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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000
Twelve Monkeys (1995) 82,512,000 Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132
Monty Python and the Holy Grail (1974) 1,821,082 Twelve Monkeys (1995) 82,512,000 Air Force One (1997) 250,384,803
English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000 Boot, Das (1981) 11,433,134
Alien (1979) 42,285,739 Princess Bride, The (1987) 21,277,649 Sense and Sensibility (1995) 62,493,774
Air Force One (1997) 250,384,803 Mr. Holland's Opus (1995) 119,078,097 Alien (1979) 42,285,739
Blade Runner (1982) 1,445,283 Monty Python and the Holy Grail (1974) 1,821,082 Secrets & Lies (1996) 13,417,292
Dead Man Walking (1995) 39,025,000 Independence Day (ID4) (1996) 483,359,255 Mr. Holland's Opus (1995) 119,078,097
Casablanca (1942) 5,806,467 Alien (1979) 42,285,739 It's a Wonderful Life (1946) 3,548,018
Average 115,675,297 Average 175,193,858 Average 71,784,563

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
Great White Hype, The (1996) 7,874,000
Devil's Advocate, The (1997) 86,587,776
Hoodlum (1997) 23,461,013
Young Guns (1988) 64,686,644
In & Out (1997) 63,826,569
Glory (1989) 100,326
Breakdown (1997) 50,129,186
Bulletproof (1996) 21,162,420
Back to the Future (1985) 303,398,294
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
People vs. Larry Flynt, The (1996) 20,191,312
Con Air (1997) 146,553,269
Desperate Measures (1998) 13,806,137
Before and After (1996) 17,292,000
Clockers (1995) 13,040,603
Get Shorty (1995) 103,619,110
GoodFellas (1990) 67,336,394
Wag the Dog (1997) 43,022,524
Escape from L.A. (1996) 25,477,365
Babe (1995) 66,600,000
Jerry Maguire (1996) 228,557,864
Junior (1994) 56,276,640
Sudden Death (1995) 20,350,171
Under Siege (1992) 120,463,139
What's Eating Gilbert Grape (1993) 9,170,214
Forrest Gump (1994) 485,691,196
Clueless (1995) 75,525,013
Dolores Claiborne (1994) 24,361,867
Real Genius (1985) 13,000,000
Star Trek: First Contact (1996) 207,001,027
Homeward Bound: The Incredible Journey (1993) 60,039,088
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Usual Suspects, The (1995) 1,120,000
True Romance (1993) 12,281,500
Jackie Brown (1997) 39,647,595
Braveheart (1995) 110,286,945
Full Monty, The (1997) 45,857,453
Leaving Las Vegas (1995) 31,968,347
Frighteners, The (1996) 16,524,115
Good Will Hunting (1997) 192,328,280
Courage Under Fire (1996) 87,335,823
Lion King, The (1994) 188,740,944
Rear Window (1954) 6,759,601
Psycho (1960) 43,200,000
Rob Roy (1995) 31,600,000
Mission: Impossible (1996) 274,049,639
Searching for Bobby Fischer (1993) 7,266,383
Lone Star (1996) 13,269,963
One Fine Day (1996) 68,829,020
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Fargo (1996) 24,611,975
Truth About Cats & Dogs, The (1996) 34,073,143
Reservoir Dogs (1992) 2,687,008
Seven (Se7en) (1995) 143,225,000
Scream (1996) 103,001,286
Die Hard (1988) 116,707,729
Full Metal Jacket (1987) 69,057,676
Cinderella (1950) 75,188,149
Virtuosity (1995) 24,048,000
Crooklyn (1994) 13,640,000
Clerks (1994) 3,151,130
Aliens (1986) 121,385,096
As Good As It Gets (1997) 215,563,842
8 Heads in a Duffel Bag (1997) 3,559,990
Booty Call (1997) 20,060,051
Donnie Brasco (1997) 60,851,988
Devil in a Blue Dress (1995) 16,030,096
Apocalypse Now (1979) 42,606,290
Ransom (1996) 207,758,522
Contact (1997) 149,887,543
Bram Stoker's Dracula (1992) 129,722,790
Ed Wood (1994) 5,887,457
Apollo 13 (1995) 94,378,651
Tin Cup (1996) 77,003,584
Executive Decision (1996) 93,638,632
Beavis and Butt-head Do America (1996) 90,162,233
Austin Powers: International Man of Mystery (1997) 78,171,630
Extreme Measures (1996) 17,305,211
Chasing Amy (1997) 12,006,514
Speed (1994) 121,248,145
Shawshank Redemption, The (1994) 28,341,469
Money Talks (1997) 61,615,598
Event Horizon (1997) 26,616,590
Raising Arizona (1987) 22,847,564
Young Frankenstein (1974) 125,123,000
Hackers (1995) 7,564,000
Bye Bye, Love (1995) 12,100,000
Stand by Me (1986) 69,411,304
Four Weddings and a Funeral (1994) 75,888,832
Big Night (1996) 11,881,039
Pulp Fiction (1994) 84,022,201
E.T. the Extra-Terrestrial (1982) 259,597,332
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Dances with Wolves (1990) 265,746,848
Kingpin (1996) 24,944,213
Carpool (1996) 3,308,758
Set It Off (1996) 36,049,108
Swingers (1996) 4,505,922
River Wild, The (1994) 69,356,343
Casino (1995) 62,726,000
Big Lebowski, The (1998) 17,439,163
True Lies (1994) 226,261,000
Die Hard: With a Vengeance (1995) 147,009,359
Crimson Tide (1995) 135,266,000
Welcome to the Dollhouse (1995) 4,429,002
Smoke (1995) 8,349,430
Natural Born Killers (1994) 72,282,766
Face/Off (1997) 163,746,077
Beautiful Girls (1996) 20,837,000
L.A. Confidential (1997) 64,604,977
Forget Paris (1995) 33,194,500
Good, The Bad and The Ugly, The (1966) 19,000,000
Get on the Bus (1996) 5,731,103
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Romy and Michele's High School Reunion (1997) 29,205,077
Long Kiss Goodnight, The (1996) 33,328,051
Corrina, Corrina (1994) 20,160,000
Terminator 2: Judgment Day (1991) 207,064,802
Nick of Time (1995) 7,439,392
Beauty and the Beast (1991) 94,902,028
Grosse Pointe Blank (1997) 28,014,536
Jaws (1975) 199,275,376
Hudsucker Proxy, The (1994) 2,869,369
Tombstone (1993) 82,627,065
Muriel's Wedding (1994) 15,185,594
Godfather, The (1972) 291,702,411
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Private Parts (1997) 59,339,346
Die Hard 2 (1990) 120,083,665
Bronx Tale, A (1993) 17,266,971
Dave (1993) 93,370,710
Men in Black (1997) 367,992,228
Manchurian Candidate, The (1962) 4,180,630
Strange Days (1995) 7,919,000
Desperate Measures (1998) 13,806,137
Conspiracy Theory (1997) 111,189,998
Head Above Water (1996) 56,774,192
Army of Darkness (1993) 11,502,976
Godfather: Part II, The (1974) 87,973,000
Groundhog Day (1993) 103,406,973
Angels in the Outfield (1994) 72,693,831
Apt Pupil (1998) 8,838,938
Silence of the Lambs, The (1991) 137,332,208
Empire Strikes Back, The (1980) 225,554,189
Cape Fear (1991) 118,590,000
Amadeus (1984) 23,401,401
Money Talks (1997) 61,615,598
Clockwork Orange, A (1971) 38,589,355
Cool Runnings (1993) 98,839,263
Relic, The (1997) 33,927,476
Primal Fear (1996) 80,646,667
Evil Dead II (1987) 5,923,044
In the Line of Fire (1993) 151,314,283
Sneakers (1992) 75,733,000
Toy Story (1995) 133,344,903
Marvin's Room (1996) 12,782,508
Taxi Driver (1976) 33,669,000
Nutty Professor, The (1996) 185,482,745
Trainspotting (1996) 16,501,785
It Could Happen to You (1994) 37,800,323
Judgment Night (1993) 12,136,938
Gandhi (1982) 77,737,889
Schindler's List (1993) 140,409,248
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Heat (1995) 97,783,000
Chasing Amy (1997) 12,006,514
Liar Liar (1997) 277,327,280
Average 83,494,354
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