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
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000
2001: A Space Odyssey (1968) 25,761,621 Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Dead Man Walking (1995) 39,025,000 2001: A Space Odyssey (1968) 25,761,621
Citizen Kane (1941) 1,640,769 Titanic (1997) 600,779,824 Empire Strikes Back, The (1980) 225,554,189
Braveheart (1995) 110,286,945 Princess Bride, The (1987) 21,277,649 Secrets & Lies (1996) 13,417,292
Rear Window (1954) 6,759,601 Monty Python and the Holy Grail (1974) 1,821,082 Monty Python and the Holy Grail (1974) 1,821,082
Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467 Citizen Kane (1941) 1,640,769
Average 48,649,494 Average 137,142,378 Average 52,710,301

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
Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248
GoodFellas (1990) 67,336,394
Jack (1996) 84,189,393
Unforgiven (1992) 119,081,912
Sex, Lies, and Videotape (1989) 24,741,700
Return of the Jedi (1983) 500,773,409
Leaving Las Vegas (1995) 31,968,347
Scream (1996) 103,001,286
Amadeus (1984) 23,401,401
Taxi Driver (1976) 33,669,000
Godfather: Part II, The (1974) 87,973,000
Nightmare Before Christmas, The (1993) 22,782,289
In the Name of the Father (1993) 25,096,862
Sling Blade (1996) 24,475,416
Pulp Fiction (1994) 84,022,201
Twister (1996) 375,152,715
Six Degrees of Separation (1993) 6,410,676
Silence of the Lambs, The (1991) 137,332,208
Good, The Bad and The Ugly, The (1966) 19,000,000
River Wild, The (1994) 69,356,343
Once Upon a Time in America (1984) 7,800,000
Living in Oblivion (1995) 1,148,752
Alien (1979) 42,285,739
Boot, Das (1981) 11,433,134
Space Jam (1996) 136,520,983
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Psycho (1960) 43,200,000
Hoop Dreams (1994) 7,830,611
Killing Fields, The (1984) 50,509,720
Clockwork Orange, A (1971) 38,589,355
Blade Runner (1982) 1,445,283
Grifters, The (1990) 13,446,769
Casino (1995) 62,726,000
Ed Wood (1994) 5,887,457
Birds, The (1963) 16,493,900
Dead Poets Society (1989) 144,288,116
Apocalypse Now (1979) 42,606,290
Cool Hand Luke (1967) 7,300,000
She's the One (1996) 9,449,219
Get Shorty (1995) 103,619,110
Three Colors: White (1994) 1,464,625
Stand by Me (1986) 69,411,304
Full Metal Jacket (1987) 69,057,676
Mallrats (1995) 2,122,561
Shawshank Redemption, The (1994) 28,341,469
Reservoir Dogs (1992) 2,687,008
Donnie Brasco (1997) 60,851,988
Lost Highway (1997) 3,796,699
Mighty Aphrodite (1995) 6,700,000
Good Will Hunting (1997) 192,328,280
Platoon (1986) 207,900,328
Pink Floyd - The Wall (1982) 14,844,106
Usual Suspects, The (1995) 1,120,000
Paris, Texas (1984) 2,164,507
To Kill a Mockingbird (1962) 20,629,846
Happy Gilmore (1996) 38,624,000
When We Were Kings (1996) 2,666,118
Beavis and Butt-head Do America (1996) 90,162,233
Monty Python's Life of Brian (1979) 646,124
Searching for Bobby Fischer (1993) 7,266,383
Three Colors: Blue (1993) 1,324,974
Brazil (1985) 6,500,000
Jaws (1975) 199,275,376
Raising Arizona (1987) 22,847,564
M*A*S*H (1970) 109,920,000
Three Colors: Red (1994) 4,043,686
Flirting With Disaster (1996) 14,891,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Belle de jour (1967) 4,037,017
Vertigo (1958) 7,024,928
Exotica (1994) 4,183,379
Strictly Ballroom (1992) 11,738,022
L.A. Confidential (1997) 64,604,977
Indiana Jones and the Last Crusade (1989) 312,671,806
My Left Foot (1989) 14,743,391
Godfather, The (1972) 291,702,411
Black Sheep (1996) 32,377,000
Trainspotting (1996) 16,501,785
Raging Bull (1980) 49,034
Hudsucker Proxy, The (1994) 2,869,369
Stealing Beauty (1996) 4,573,330
Kingpin (1996) 24,944,213
Mission: Impossible (1996) 274,049,639
Losing Chase (1996) 31,176
Glory (1989) 100,326
Star Wars (1977) 731,853,665
Average 67,945,917
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