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 Fargo (1996) 24,611,975
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Titanic (1997) 600,779,824 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Alien (1979) 42,285,739 English Patient, The (1996) 111,415,132 Apollo 13 (1995) 94,378,651
Back to the Future (1985) 303,398,294 Air Force One (1997) 250,384,803 Men in Black (1997) 367,992,228
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Jerry Maguire (1996) 228,557,864 Alien (1979) 42,285,739
Apollo 13 (1995) 94,378,651 L.A. Confidential (1997) 64,604,977 Trainspotting (1996) 16,501,785
Casablanca (1942) 5,806,467 Men in Black (1997) 367,992,228 Casablanca (1942) 5,806,467
It's a Wonderful Life (1946) 3,548,018 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Die Hard (1988) 116,707,729
Amadeus (1984) 23,401,401 Leaving Las Vegas (1995) 31,968,347 Hudsucker Proxy, The (1994) 2,869,369
Average 142,003,791 Average 200,214,269 Average 99,298,148

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
White Squall (1996) 10,300,000
Philadelphia (1993) 114,946,440
Field of Dreams (1989) 94,962,625
Crash (1996) 3,168,660
True Romance (1993) 12,281,500
Stand by Me (1986) 69,411,304
Reality Bites (1994) 20,982,557
Donnie Brasco (1997) 60,851,988
Star Wars (1977) 731,853,665
Higher Learning (1995) 58,490,723
Dances with Wolves (1990) 265,746,848
Heat (1995) 97,783,000
Pump Up the Volume (1990) 11,541,758
Forrest Gump (1994) 485,691,196
Legends of the Fall (1994) 98,628,842
GoodFellas (1990) 67,336,394
Happy Gilmore (1996) 38,624,000
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Platoon (1986) 207,900,328
Four Weddings and a Funeral (1994) 75,888,832
Full Metal Jacket (1987) 69,057,676
Glory (1989) 100,326
Star Trek: First Contact (1996) 207,001,027
Body Snatchers (1993) 428,868
Basketball Diaries, The (1995) 2,424,439
In the Name of the Father (1993) 25,096,862
Brother Minister: The Assassination of Malcolm X (1994) 42,952
Nick of Time (1995) 7,439,392
Godfather, The (1972) 291,702,411
Program, The (1993) 23,004,026
Mr. Holland's Opus (1995) 119,078,097
Searching for Bobby Fischer (1993) 7,266,383
Blown Away (1994) 30,155,037
Return of the Jedi (1983) 500,773,409
Good Will Hunting (1997) 192,328,280
Beavis and Butt-head Do America (1996) 90,162,233
E.T. the Extra-Terrestrial (1982) 259,597,332
Swingers (1996) 4,505,922
Seven (Se7en) (1995) 143,225,000
Muppet Treasure Island (1996) 33,609,000
Twelve Monkeys (1995) 82,512,000
Shawshank Redemption, The (1994) 28,341,469
Henry V (1989) 10,161,099
Chinatown (1974) 42,400,000
Dangerous Minds (1995) 124,506,291
Miller's Crossing (1990) 5,080,409
Phenomenon (1996) 155,732,573
Usual Suspects, The (1995) 1,120,000
Princess Bride, The (1987) 21,277,649
Circle of Friends (1995) 23,397,365
Evil Dead II (1987) 5,923,044
Pulp Fiction (1994) 84,022,201
Monty Python's Life of Brian (1979) 646,124
Independence Day (ID4) (1996) 483,359,255
First Knight (1995) 37,600,435
Cliffhanger (1993) 127,356,211
Dazed and Confused (1993) 7,993,039
Blade Runner (1982) 1,445,283
Jackie Chan's First Strike (1996) 14,511,338
Psycho (1960) 43,200,000
2 Days in the Valley (1996) 11,090,856
Terminator 2: Judgment Day (1991) 207,064,802
Ace Ventura: Pet Detective (1994) 106,217,000
Bram Stoker's Dracula (1992) 129,722,790
Fox and the Hound, The (1981) 53,368,988
Sabrina (1995) 76,780,029
Silence of the Lambs, The (1991) 137,332,208
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Mrs. Doubtfire (1993) 330,200,000
2001: A Space Odyssey (1968) 25,761,621
Chasing Amy (1997) 12,006,514
Star Trek: Generations (1994) 111,368,868
Reservoir Dogs (1992) 2,687,008
Braveheart (1995) 110,286,945
Manchurian Candidate, The (1962) 4,180,630
Chasing Amy (1997) 12,006,514
Hoodlum (1997) 23,461,013
Clockwork Orange, A (1971) 38,589,355
Robin Hood: Prince of Thieves (1991) 173,380,000
M*A*S*H (1970) 109,920,000
Starship Troopers (1997) 79,093,786
City Hall (1996) 20,200,000
Star Trek III: The Search for Spock (1984) 106,458,579
To Kill a Mockingbird (1962) 20,629,846
Sleepers (1996) 76,705,552
Army of Darkness (1993) 11,502,976
Interview with the Vampire (1994) 145,789,330
With Honors (1994) 20,043,254
Indiana Jones and the Last Crusade (1989) 312,671,806
Dead Poets Society (1989) 144,288,116
Fifth Element, The (1997) 92,897,302
Godfather: Part II, The (1974) 87,973,000
Son in Law (1993) 36,448,200
Sleepless in Seattle (1993) 191,463,006
Aladdin (1992) 328,782,825
Angus (1995) 4,821,759
Face/Off (1997) 163,746,077
Groundhog Day (1993) 103,406,973
Star Trek: The Wrath of Khan (1982) 118,633,541
Strange Days (1995) 7,919,000
Schindler's List (1993) 140,409,248
Hamlet (1996) 4,414,535
Supercop (1992) 16,249,557
Scream 2 (1997) 140,865,935
Rudy (1993) 22,750,363
Taxi Driver (1976) 33,669,000
Replacement Killers, The (1998) 18,967,571
Jurassic Park (1993) 563,476,625
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Hoop Dreams (1994) 7,830,611
Mallrats (1995) 2,122,561
Empire Strikes Back, The (1980) 225,554,189
Scream (1996) 103,001,286
When Harry Met Sally... (1989) 134,613,546
Kiss the Girls (1997) 86,753,012
Highlander (1986) 5,735,847
Clerks (1994) 3,151,130
Tin Cup (1996) 77,003,584
Boomerang (1992) 104,100,000
Rumble in the Bronx (1995) 32,333,860
Outbreak (1995) 99,323,573
Monty Python and the Holy Grail (1974) 1,821,082
Desperado (1995) 25,625,110
Aliens (1986) 121,385,096
Nine Months (1995) 102,455,000
Tombstone (1993) 82,627,065
Maverick (1994) 151,131,272
Toy Story (1995) 133,344,903
Private Parts (1997) 59,339,346
Lion King, The (1994) 188,740,944
Average 94,730,882
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