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 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Dead Man Walking (1995) 39,025,000
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 Secrets & Lies (1996) 13,417,292
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Apocalypse Now (1979) 42,606,290
Casablanca (1942) 5,806,467 Toy Story (1995) 133,344,903 L.A. Confidential (1997) 64,604,977
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Schindler's List (1993) 140,409,248 Lone Star (1996) 13,269,963
Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Blade Runner (1982) 1,445,283 Dead Man Walking (1995) 39,025,000 Reservoir Dogs (1992) 2,687,008
Citizen Kane (1941) 1,640,769 Shawshank Redemption, The (1994) 28,341,469 Cinema Paradiso (1988) 392,045
Average 209,946,691 Average 235,230,696 Average 49,342,644

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
Celluloid Closet, The (1995) 1,507,800
Mallrats (1995) 2,122,561
Stand by Me (1986) 69,411,304
Four Weddings and a Funeral (1994) 75,888,832
Bonnie and Clyde (1967) 72,800,000
Trainspotting (1996) 16,501,785
Brady Bunch Movie, The (1995) 68,467,136
Amateur (1994) 856,422
Local Hero (1983) 5,767,363
Heavenly Creatures (1994) 3,049,135
Young Frankenstein (1974) 125,123,000
Pulp Fiction (1994) 84,022,201
Bullets Over Broadway (1994) 13,383,737
Interview with the Vampire (1994) 145,789,330
Nightmare on Elm Street, A (1984) 65,398,755
Strictly Ballroom (1992) 11,738,022
Get Shorty (1995) 103,619,110
Fish Called Wanda, A (1988) 93,259,712
Emma (1996) 22,201,883
Muriel's Wedding (1994) 15,185,594
When Harry Met Sally... (1989) 134,613,546
Monty Python and the Holy Grail (1974) 1,821,082
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Alien (1979) 42,285,739
Indiana Jones and the Last Crusade (1989) 312,671,806
Birds, The (1963) 16,493,900
Heathers (1989) 1,108,462
Clerks (1994) 3,151,130
Deconstructing Harry (1997) 10,569,071
Usual Suspects, The (1995) 1,120,000
All About Eve (1950) 4,210,177
Grease (1978) 96,605,260
Trust (1990) 356,122
American in Paris, An (1951) 12,505,000
Raising Arizona (1987) 22,847,564
Star Trek IV: The Voyage Home (1986) 124,751,249
Brazil (1985) 6,500,000
Chinatown (1974) 42,400,000
Clockwork Orange, A (1971) 38,589,355
Beavis and Butt-head Do America (1996) 90,162,233
Back to the Future (1985) 303,398,294
Raging Bull (1980) 49,034
Clueless (1995) 75,525,013
Star Trek: First Contact (1996) 207,001,027
Barcelona (1994) 7,266,973
Full Monty, The (1997) 45,857,453
Reality Bites (1994) 20,982,557
Army of Darkness (1993) 11,502,976
Scream (1996) 103,001,286
Infinity (1996) 145,697
Antonia's Line (1995) 4,823,217
Annie Hall (1977) 57,253,791
Frighteners, The (1996) 16,524,115
Psycho (1960) 43,200,000
M*A*S*H (1970) 109,920,000
Postino, Il (1994) 20,681,301
Groundhog Day (1993) 103,406,973
Brothers McMullen, The (1995) 10,246,600
Paris Is Burning (1990) 3,779,620
Up in Smoke (1978) 69,890,893
Living in Oblivion (1995) 1,148,752
Stealing Beauty (1996) 4,573,330
GoodFellas (1990) 67,336,394
Philadelphia Story, The (1940) 3,000,000
Rear Window (1954) 6,759,601
Fargo (1996) 24,611,975
Howling, The (1981) 17,986,000
Twelve Monkeys (1995) 82,512,000
Welcome to the Dollhouse (1995) 4,429,002
Taxi Driver (1976) 33,669,000
Swimming with Sharks (1995) 376,928
Evil Dead II (1987) 5,923,044
Ed Wood (1994) 5,887,457
Silence of the Lambs, The (1991) 137,332,208
Mars Attacks! (1996) 37,754,208
Carrie (1976) 49,007,514
Swingers (1996) 4,505,922
Sense and Sensibility (1995) 62,493,774
Jaws (1975) 199,275,376
Manhattan (1979) 39,900,000
Princess Bride, The (1987) 21,277,649
This Is Spinal Tap (1984) 188,751
Average 48,711,229
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