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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Alien (1979) 42,285,739
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Sense and Sensibility (1995) 62,493,774
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Mr. Holland's Opus (1995) 119,078,097 Trainspotting (1996) 16,501,785
Mr. Holland's Opus (1995) 119,078,097 Jerry Maguire (1996) 228,557,864 Godfather, The (1972) 291,702,411
Jerry Maguire (1996) 228,557,864 Silence of the Lambs, The (1991) 137,332,208 Courage Under Fire (1996) 87,335,823
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Casablanca (1942) 5,806,467
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Batman (1989) 401,685,407
Ransom (1996) 207,758,522 Princess Bride, The (1987) 21,277,649 Usual Suspects, The (1995) 1,120,000
Average 141,554,876 Average 203,061,340 Average 107,087,558

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
Loch Ness (1995) 1,239,343
Shiloh (1997) 1,002,175
Hercules (1997) 142,729,205
Black Sheep (1996) 32,377,000
Toy Story (1995) 133,344,903
Truth About Cats & Dogs, The (1996) 34,073,143
Once Upon a Time... When We Were Colored (1995) 3,375,000
Ghosts of Mississippi (1996) 13,052,741
James and the Giant Peach (1996) 28,900,101
Indiana Jones and the Last Crusade (1989) 312,671,806
Amazing Panda Adventure, The (1995) 7,506,759
Return of the Jedi (1983) 500,773,409
Cool Runnings (1993) 98,839,263
Casper (1995) 149,489,194
Robert A. Heinlein's The Puppet Masters (1994) 8,638,072
American President, The (1995) 95,000,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Better Off Dead... (1985) 10,297,601
Akira (1988) 439,162
Jurassic Park (1993) 563,476,625
Nightmare Before Christmas, The (1993) 22,782,289
Vegas Vacation (1997) 36,429,528
Kingpin (1996) 24,944,213
Babe (1995) 66,600,000
Preacher's Wife, The (1996) 69,743,611
Searching for Bobby Fischer (1993) 7,266,383
Cinderella (1950) 75,188,149
Powder (1995) 30,862,146
Rumble in the Bronx (1995) 32,333,860
Godfather: Part II, The (1974) 87,973,000
Screamers (1995) 5,781,885
Lost World: Jurassic Park, The (1997) 359,161,284
Down Periscope (1996) 25,785,603
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Associate, The (1996) 12,772,657
Happy Gilmore (1996) 38,624,000
Schindler's List (1993) 140,409,248
Dragonheart (1996) 51,317,350
Forrest Gump (1994) 485,691,196
Aliens (1986) 121,385,096
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Fox and the Hound, The (1981) 53,368,988
Street Fighter (1994) 33,423,521
Terminator 2: Judgment Day (1991) 207,064,802
Ed Wood (1994) 5,887,457
Batman & Robin (1997) 165,777,671
Liar Liar (1997) 277,327,280
Apollo 13 (1995) 94,378,651
Nutty Professor, The (1996) 185,482,745
Homeward Bound: The Incredible Journey (1993) 60,039,088
Birds, The (1963) 16,493,900
Quick and the Dead, The (1995) 18,636,537
Scream (1996) 103,001,286
Tin Cup (1996) 77,003,584
Eraser (1996) 147,260,786
Very Brady Sequel, A (1996) 21,397,954
Beavis and Butt-head Do America (1996) 90,162,233
Jury Duty (1995) 17,014,653
Braveheart (1995) 110,286,945
Empire Strikes Back, The (1980) 225,554,189
Groundhog Day (1993) 103,406,973
101 Dalmatians (1996) 197,767,821
Jumanji (1995) 152,675,249
Phenomenon (1996) 155,732,573
Independence Day (ID4) (1996) 483,359,255
Beauty and the Beast (1991) 94,902,028
Men in Black (1997) 367,992,228
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Interview with the Vampire (1994) 145,789,330
Twelve Monkeys (1995) 82,512,000
Twister (1996) 375,152,715
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Supercop (1992) 16,249,557
I'm Not Rappaport (1996) 222,525
Second Jungle Book: Mowgli & Baloo, The (1997) 479,099
Monty Python and the Holy Grail (1974) 1,821,082
What's Eating Gilbert Grape (1993) 9,170,214
Carpool (1996) 3,308,758
That Thing You Do! (1996) 25,809,813
It's a Wonderful Life (1946) 3,548,018
Apocalypse Now (1979) 42,606,290
Fantasia (1940) 49,310,882
Pulp Fiction (1994) 84,022,201
True Lies (1994) 226,261,000
Star Wars (1977) 731,853,665
Miracle on 34th Street (1994) 17,193,886
Anaconda (1997) 92,871,617
Ice Storm, The (1997) 7,837,632
Jackie Chan's First Strike (1996) 14,511,338
Jack (1996) 84,189,393
Bio-Dome (1996) 13,427,615
Anne Frank Remembered (1995) 1,310,200
Mission: Impossible (1996) 274,049,639
Evita (1996) 73,298,979
Multiplicity (1996) 20,101,861
Back to the Future (1985) 303,398,294
Out to Sea (1997) 27,974,168
Grumpier Old Men (1995) 105,662,663
Aladdin (1992) 328,782,825
Father of the Bride Part II (1995) 112,794,000
First Knight (1995) 37,600,435
Adventures of Pinocchio, The (1996) 15,091,542
Demolition Man (1993) 83,555,768
Star Trek: The Wrath of Khan (1982) 118,633,541
Lion King, The (1994) 188,740,944
Father of the Bride (1950) 4,054,400
So I Married an Axe Murderer (1993) 11,585,483
Cable Guy, The (1996) 93,754,431
To Kill a Mockingbird (1962) 20,629,846
Mrs. Doubtfire (1993) 330,200,000
Pinocchio (1940) 59,305,559
Cape Fear (1991) 118,590,000
Average 105,944,772
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