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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Lone Star (1996) 13,269,963
Casablanca (1942) 5,806,467 L.A. Confidential (1997) 64,604,977 Casablanca (1942) 5,806,467
Citizen Kane (1941) 1,640,769 Full Monty, The (1997) 45,857,453 Usual Suspects, The (1995) 1,120,000
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Clockwork Orange, A (1971) 38,589,355 Usual Suspects, The (1995) 1,120,000 Terminator 2: Judgment Day (1991) 207,064,802
L.A. Confidential (1997) 64,604,977 Shawshank Redemption, The (1994) 28,341,469 Cinema Paradiso (1988) 392,045
Psycho (1960) 43,200,000 Leaving Las Vegas (1995) 31,968,347 Clockwork Orange, A (1971) 38,589,355
Average 108,169,090 Average 133,158,278 Average 49,509,605

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
Amadeus (1984) 23,401,401
Daytrippers, The (1996) 2,084,559
Manhattan Murder Mystery (1993) 11,285,588
Raging Bull (1980) 49,034
Star Trek IV: The Voyage Home (1986) 124,751,249
Heavenly Creatures (1994) 3,049,135
Bringing Up Baby (1938) 10,863
Stand by Me (1986) 69,411,304
Gone with the Wind (1939) 200,155,278
Welcome to the Dollhouse (1995) 4,429,002
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Grease (1978) 96,605,260
Flirting With Disaster (1996) 14,891,000
Postino, Il (1994) 20,681,301
Short Cuts (1993) 6,110,979
Field of Dreams (1989) 94,962,625
How to Make an American Quilt (1995) 23,574,130
Jerry Maguire (1996) 228,557,864
Die Hard (1988) 116,707,729
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Scream (1996) 103,001,286
Bottle Rocket (1996) 1,040,879
Crumb (1994) 3,174,695
Philadelphia Story, The (1940) 3,000,000
Paris Is Burning (1990) 3,779,620
Princess Bride, The (1987) 21,277,649
Full Metal Jacket (1987) 69,057,676
Raising Arizona (1987) 22,847,564
Godfather, The (1972) 291,702,411
Fish Called Wanda, A (1988) 93,259,712
Better Off Dead... (1985) 10,297,601
Dead Poets Society (1989) 144,288,116
Annie Hall (1977) 57,253,791
Menace II Society (1993) 27,900,000
Farewell My Concubine (1993) 5,216,888
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Man of No Importance, A (1994) 95,254
Burnt By the Sun (1994) 2,616,503
Hudsucker Proxy, The (1994) 2,869,369
Rear Window (1954) 6,759,601
Jaws (1975) 199,275,376
Muriel's Wedding (1994) 15,185,594
Blade Runner (1982) 1,445,283
Beauty and the Beast (1991) 94,902,028
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Nightmare on Elm Street, A (1984) 65,398,755
Titanic (1997) 600,779,824
Safe (1995) 512,245
Mary Poppins (1964) 133,300,000
Dead Man Walking (1995) 39,025,000
What Happened Was... (1994) 327,482
Toy Story (1995) 133,344,903
Dazed and Confused (1993) 7,993,039
Richard III (1995) 2,600,000
Braveheart (1995) 110,286,945
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Babe (1995) 66,600,000
Get Shorty (1995) 103,619,110
Spanking the Monkey (1994) 1,359,736
Trust (1990) 356,122
Monty Python's Life of Brian (1979) 646,124
Four Weddings and a Funeral (1994) 75,888,832
Trainspotting (1996) 16,501,785
Henry V (1989) 10,161,099
Waiting for Guffman (1996) 2,892,582
Vanya on 42nd Street (1994) 1,746,050
Secrets & Lies (1996) 13,417,292
GoodFellas (1990) 67,336,394
Sex, Lies, and Videotape (1989) 24,741,700
Amateur (1994) 856,422
To Die For (1995) 21,284,514
Piano, The (1993) 40,158,000
Glory (1989) 100,326
Empire Strikes Back, The (1980) 225,554,189
City of Lost Children, The (1995) 1,513,028
Ice Storm, The (1997) 7,837,632
This Is Spinal Tap (1984) 188,751
Boogie Nights (1997) 26,384,919
Naked (1993) 1,769,305
Seven (Se7en) (1995) 143,225,000
Six Degrees of Separation (1993) 6,410,676
Young Guns (1988) 64,686,644
Fargo (1996) 24,611,975
Taxi Driver (1976) 33,669,000
Gandhi (1982) 77,737,889
True Romance (1993) 12,281,500
Night on Earth (1991) 2,015,810
Groundhog Day (1993) 103,406,973
Some Like It Hot (1959) 33,300,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Back to the Future (1985) 303,398,294
Evil Dead II (1987) 5,923,044
Living in Oblivion (1995) 1,148,752
Swingers (1996) 4,505,922
Truth About Cats & Dogs, The (1996) 34,073,143
Silence of the Lambs, The (1991) 137,332,208
Sweet Hereafter, The (1997) 3,252,652
Remains of the Day, The (1993) 22,954,968
Carrie (1976) 49,007,514
Snow White and the Seven Dwarfs (1937) 103,921,550
Being There (1979) 30,177,511
Breakfast at Tiffany's (1961) 15,500,000
Bound (1996) 3,798,532
Bullets Over Broadway (1994) 13,383,737
Hoop Dreams (1994) 7,830,611
Strictly Ballroom (1992) 11,738,022
Cool Hand Luke (1967) 7,300,000
Glengarry Glen Ross (1992) 10,725,228
Clueless (1995) 75,525,013
Streetcar Named Desire, A (1951) 4,414,474
In the Bleak Midwinter (1995) 346,839
In the Line of Fire (1993) 151,314,283
Friday (1995) 27,900,000
Apocalypse Now (1979) 42,606,290
My Own Private Idaho (1991) 6,258,980
Chasing Amy (1997) 12,006,514
Return of the Jedi (1983) 500,773,409
Ice Storm, The (1997) 7,837,632
Monty Python and the Holy Grail (1974) 1,821,082
Ed Wood (1994) 5,887,457
Star Trek: The Wrath of Khan (1982) 118,633,541
Chasing Amy (1997) 12,006,514
Heathers (1989) 1,108,462
Schindler's List (1993) 140,409,248
Aliens (1986) 121,385,096
She's So Lovely (1997) 7,221,836
Sense and Sensibility (1995) 62,493,774
Reservoir Dogs (1992) 2,687,008
African Queen, The (1951) 4,300,000
Average 53,680,903
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