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
Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000
Forrest Gump (1994) 485,691,196 Titanic (1997) 600,779,824 Dances with Wolves (1990) 265,746,848
Usual Suspects, The (1995) 1,120,000 Braveheart (1995) 110,286,945 Apocalypse Now (1979) 42,606,290
Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000 True Lies (1994) 226,261,000
Twelve Monkeys (1995) 82,512,000 Usual Suspects, The (1995) 1,120,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467 Forrest Gump (1994) 485,691,196 Boot, Das (1981) 11,433,134
Apollo 13 (1995) 94,378,651 Blade Runner (1982) 1,445,283 Apollo 13 (1995) 94,378,651
Dances with Wolves (1990) 265,746,848 Jerry Maguire (1996) 228,557,864 Reservoir Dogs (1992) 2,687,008
Average 121,200,861 Average 182,530,187 Average 86,559,847

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
Private Benjamin (1980) 39,139,769
Lion King, The (1994) 188,740,944
Fish Called Wanda, A (1988) 93,259,712
Philadelphia Story, The (1940) 3,000,000
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
Timecop (1994) 65,478,580
Godfather, The (1972) 291,702,411
Homeward Bound: The Incredible Journey (1993) 60,039,088
Star Trek IV: The Voyage Home (1986) 124,751,249
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Pulp Fiction (1994) 84,022,201
Grease (1978) 96,605,260
Mars Attacks! (1996) 37,754,208
When Harry Met Sally... (1989) 134,613,546
Empire Strikes Back, The (1980) 225,554,189
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Star Trek: First Contact (1996) 207,001,027
Grifters, The (1990) 13,446,769
Bram Stoker's Dracula (1992) 129,722,790
Man Without a Face, The (1993) 24,760,338
Tank Girl (1995) 4,064,333
Return of the Pink Panther, The (1974) 37,170,000
Night of the Living Dead (1968) 13,600,000
Clear and Present Danger (1994) 176,112,710
Kalifornia (1993) 2,395,231
Pinocchio (1940) 59,305,559
Cowboy Way, The (1994) 20,277,185
Tombstone (1993) 82,627,065
Streetcar Named Desire, A (1951) 4,414,474
Some Kind of Wonderful (1987) 18,553,948
Ransom (1996) 207,758,522
Pink Floyd - The Wall (1982) 14,844,106
Bonnie and Clyde (1967) 72,800,000
Black Beauty (1994) 4,630,377
Sleepless in Seattle (1993) 191,463,006
Star Wars (1977) 731,853,665
One Flew Over the Cuckoo's Nest (1975) 171,940,000
It's a Wonderful Life (1946) 3,548,018
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Long Kiss Goodnight, The (1996) 33,328,051
Monty Python and the Holy Grail (1974) 1,821,082
Singin' in the Rain (1952) 7,665,000
Scream (1996) 103,001,286
Vertigo (1958) 7,024,928
Army of Darkness (1993) 11,502,976
Up in Smoke (1978) 69,890,893
Lawnmower Man, The (1992) 27,207,265
Outbreak (1995) 99,323,573
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Carrie (1976) 49,007,514
Star Trek: The Wrath of Khan (1982) 118,633,541
Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208
In the Line of Fire (1993) 151,314,283
Malice (1993) 67,044,636
Platoon (1986) 207,900,328
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Tom and Huck (1995) 23,735,802
E.T. the Extra-Terrestrial (1982) 259,597,332
So I Married an Axe Murderer (1993) 11,585,483
Nightmare on Elm Street, A (1984) 65,398,755
Old Yeller (1957) 10,050,000
Seven (Se7en) (1995) 143,225,000
Renaissance Man (1994) 24,332,324
Top Gun (1986) 256,050,237
Highlander (1986) 5,735,847
Dial M for Murder (1954) 3,012,562
Hunt for Red October, The (1990) 179,209,868
Cool Hand Luke (1967) 7,300,000
Heavy Metal (1981) 9,300,000
Full Metal Jacket (1987) 69,057,676
Dave (1993) 93,370,710
Back to the Future (1985) 303,398,294
Aliens (1986) 121,385,096
Die Hard 2 (1990) 120,083,665
Heathers (1989) 1,108,462
Return of the Jedi (1983) 500,773,409
Dragonheart (1996) 51,317,350
Interview with the Vampire (1994) 145,789,330
Jaws (1975) 199,275,376
Batman (1989) 401,685,407
Kiss of Death (1995) 14,942,422
Star Trek: The Motion Picture (1979) 95,658,976
Die Hard (1988) 116,707,729
Groundhog Day (1993) 103,406,973
Princess Bride, The (1987) 21,277,649
Independence Day (ID4) (1996) 483,359,255
Remains of the Day, The (1993) 22,954,968
Speechless (1994) 20,664,501
Young Guns (1988) 64,686,644
Striptease (1996) 32,758,418
Gridlock'd (1997) 5,479,037
Clockwork Orange, A (1971) 38,589,355
Joe's Apartment (1996) 4,611,624
Lawrence of Arabia (1962) 20,652,481
101 Dalmatians (1996) 197,767,821
Alien (1979) 42,285,739
Fantasia (1940) 49,310,882
GoodFellas (1990) 67,336,394
Terminator 2: Judgment Day (1991) 207,064,802
Psycho (1960) 43,200,000
Jurassic Park (1993) 563,476,625
Relic, The (1997) 33,927,476
M*A*S*H (1970) 109,920,000
Miracle on 34th Street (1994) 17,193,886
Young Guns II (1990) 63,843,410
Stand by Me (1986) 69,411,304
Cinderella (1950) 75,188,149
Indiana Jones and the Last Crusade (1989) 312,671,806
Piano, The (1993) 40,158,000
Firm, The (1993) 686,502
Pretty Woman (1990) 260,311,268
Under Siege (1992) 120,463,139
Young Frankenstein (1974) 125,123,000
Dead Man Walking (1995) 39,025,000
Foxfire (1996) 258,263
Jade (1995) 9,795,017
Monty Python's Life of Brian (1979) 646,124
Toy Story (1995) 133,344,903
Cape Fear (1991) 118,590,000
Beavis and Butt-head Do America (1996) 90,162,233
Mrs. Doubtfire (1993) 330,200,000
Hellraiser: Bloodline (1996) 16,675,000
Hamlet (1996) 4,414,535
Body Snatchers (1993) 428,868
Pete's Dragon (1977) 22,500,000
Average 97,318,110
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