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
Amadeus (1984) 23,401,401 Contact (1997) 149,887,543 Amadeus (1984) 23,401,401
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 Braveheart (1995) 110,286,945
Blade Runner (1982) 1,445,283 Amadeus (1984) 23,401,401 Sense and Sensibility (1995) 62,493,774
Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134 Blade Runner (1982) 1,445,283
Raising Arizona (1987) 22,847,564 Sense and Sensibility (1995) 62,493,774 Killing Fields, The (1984) 50,509,720
Butch Cassidy and the Sundance Kid (1969) 145,314,187 Blade Runner (1982) 1,445,283 Boot, Das (1981) 11,433,134
When Harry Met Sally... (1989) 134,613,546 Braveheart (1995) 110,286,945 Cool Hand Luke (1967) 7,300,000
Contact (1997) 149,887,543 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Jerry Maguire (1996) 228,557,864
Boot, Das (1981) 11,433,134 Jerry Maguire (1996) 228,557,864 Reservoir Dogs (1992) 2,687,008
Manchurian Candidate, The (1962) 4,180,630 Air Force One (1997) 250,384,803 Jackie Brown (1997) 39,647,595
Average 62,468,788 Average 86,316,839 Average 53,776,272

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
Star Trek: The Wrath of Khan (1982) 118,633,541
Kids in the Hall: Brain Candy (1996) 2,653,000
Young Frankenstein (1974) 125,123,000
Taxi Driver (1976) 33,669,000
Sling Blade (1996) 24,475,416
Fantasia (1940) 49,310,882
Hoop Dreams (1994) 7,830,611
Sabrina (1954) 14,000,000
Cement Garden, The (1993) 322,975
Ulee's Gold (1997) 9,054,736
Apocalypse Now (1979) 42,606,290
Shine (1996) 53,830,909
Once Upon a Time... When We Were Colored (1995) 3,375,000
High Noon (1952) 7,150,000
Alien (1979) 42,285,739
Rosewood (1997) 13,104,494
Birds, The (1963) 16,493,900
Chinatown (1974) 42,400,000
Searching for Bobby Fischer (1993) 7,266,383
Bronx Tale, A (1993) 17,266,971
Once Were Warriors (1994) 2,201,126
M*A*S*H (1970) 109,920,000
Fly Away Home (1996) 24,506,082
It's a Wonderful Life (1946) 3,548,018
As Good As It Gets (1997) 215,563,842
Quiet Man, The (1952) 3,800,000
Freeway (1996) 295,493
Singin' in the Rain (1952) 7,665,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Top Hat (1935) 1,782,000
Cop Land (1997) 64,207,716
Bringing Up Baby (1938) 10,863
Nightmare Before Christmas, The (1993) 22,782,289
2001: A Space Odyssey (1968) 25,761,621
Patton (1970) 89,800,000
Fish Called Wanda, A (1988) 93,259,712
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
When We Were Kings (1996) 2,666,118
Apollo 13 (1995) 94,378,651
Smoke (1995) 8,349,430
East of Eden (1955) 5,000,000
Mary Poppins (1964) 133,300,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Return of the Pink Panther, The (1974) 37,170,000
Beauty and the Beast (1991) 94,902,028
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
Philadelphia Story, The (1940) 3,000,000
Get Shorty (1995) 103,619,110
L.A. Confidential (1997) 64,604,977
Casino (1995) 62,726,000
To Be or Not to Be (1942) 2,100,000
My Left Foot (1989) 14,743,391
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Hunt for Red October, The (1990) 179,209,868
Jurassic Park (1993) 563,476,625
Star Wars (1977) 731,853,665
Heavenly Creatures (1994) 3,049,135
To Kill a Mockingbird (1962) 20,629,846
Ben-Hur (1959) 106,992,000
Mr. Holland's Opus (1995) 119,078,097
Dances with Wolves (1990) 265,746,848
Raise the Red Lantern (1991) 2,603,061
Lion King, The (1994) 188,740,944
Shadowlands (1993) 25,842,000
Wag the Dog (1997) 43,022,524
Maverick (1994) 151,131,272
North by Northwest (1959) 19,977,527
Chasing Amy (1997) 12,006,514
People vs. Larry Flynt, The (1996) 20,191,312
Some Like It Hot (1959) 33,300,000
Marvin's Room (1996) 12,782,508
Belle de jour (1967) 4,037,017
How to Make an American Quilt (1995) 23,574,130
Candyman (1992) 25,792,310
Flirting With Disaster (1996) 14,891,000
Pulp Fiction (1994) 84,022,201
Glory (1989) 100,326
Eve's Bayou (1997) 14,821,531
Titanic (1997) 600,779,824
Truth About Cats & Dogs, The (1996) 34,073,143
Gone with the Wind (1939) 200,155,278
Jaws (1975) 199,275,376
All About Eve (1950) 4,210,177
Casablanca (1942) 5,806,467
Cinderella (1950) 75,188,149
Silence of the Lambs, The (1991) 137,332,208
Clockwork Orange, A (1971) 38,589,355
Crimson Tide (1995) 135,266,000
Fear of a Black Hat (1993) 238,230
Great Dictator, The (1940) 395,872
Charade (1963) 6,209,420
Seven (Se7en) (1995) 143,225,000
Old Yeller (1957) 10,050,000
My Fair Lady (1964) 42,805,000
Fly Away Home (1996) 24,506,082
Rear Window (1954) 6,759,601
Remains of the Day, The (1993) 22,954,968
Strange Days (1995) 7,919,000
Full Monty, The (1997) 45,857,453
Being There (1979) 30,177,511
Get on the Bus (1996) 5,731,103
Forrest Gump (1994) 485,691,196
Usual Suspects, The (1995) 1,120,000
Welcome to the Dollhouse (1995) 4,429,002
Henry V (1989) 10,161,099
In the Company of Men (1997) 2,856,622
E.T. the Extra-Terrestrial (1982) 259,597,332
Field of Dreams (1989) 94,962,625
Trainspotting (1996) 16,501,785
Day the Earth Stood Still, The (1951) 79,366,978
Full Metal Jacket (1987) 69,057,676
Aliens (1986) 121,385,096
Babe (1995) 66,600,000
Secret Garden, The (1993) 30,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Thin Man, The (1934) 1,423,000
Schindler's List (1993) 140,409,248
Godfather: Part II, The (1974) 87,973,000
Dazed and Confused (1993) 7,993,039
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
On Golden Pond (1981) 80,430,967
Secrets & Lies (1996) 13,417,292
GoodFellas (1990) 67,336,394
Monty Python and the Holy Grail (1974) 1,821,082
Pinocchio (1940) 59,305,559
Brazil (1985) 6,500,000
Apt Pupil (1998) 8,838,938
Bonnie and Clyde (1967) 72,800,000
Much Ado About Nothing (1993) 22,551,000
Scream (1996) 103,001,286
Indiana Jones and the Last Crusade (1989) 312,671,806
Mr. Smith Goes to Washington (1939) 1,500,000
Bullets Over Broadway (1994) 13,383,737
It Happened One Night (1934) 2,000,000
English Patient, The (1996) 111,415,132
African Queen, The (1951) 4,300,000
Vertigo (1958) 7,024,928
Piano, The (1993) 40,158,000
Shawshank Redemption, The (1994) 28,341,469
Mars Attacks! (1996) 37,754,208
8 1/2 (1963) 50,690
Four Weddings and a Funeral (1994) 75,888,832
Bridge on the River Kwai, The (1957) 50,495,000
Philadelphia (1993) 114,946,440
Citizen Kane (1941) 1,640,769
Terminator 2: Judgment Day (1991) 207,064,802
Groundhog Day (1993) 103,406,973
Psycho (1960) 43,200,000
Crumb (1994) 3,174,695
Home Alone (1990) 425,860,243
Spellbound (1945) 11,970,500
Shiloh (1997) 1,002,175
Sabrina (1995) 76,780,029
Raging Bull (1980) 49,034
Twelve Monkeys (1995) 82,512,000
Ed Wood (1994) 5,887,457
Forget Paris (1995) 33,194,500
Manhattan (1979) 39,900,000
Touch of Evil (1958) 2,237,659
Bound (1996) 3,798,532
Empire Strikes Back, The (1980) 225,554,189
From Dusk Till Dawn (1996) 45,553,840
Leaving Las Vegas (1995) 31,968,347
Dead Man Walking (1995) 39,025,000
Batman (1989) 401,685,407
Return of the Jedi (1983) 500,773,409
Lawrence of Arabia (1962) 20,652,481
Back to the Future (1985) 303,398,294
Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975
Sunset Blvd. (1950) 7,500,000
To Die For (1995) 21,284,514
Fearless (1993) 6,995,302
Kundun (1997) 5,532,301
Ice Storm, The (1997) 7,837,632
Dial M for Murder (1954) 3,012,562
Ice Storm, The (1997) 7,837,632
Toy Story (1995) 133,344,903
Annie Hall (1977) 57,253,791
Lone Star (1996) 13,269,963
Average 69,237,482
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