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
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 Apocalypse Now (1979) 42,606,290
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 GoodFellas (1990) 67,336,394
Blade Runner (1982) 1,445,283 Shawshank Redemption, The (1994) 28,341,469 Back to the Future (1985) 303,398,294
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
2001: A Space Odyssey (1968) 25,761,621 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
Amadeus (1984) 23,401,401 Blade Runner (1982) 1,445,283 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Citizen Kane (1941) 1,640,769 Dead Man Walking (1995) 39,025,000 Babe (1995) 66,600,000
Back to the Future (1985) 303,398,294 Braveheart (1995) 110,286,945 Blade Runner (1982) 1,445,283
Average 127,279,064 Average 181,969,606 Average 80,797,097

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
Mary Poppins (1964) 133,300,000
Monty Python's Life of Brian (1979) 646,124
Pulp Fiction (1994) 84,022,201
Unforgiven (1992) 119,081,912
Birds, The (1963) 16,493,900
Searching for Bobby Fischer (1993) 7,266,383
Sleeper (1973) 18,344,729
When Harry Met Sally... (1989) 134,613,546
Sling Blade (1996) 24,475,416
Young Frankenstein (1974) 125,123,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Natural Born Killers (1994) 72,282,766
Scream (1996) 103,001,286
Swingers (1996) 4,505,922
Truth About Cats & Dogs, The (1996) 34,073,143
Rumble in the Bronx (1995) 32,333,860
Clueless (1995) 75,525,013
Mars Attacks! (1996) 37,754,208
Fargo (1996) 24,611,975
People vs. Larry Flynt, The (1996) 20,191,312
Princess Bride, The (1987) 21,277,649
Home Alone (1990) 425,860,243
Kingpin (1996) 24,944,213
My Best Friend's Wedding (1997) 185,360,508
Good, The Bad and The Ugly, The (1966) 19,000,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Return of the Pink Panther, The (1974) 37,170,000
Toy Story (1995) 133,344,903
Taxi Driver (1976) 33,669,000
Monty Python and the Holy Grail (1974) 1,821,082
Under Siege (1992) 120,463,139
Some Like It Hot (1959) 33,300,000
Rudy (1993) 22,750,363
This Is Spinal Tap (1984) 188,751
Cinderella (1950) 75,188,149
Patton (1970) 89,800,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Crumb (1994) 3,174,695
Tommy Boy (1995) 32,700,000
Usual Suspects, The (1995) 1,120,000
To Die For (1995) 21,284,514
Being There (1979) 30,177,511
Private Parts (1997) 59,339,346
M*A*S*H (1970) 109,920,000
Pinocchio (1940) 59,305,559
True Romance (1993) 12,281,500
Chasing Amy (1997) 12,006,514
Casablanca (1942) 5,806,467
Star Wars (1977) 731,853,665
Tombstone (1993) 82,627,065
Bound (1996) 3,798,532
Leaving Las Vegas (1995) 31,968,347
What's Eating Gilbert Grape (1993) 9,170,214
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Apollo 13 (1995) 94,378,651
Dial M for Murder (1954) 3,012,562
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Clerks (1994) 3,151,130
Local Hero (1983) 5,767,363
Psycho (1960) 43,200,000
Koyaanisqatsi (1983) 1,723,872
Nightmare on Elm Street, A (1984) 65,398,755
Fish Called Wanda, A (1988) 93,259,712
Beavis and Butt-head Do America (1996) 90,162,233
Independence Day (ID4) (1996) 483,359,255
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Godfather, The (1972) 291,702,411
It's a Wonderful Life (1946) 3,548,018
Reservoir Dogs (1992) 2,687,008
Die Hard (1988) 116,707,729
Carrie (1976) 49,007,514
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Clockwork Orange, A (1971) 38,589,355
Chasing Amy (1997) 12,006,514
Fantasia (1940) 49,310,882
Bonnie and Clyde (1967) 72,800,000
Boot, Das (1981) 11,433,134
Speed (1994) 121,248,145
Ace Ventura: Pet Detective (1994) 106,217,000
Twelve Monkeys (1995) 82,512,000
East of Eden (1955) 5,000,000
Rear Window (1954) 6,759,601
Dumb & Dumber (1994) 190,775,354
Aliens (1986) 121,385,096
Seven (Se7en) (1995) 143,225,000
Terminator 2: Judgment Day (1991) 207,064,802
Indiana Jones and the Last Crusade (1989) 312,671,806
Godfather: Part II, The (1974) 87,973,000
Nobody's Fool (1994) 57,487,686
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Jaws (1975) 199,275,376
Empire Strikes Back, The (1980) 225,554,189
Quiz Show (1994) 24,822,619
American Werewolf in London, An (1981) 20,445,527
Mrs. Doubtfire (1993) 330,200,000
Get Shorty (1995) 103,619,110
Alien (1979) 42,285,739
Flirting With Disaster (1996) 14,891,000
Ed Wood (1994) 5,887,457
Stand by Me (1986) 69,411,304
Strange Days (1995) 7,919,000
Average 82,430,708
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