodnight, The (1996) 33,328,051
In the Line of Fire (1993) 151,314,283
Braveheart (1995) 110,286,945
Braindead (1992) 242,623
Star Trek IV: The Voyage Home (1986) 124,751,249
Austin Powers: International Man of Mystery (1997) 78,171,630
Star Trek: The Wrath of Khan (1982) 118,633,541
Fierce Creatures (1997) 9,202,671
It's a Wonderful Life (1946) 3,548,018
Benny & Joon (1993) 23,202,734
Real Genius (1985) 13,000,000
Love Bug, The (1969) 23,150,000
Good Will Hunting (1997) 192,328,280
Hudsucker Proxy, The (1994) 2,869,369
Sirens (1994) 7,770,731
Hunt for Red October, The (1990) 179,209,868
Jaws (1975) 199,275,376
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Leaving Las Vegas (1995) 31,968,347
Forrest Gump (1994) 485,691,196
Fantasia (1940) 49,310,882
Independence Day (ID4) (1996) 483,359,255
Raising Arizona (1987) 22,847,564
Tomorrow Never Dies (1997) 184,221,129
20,000 Leagues Under the Sea (1954) 11,000,000
Cinderella (1950) 75,188,149
Boogie Nights (1997) 26,384,919
American Werewolf in London, An (1981) 20,445,527
Once Upon a Time in America (1984) 7,800,000
Get Shorty (1995) 103,619,110
Pinocchio (1940) 59,305,559
L.A. Confidential (1997) 64,604,977
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Batman (1989) 401,685,407
Devil's Advocate, The (1997) 86,587,776
Unforgiven (1992) 119,081,912
Monty Python and the Holy Grail (1974) 1,821,082
This Is Spinal Tap (1984) 188,751
Apt Pupil (1998) 8,838,938
In the Name of the Father (1993) 25,096,862
To Kill a Mockingbird (1962) 20,629,846
Postino, Il (1994) 20,681,301
Courage Under Fire (1996) 87,335,823
Menace II Society (1993) 27,900,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Godfather, The (1972) 291,702,411
Casino (1995) 62,726,000
Young Poisoner's Handbook, The (1995) 749,812
Pink Floyd - The Wall (1982) 14,844,106
Scream (1996) 103,001,286
Reservoir Dogs (1992) 2,687,008
Phenomenon (1996) 155,732,573
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Delicatessen (1991) 1,794,187
Dave (1993) 93,370,710
Chasing Amy (1997) 12,006,514
Ransom (1996) 207,758,522
Clear and Present Danger (1994) 176,112,710
Nightmare Before Christmas, The (1993) 22,782,289
Chungking Express (1994) 600,200
Beauty and the Beast (1991) 94,902,028
Dead Poets Society (1989) 144,288,116
Akira (1988) 439,162
Interview with the Vampire (1994) 145,789,330
2001: A Space Odyssey (1968) 25,761,621
Back to the Future (1985) 303,398,294
Heavy Metal (1981) 9,300,000
Sling Blade (1996) 24,475,416
Higher Learning (1995) 58,490,723
E.T. the Extra-Terrestrial (1982) 259,597,332
Babe (1995) 66,600,000
Wolf (1994) 99,012,000
Demolition Man (1993) 83,555,768
Kalifornia (1993) 2,395,231
Lone Star (1996) 13,269,963
Monty Python's Life of Brian (1979) 646,124
Sleepers (1996) 76,705,552
In the Company of Men (1997) 2,856,622
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Silence of the Lambs, The (1991) 137,332,208
Contact (1997) 149,887,543
Fish Called Wanda, A (1988) 93,259,712
Serial Mom (1994) 7,881,335
Touch of Evil (1958) 2,237,659
Star Wars (1977) 731,853,665
James and the Giant Peach (1996) 28,900,101
Kingpin (1996) 24,944,213
What's Love Got to Do with It (1993) 57,350,956
Amistad (1997) 44,175,394
Beavis and Butt-head Do America (1996) 90,162,233
Wedding Singer, The (1998) 114,729,850
Stripes (1981) 124,226,362
Ben-Hur (1959) 106,992,000
Raging Bull (1980) 49,034
Alien: Resurrection (1997) 47,748,610
Dark City (1998) 14,337,579
American President, The (1995) 95,000,000
Heavenly Creatures (1994) 3,049,135
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Star Trek: First Contact (1996) 207,001,027
Supercop (1992) 16,249,557
Dazed and Confused (1993) 7,993,039
From Dusk Till Dawn (1996) 45,553,840
Snow White and the Seven Dwarfs (1937) 103,921,550
Rear Window (1954) 6,759,601
Fargo (1996) 24,611,975
Lost in Space (1998) 69,102,910
Starship Troopers (1997) 79,093,786
Face/Off (1997) 163,746,077
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Die Hard (1988) 116,707,729
Smoke (1995) 8,349,430
Primary Colors (1998) 38,966,057
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Heathers (1989) 1,108,462
Rumble in the Bronx (1995) 32,333,860
Sneakers (1992) 75,733,000
Spanking the Monkey (1994) 1,359,736
Crimson Tide (1995) 135,266,000
Stand by Me (1986) 69,411,304
Cronos (1992) 621,392
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Natural Born Killers (1994) 72,282,766
Mrs. Doubtfire (1993) 330,200,000
Pump Up the Volume (1990) 11,541,758
Ran (1985) 113,948
Frighteners, The (1996) 16,524,115
Ed Wood (1994) 5,887,457
Evil Dead II (1987) 5,923,044
Dead Man Walking (1995) 39,025,000
Up in Smoke (1978) 69,890,893
Cool Hand Luke (1967) 7,300,000
Nutty Professor, The (1996) 185,482,745
Alien (1979) 42,285,739
Jurassic Park (1993) 563,476,625
Flirting With Disaster (1996) 14,891,000
Philadelphia (1993) 114,946,440
Clockers (1995) 13,040,603
Jackie Chan's First Strike (1996) 14,511,338
Conspiracy Theory (1997) 111,189,998
Glengarry Glen Ross (1992) 10,725,228
Trainspotting (1996) 16,501,785
Army of Darkness (1993) 11,502,976
Titanic (1997) 600,779,824
Clerks (1994) 3,151,130
Strictly Ballroom (1992) 11,738,022
Jackie Brown (1997) 39,647,595
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Nightmare on Elm Street, A (1984) 65,398,755
Mars Attacks! (1996) 37,754,208
Toy Story (1995) 133,344,903
Cape Fear (1991) 118,590,000
Apollo 13 (1995) 94,378,651
Killing Zoe (1994) 418,953
Groundhog Day (1993) 103,406,973
Psycho (1960) 43,200,000
Princess Bride, The (1987) 21,277,649
Vertigo (1958) 7,024,928
Miller's Crossing (1990) 5,080,409
Birds, The (1963) 16,493,900
Carrie (1976) 49,007,514
Twelve Monkeys (1995) 82,512,000
Men in Black (1997) 367,992,228
Shine (1996) 53,830,909
People vs. Larry Flynt, The (1996) 20,191,312
Lion King, The (1994) 188,740,944
True Lies (1994) 226,261,000
Bram Stoker's Dracula (1992) 129,722,790
What's Eating Gilbert Grape (1993) 9,170,214
Usual Suspects, The (1995) 1,120,000
Ulee's Gold (1997) 9,054,736
Clockwork Orange, A (1971) 38,589,355
Big Lebowski, The (1998) 17,439,163
As Good As It Gets (1997) 215,563,842
U Turn (1997) 6,633,400
Freeway (1996) 295,493
Grosse Pointe Blank (1997) 28,014,536
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Bob Roberts (1992) 4,479,470
Field of Dreams (1989) 94,962,625
Terminator 2: Judgment Day (1991) 207,064,802
City of Lost Children, The (1995) 1,513,028
Swingers (1996) 4,505,922
Aladdin (1992) 328,782,825
Godfather: Part II, The (1974) 87,973,000
Empire Strikes Back, The (1980) 225,554,189
Executive Decision (1996) 93,638,632
Blade Runner (1982) 1,445,283
Full Monty, The (1997) 45,857,453
Jerry Maguire (1996) 228,557,864
Cemetery Man (Dellamorte Dellamore) (1994) 253,969
Kiss the Girls (1997) 86,753,012
Better Off Dead... (1985) 10,297,601
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Taxi Driver (1976) 33,669,000
Desperado (1995) 25,625,110
Tin Cup (1996) 77,003,584
Escape from New York (1981) 25,244,700
Short Cuts (1993) 6,110,979
Donnie Brasco (1997) 60,851,988
True Romance (1993) 12,281,500
Brazil (1985) 6,500,000
GoodFellas (1990) 67,336,394
Air Force One (1997) 250,384,803
Average 81,586,240
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