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
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082 Dead Man Walking (1995) 39,025,000 Lone Star (1996) 13,269,963
Dead Man Walking (1995) 39,025,000 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 Good Will Hunting (1997) 192,328,280
Apocalypse Now (1979) 42,606,290 Shawshank Redemption, The (1994) 28,341,469 Blade Runner (1982) 1,445,283
Twelve Monkeys (1995) 82,512,000 Monty Python and the Holy Grail (1974) 1,821,082 Dead Man Walking (1995) 39,025,000
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 Cinema Paradiso (1988) 392,045
Average 98,346,604 Average 111,425,564 Average 47,961,026

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
Nightmare on Elm Street, A (1984) 65,398,755
What Happened Was... (1994) 327,482
Unforgiven (1992) 119,081,912
Miller's Crossing (1990) 5,080,409
Gridlock'd (1997) 5,479,037
Braindead (1992) 242,623
Titanic (1997) 600,779,824
Mission: Impossible (1996) 274,049,639
Hour of the Pig, The (1993) 667,078
Trainspotting (1996) 16,501,785
Taxi Driver (1976) 33,669,000
Glory (1989) 100,326
Kolya (1996) 5,730,711
Get Shorty (1995) 103,619,110
Brothers McMullen, The (1995) 10,246,600
North by Northwest (1959) 19,977,527
Silence of the Lambs, The (1991) 137,332,208
Smoke (1995) 8,349,430
Sense and Sensibility (1995) 62,493,774
Swingers (1996) 4,505,922
Henry V (1989) 10,161,099
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Starship Troopers (1997) 79,093,786
Leaving Las Vegas (1995) 31,968,347
Carrie (1976) 49,007,514
Sex, Lies, and Videotape (1989) 24,741,700
Once Were Warriors (1994) 2,201,126
Back to the Future (1985) 303,398,294
Some Like It Hot (1959) 33,300,000
Secrets & Lies (1996) 13,417,292
Lost Highway (1997) 3,796,699
Boogie Nights (1997) 26,384,919
Crash (1996) 3,168,660
Priest (1994) 4,176,932
Reservoir Dogs (1992) 2,687,008
Aliens (1986) 121,385,096
L.A. Confidential (1997) 64,604,977
Body Snatchers (1993) 428,868
Star Wars (1977) 731,853,665
Pulp Fiction (1994) 84,022,201
Grifters, The (1990) 13,446,769
Fresh (1994) 8,094,616
Event Horizon (1997) 26,616,590
Casino (1995) 62,726,000
Stand by Me (1986) 69,411,304
Fargo (1996) 24,611,975
Sling Blade (1996) 24,475,416
Mute Witness (1994) 1,204,430
Full Metal Jacket (1987) 69,057,676
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Carlito's Way (1993) 56,948,322
Scream (1996) 103,001,286
Jaws (1975) 199,275,376
Ruby in Paradise (1993) 1,001,437
SubUrbia (1997) 482,665
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Jurassic Park (1993) 563,476,625
Before the Rain (Pred dozhdot) (1994) 763,847
Nobody's Fool (1994) 57,487,686
Bitter Moon (1992) 1,862,805
Seven (Se7en) (1995) 143,225,000
Beauty and the Beast (1991) 94,902,028
E.T. the Extra-Terrestrial (1982) 259,597,332
Piano, The (1993) 40,158,000
Bound (1996) 3,798,532
Living in Oblivion (1995) 1,148,752
Amadeus (1984) 23,401,401
Red Rock West (1992) 2,502,551
U Turn (1997) 6,633,400
Ed Wood (1994) 5,887,457
Clockwork Orange, A (1971) 38,589,355
Clerks (1994) 3,151,130
When Harry Met Sally... (1989) 134,613,546
Empire Strikes Back, The (1980) 225,554,189
Godfather, The (1972) 291,702,411
Schindler's List (1993) 140,409,248
Cape Fear (1991) 118,590,000
Under Siege (1992) 120,463,139
Short Cuts (1993) 6,110,979
Heidi Fleiss: Hollywood Madam (1995) 99,323,573
Wild Bill (1995) 2,167,808
Dead Poets Society (1989) 144,288,116
Jackie Brown (1997) 39,647,595
Psycho (1960) 43,200,000
Remains of the Day, The (1993) 22,954,968
Big Night (1996) 11,881,039
Safe (1995) 512,245
Three Colors: Red (1994) 4,043,686
What's Eating Gilbert Grape (1993) 9,170,214
Glengarry Glen Ross (1992) 10,725,228
Rebecca (1940) 1,526,957
Boot, Das (1981) 11,433,134
Alien (1979) 42,285,739
Raging Bull (1980) 49,034
Spanking the Monkey (1994) 1,359,736
To Die For (1995) 21,284,514
Terminator 2: Judgment Day (1991) 207,064,802
Die Hard (1988) 116,707,729
Diva (1981) 108,372
Unbearable Lightness of Being, The (1988) 10,006,806
Exotica (1994) 4,183,379
Welcome to the Dollhouse (1995) 4,429,002
Platoon (1986) 207,900,328
Citizen Kane (1941) 1,640,769
Quiz Show (1994) 24,822,619
Chasing Amy (1997) 12,006,514
Rudy (1993) 22,750,363
Caught (1996) 204,189
GoodFellas (1990) 67,336,394
Rebel Without a Cause (1955) 4,600,000
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Usual Suspects, The (1995) 1,120,000
Vertigo (1958) 7,024,928
Anna (1996) 31,040,213
Rear Window (1954) 6,759,601
Bullets Over Broadway (1994) 13,383,737
Evil Dead II (1987) 5,923,044
Basketball Diaries, The (1995) 2,424,439
Kiss of Death (1995) 14,942,422
People vs. Larry Flynt, The (1996) 20,191,312
Desperado (1995) 25,625,110
Beautiful Thing (1996) 1,449,934
Jerry Maguire (1996) 228,557,864
Average 64,648,292
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