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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Amadeus (1984) 23,401,401
Alien (1979) 42,285,739 Titanic (1997) 600,779,824 Heat (1995) 97,783,000
Independence Day (ID4) (1996) 483,359,255 Schindler's List (1993) 140,409,248 GoodFellas (1990) 67,336,394
Aliens (1986) 121,385,096 English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514
Contact (1997) 149,887,543 Leaving Las Vegas (1995) 31,968,347 Alien (1979) 42,285,739
Psycho (1960) 43,200,000 Star Trek: First Contact (1996) 207,001,027 Godfather, The (1972) 291,702,411
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Independence Day (ID4) (1996) 483,359,255 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Blade Runner (1982) 1,445,283 Men in Black (1997) 367,992,228 Swingers (1996) 4,505,922
Star Trek: First Contact (1996) 207,001,027 Air Force One (1997) 250,384,803 Aliens (1986) 121,385,096
Average 165,261,560 Average 263,489,981 Average 80,171,670

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
Just Cause (1995) 36,853,222
Die Hard (1988) 116,707,729
Hot Shots! Part Deux (1993) 58,033,237
Major Payne (1994) 29,412,050
Cinderella (1950) 75,188,149
Con Air (1997) 146,553,269
Mr. Holland's Opus (1995) 119,078,097
Twelve Monkeys (1995) 82,512,000
Four Weddings and a Funeral (1994) 75,888,832
Dave (1993) 93,370,710
Fifth Element, The (1997) 92,897,302
Courage Under Fire (1996) 87,335,823
Pink Floyd - The Wall (1982) 14,844,106
Demolition Man (1993) 83,555,768
Die Hard 2 (1990) 120,083,665
Red Rock West (1992) 2,502,551
Outbreak (1995) 99,323,573
Basic Instinct (1992) 126,227,000
Firm, The (1993) 686,502
Robin Hood: Prince of Thieves (1991) 173,380,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Great White Hype, The (1996) 7,874,000
True Lies (1994) 226,261,000
Crossing Guard, The (1995) 832,910
Natural Born Killers (1994) 72,282,766
Monty Python and the Holy Grail (1974) 1,821,082
From Dusk Till Dawn (1996) 45,553,840
Heavenly Creatures (1994) 3,049,135
Trees Lounge (1996) 673,269
Long Kiss Goodnight, The (1996) 33,328,051
Kingpin (1996) 24,944,213
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Death and the Maiden (1994) 2,104,000
Jackie Chan's First Strike (1996) 14,511,338
Devil in a Blue Dress (1995) 16,030,096
Serial Mom (1994) 7,881,335
Oliver & Company (1988) 106,650,355
Flirting With Disaster (1996) 14,891,000
Jerry Maguire (1996) 228,557,864
Billy Madison (1995) 25,588,750
Heavy Metal (1981) 9,300,000
Malice (1993) 67,044,636
Pulp Fiction (1994) 84,022,201
Get Shorty (1995) 103,619,110
Tommy Boy (1995) 32,700,000
Monty Python's Life of Brian (1979) 646,124
Exotica (1994) 4,183,379
Metro (1997) 31,987,563
Wes Craven's New Nightmare (1994) 14,461,031
Apollo 13 (1995) 94,378,651
Clockwork Orange, A (1971) 38,589,355
It's a Wonderful Life (1946) 3,548,018
Reservoir Dogs (1992) 2,687,008
Hoop Dreams (1994) 7,830,611
Beauty and the Beast (1991) 94,902,028
Young Guns II (1990) 63,843,410
While You Were Sleeping (1995) 119,964,016
To Die For (1995) 21,284,514
Cape Fear (1991) 118,590,000
It Could Happen to You (1994) 37,800,323
Diabolique (1996) 17,000,000
Brady Bunch Movie, The (1995) 68,467,136
Virtuosity (1995) 24,048,000
I.Q. (1994) 26,372,663
Goofy Movie, A (1995) 35,348,597
Killer: A Journal of Murder (1995) 65,682
Liar Liar (1997) 277,327,280
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Rumble in the Bronx (1995) 32,333,860
Nell (1994) 33,592,700
Return of the Jedi (1983) 500,773,409
True Romance (1993) 12,281,500
Tin Cup (1996) 77,003,584
Scream (1996) 103,001,286
Shallow Grave (1994) 2,881,508
Executive Decision (1996) 93,638,632
Dead Man Walking (1995) 39,025,000
Secrets & Lies (1996) 13,417,292
Kalifornia (1993) 2,395,231
Copycat (1995) 32,051,917
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Babe (1995) 66,600,000
Raising Arizona (1987) 22,847,564
Crimson Tide (1995) 135,266,000
Fierce Creatures (1997) 9,202,671
Short Cuts (1993) 6,110,979
Clueless (1995) 75,525,013
Stand by Me (1986) 69,411,304
Desperado (1995) 25,625,110
Homeward Bound: The Incredible Journey (1993) 60,039,088
Batman (1989) 401,685,407
Field of Dreams (1989) 94,962,625
Happy Gilmore (1996) 38,624,000
Young Guns (1988) 64,686,644
Supercop (1992) 16,249,557
Citizen Ruth (1996) 153,155
Fox and the Hound, The (1981) 53,368,988
Usual Suspects, The (1995) 1,120,000
Trainspotting (1996) 16,501,785
Clear and Present Danger (1994) 176,112,710
With Honors (1994) 20,043,254
Toy Story (1995) 133,344,903
Braveheart (1995) 110,286,945
Jurassic Park (1993) 563,476,625
Speed (1994) 121,248,145
Crash (1996) 3,168,660
Frighteners, The (1996) 16,524,115
Old Yeller (1957) 10,050,000
Bad Company (1995) 3,700,000
Philadelphia (1993) 114,946,440
Indiana Jones and the Last Crusade (1989) 312,671,806
To Kill a Mockingbird (1962) 20,629,846
White Squall (1996) 10,300,000
So I Married an Axe Murderer (1993) 11,585,483
Nightmare on Elm Street, A (1984) 65,398,755
Nutty Professor, The (1996) 185,482,745
Private Parts (1997) 59,339,346
Higher Learning (1995) 58,490,723
E.T. the Extra-Terrestrial (1982) 259,597,332
Ace Ventura: Pet Detective (1994) 106,217,000
Lone Star (1996) 13,269,963
Dumb & Dumber (1994) 190,775,354
Groundhog Day (1993) 103,406,973
Fargo (1996) 24,611,975
Forrest Gump (1994) 485,691,196
Bound (1996) 3,798,532
Welcome to the Dollhouse (1995) 4,429,002
Nine Months (1995) 102,455,000
Seven (Se7en) (1995) 143,225,000
Chasing Amy (1997) 12,006,514
Back to the Future (1985) 303,398,294
Bottle Rocket (1996) 1,040,879
Escape from New York (1981) 25,244,700
Die Hard: With a Vengeance (1995) 147,009,359
In the Company of Men (1997) 2,856,622
Space Jam (1996) 136,520,983
Unbearable Lightness of Being, The (1988) 10,006,806
Body Snatchers (1993) 428,868
Set It Off (1996) 36,049,108
Jaws (1975) 199,275,376
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
Absolute Power (1997) 73,037,233
Empire Strikes Back, The (1980) 225,554,189
Blink (1994) 16,696,219
Princess Bride, The (1987) 21,277,649
Austin Powers: International Man of Mystery (1997) 78,171,630
Terminator 2: Judgment Day (1991) 207,064,802
Army of Darkness (1993) 11,502,976
Silence of the Lambs, The (1991) 137,332,208
Freeway (1996) 295,493
Shawshank Redemption, The (1994) 28,341,469
Sling Blade (1996) 24,475,416
Only You (1994) 20,042,048
Star Wars (1977) 731,853,665
Dances with Wolves (1990) 265,746,848
Benny & Joon (1993) 23,202,734
Phenomenon (1996) 155,732,573
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Lion King, The (1994) 188,740,944
Murder in the First (1995) 17,382,000
Pinocchio (1940) 59,305,559
Ghost (1990) 226,931,306
Aladdin (1992) 328,782,825
Killing Zoe (1994) 418,953
Cliffhanger (1993) 127,356,211
Mission: Impossible (1996) 274,049,639
Donnie Brasco (1997) 60,851,988
Beavis and Butt-head Do America (1996) 90,162,233
Fish Called Wanda, A (1988) 93,259,712
Piano, The (1993) 40,158,000
Quick and the Dead, The (1995) 18,636,537
People vs. Larry Flynt, The (1996) 20,191,312
Body Snatchers (1993) 428,868
Average 81,718,896
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