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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Twelve Monkeys (1995) 82,512,000
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649
Monty Python and the Holy Grail (1974) 1,821,082 Shawshank Redemption, The (1994) 28,341,469 Clockwork Orange, A (1971) 38,589,355
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Princess Bride, The (1987) 21,277,649 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Twelve Monkeys (1995) 82,512,000 Jerry Maguire (1996) 228,557,864
Usual Suspects, The (1995) 1,120,000 Jerry Maguire (1996) 228,557,864 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Average 98,012,350 Average 186,117,318 Average 127,896,281

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
Toy Story (1995) 133,344,903
Eraser (1996) 147,260,786
Dragonheart (1996) 51,317,350
Pink Floyd - The Wall (1982) 14,844,106
Godfather, The (1972) 291,702,411
Mrs. Doubtfire (1993) 330,200,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Mary Poppins (1964) 133,300,000
Speed (1994) 121,248,145
Back to the Future (1985) 303,398,294
Empire Strikes Back, The (1980) 225,554,189
Good, The Bad and The Ugly, The (1966) 19,000,000
Jack (1996) 84,189,393
Rear Window (1954) 6,759,601
Forrest Gump (1994) 485,691,196
Beauty and the Beast (1991) 94,902,028
Star Trek: First Contact (1996) 207,001,027
Grease (1978) 96,605,260
Star Trek: The Wrath of Khan (1982) 118,633,541
Down Periscope (1996) 25,785,603
Conan the Barbarian (1981) 60,241,612
Braveheart (1995) 110,286,945
Jurassic Park (1993) 563,476,625
Top Gun (1986) 256,050,237
Bridge on the River Kwai, The (1957) 50,495,000
GoodFellas (1990) 67,336,394
Dances with Wolves (1990) 265,746,848
Alien (1979) 42,285,739
Lion King, The (1994) 188,740,944
Gone with the Wind (1939) 200,155,278
Desperado (1995) 25,625,110
Fried Green Tomatoes (1991) 117,503,000
Star Wars (1977) 731,853,665
Day the Earth Stood Still, The (1951) 79,366,978
Raising Arizona (1987) 22,847,564
Night of the Living Dead (1968) 13,600,000
Mr. Smith Goes to Washington (1939) 1,500,000
Jaws (1975) 199,275,376
Beavis and Butt-head Do America (1996) 90,162,233
Army of Darkness (1993) 11,502,976
E.T. the Extra-Terrestrial (1982) 259,597,332
Old Yeller (1957) 10,050,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Silence of the Lambs, The (1991) 137,332,208
Star Trek IV: The Voyage Home (1986) 124,751,249
M*A*S*H (1970) 109,920,000
Miracle on 34th Street (1994) 17,193,886
Vertigo (1958) 7,024,928
My Fellow Americans (1996) 22,294,341
American Werewolf in London, An (1981) 20,445,527
Sleepless in Seattle (1993) 191,463,006
Birds, The (1963) 16,493,900
Dante's Peak (1997) 98,728,432
Tombstone (1993) 82,627,065
Little Women (1994) 75,083,616
Grumpier Old Men (1995) 105,662,663
Apollo 13 (1995) 94,378,651
Heathers (1989) 1,108,462
Ben-Hur (1959) 106,992,000
Young Frankenstein (1974) 125,123,000
Eye for an Eye (1996) 26,792,700
Unforgiven (1992) 119,081,912
Jungle2Jungle (1997) 81,061,526
African Queen, The (1951) 4,300,000
Aliens (1986) 121,385,096
Cinderella (1950) 75,188,149
20,000 Leagues Under the Sea (1954) 11,000,000
Twister (1996) 375,152,715
It's a Wonderful Life (1946) 3,548,018
River Wild, The (1994) 69,356,343
Full Metal Jacket (1987) 69,057,676
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
What's Eating Gilbert Grape (1993) 9,170,214
Michael (1996) 144,887,370
Ghost (1990) 226,931,306
Fierce Creatures (1997) 9,202,671
Independence Day (ID4) (1996) 483,359,255
Phenomenon (1996) 155,732,573
Far From Home: The Adventures of Yellow Dog (1995) 11,642,946
Scream (1996) 103,001,286
Broken Arrow (1996) 105,069,070
Nutty Professor, The (1996) 185,482,745
Screamers (1995) 5,781,885
Blade Runner (1982) 1,445,283
Young Guns (1988) 64,686,644
Evil Dead II (1987) 5,923,044
Rebel Without a Cause (1955) 4,600,000
Carlito's Way (1993) 56,948,322
Unforgettable (1996) 2,780,278
Goofy Movie, A (1995) 35,348,597
Terminator 2: Judgment Day (1991) 207,064,802
Once Upon a Time in the West (1969) 5,321,508
Apocalypse Now (1979) 42,606,290
Mission: Impossible (1996) 274,049,639
Psycho (1960) 43,200,000
Firm, The (1993) 686,502
Pinocchio (1940) 59,305,559
Godfather: Part II, The (1974) 87,973,000
Field of Dreams (1989) 94,962,625
Indiana Jones and the Last Crusade (1989) 312,671,806
Days of Thunder (1990) 122,670,733
Father of the Bride (1950) 4,054,400
Cool Hand Luke (1967) 7,300,000
Black Sheep (1996) 32,377,000
Average 111,517,818
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