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
Schindler's List (1993) 140,409,248 Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Schindler's List (1993) 140,409,248 Boot, Das (1981) 11,433,134
Toy Story (1995) 133,344,903 Leaving Las Vegas (1995) 31,968,347 Godfather: Part II, The (1974) 87,973,000
Blade Runner (1982) 1,445,283 Dead Man Walking (1995) 39,025,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dead Man Walking (1995) 39,025,000 Boot, Das (1981) 11,433,134 Dead Man Walking (1995) 39,025,000
Leaving Las Vegas (1995) 31,968,347 Chasing Amy (1997) 12,006,514 E.T. the Extra-Terrestrial (1982) 259,597,332
Braveheart (1995) 110,286,945 Air Force One (1997) 250,384,803 Cool Hand Luke (1967) 7,300,000
Boot, Das (1981) 11,433,134 Sense and Sensibility (1995) 62,493,774 It's a Wonderful Life (1946) 3,548,018
Godfather: Part II, The (1974) 87,973,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boogie Nights (1997) 26,384,919
Apocalypse Now (1979) 42,606,290 Blade Runner (1982) 1,445,283 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Average 77,043,215 Average 85,445,100 Average 74,851,162

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
2001: A Space Odyssey (1968) 25,761,621
Face/Off (1997) 163,746,077
Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543
Good Will Hunting (1997) 192,328,280
Mars Attacks! (1996) 37,754,208
Hour of the Pig, The (1993) 667,078
Twelve Monkeys (1995) 82,512,000
Good, The Bad and The Ugly, The (1966) 19,000,000
When We Were Kings (1996) 2,666,118
Grosse Pointe Blank (1997) 28,014,536
Full Monty, The (1997) 45,857,453
Scream (1996) 103,001,286
Ridicule (1996) 2,503,829
Kids in the Hall: Brain Candy (1996) 2,653,000
Extreme Measures (1996) 17,305,211
Quiz Show (1994) 24,822,619
Carried Away (1996) 290,978
Pulp Fiction (1994) 84,022,201
Star Wars (1977) 731,853,665
Ice Storm, The (1997) 7,837,632
Fish Called Wanda, A (1988) 93,259,712
Marvin's Room (1996) 12,782,508
Ulee's Gold (1997) 9,054,736
Raging Bull (1980) 49,034
Hudsucker Proxy, The (1994) 2,869,369
To Kill a Mockingbird (1962) 20,629,846
Empire Strikes Back, The (1980) 225,554,189
Lost Highway (1997) 3,796,699
Shawshank Redemption, The (1994) 28,341,469
Rebecca (1940) 1,526,957
In the Line of Fire (1993) 151,314,283
Rumble in the Bronx (1995) 32,333,860
Return of the Pink Panther, The (1974) 37,170,000
Judge Dredd (1995) 34,693,481
English Patient, The (1996) 111,415,132
Supercop (1992) 16,249,557
Forrest Gump (1994) 485,691,196
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
As Good As It Gets (1997) 215,563,842
Flirting With Disaster (1996) 14,891,000
Very Brady Sequel, A (1996) 21,397,954
Double Happiness (1994) 759,393
Stuart Saves His Family (1995) 911,310
L.A. Confidential (1997) 64,604,977
North by Northwest (1959) 19,977,527
Gandhi (1982) 77,737,889
Ransom (1996) 207,758,522
Tommy Boy (1995) 32,700,000
Postino, Il (1994) 20,681,301
Starship Troopers (1997) 79,093,786
Wings of Desire (1987) 3,806,540
True Lies (1994) 226,261,000
Ice Storm, The (1997) 7,837,632
Pillow Book, The (1995) 2,293,037
Star Trek: Generations (1994) 111,368,868
Get Shorty (1995) 103,619,110
Austin Powers: International Man of Mystery (1997) 78,171,630
Executive Decision (1996) 93,638,632
Ulee's Gold (1997) 9,054,736
Amadeus (1984) 23,401,401
Demolition Man (1993) 83,555,768
Fargo (1996) 24,611,975
Brothers McMullen, The (1995) 10,246,600
Casablanca (1942) 5,806,467
Some Like It Hot (1959) 33,300,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Groundhog Day (1993) 103,406,973
Dave (1993) 93,370,710
People vs. Larry Flynt, The (1996) 20,191,312
Nutty Professor, The (1996) 185,482,745
Men in Black (1997) 367,992,228
Dracula: Dead and Loving It (1995) 10,693,649
Alien (1979) 42,285,739
Cable Guy, The (1996) 93,754,431
Notorious (1946) 12,800,000
Young Poisoner's Handbook, The (1995) 749,812
Liar Liar (1997) 277,327,280
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Heat (1995) 97,783,000
Desperado (1995) 25,625,110
Dumb & Dumber (1994) 190,775,354
Manchurian Candidate, The (1962) 4,180,630
Angels and Insects (1995) 5,304,000
Waiting for Guffman (1996) 2,892,582
My Fellow Americans (1996) 22,294,341
Psycho (1960) 43,200,000
Wes Craven's New Nightmare (1994) 14,461,031
Die xue shuang xiong (Killer, The) (1989) 18,255,083
William Shakespeare's Romeo and Juliet (1996) 69,240,158
My Favorite Year (1982) 20,123,620
Unforgiven (1992) 119,081,912
Fast, Cheap & Out of Control (1997) 832,785
Malice (1993) 67,044,636
Rear Window (1954) 6,759,601
Jaws (1975) 199,275,376
Daytrippers, The (1996) 2,084,559
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Con Air (1997) 146,553,269
Raising Arizona (1987) 22,847,564
Singin' in the Rain (1952) 7,665,000
Ben-Hur (1959) 106,992,000
Dial M for Murder (1954) 3,012,562
Victor/Victoria (1982) 28,215,453
Die Hard (1988) 116,707,729
Sleeper (1973) 18,344,729
Tomorrow Never Dies (1997) 184,221,129
Army of Darkness (1993) 11,502,976
Deep Rising (1998) 11,146,409
Silence of the Lambs, The (1991) 137,332,208
Delicatessen (1991) 1,794,187
Babe (1995) 66,600,000
Unbearable Lightness of Being, The (1988) 10,006,806
Hamlet (1996) 4,414,535
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Stupids, The (1996) 2,415,593
Ace Ventura: When Nature Calls (1995) 157,950,348
Hard Eight (1996) 142,356
Vertigo (1958) 7,024,928
Nightmare Before Christmas, The (1993) 22,782,289
Fathers' Day (1997) 28,659,604
Eve's Bayou (1997) 14,821,531
Monty Python's Life of Brian (1979) 646,124
Bean (1997) 45,298,656
Annie Hall (1977) 57,253,791
Sleepers (1996) 76,705,552
Chinatown (1974) 42,400,000
Shine (1996) 53,830,909
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Private Parts (1997) 59,339,346
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
Cape Fear (1991) 118,590,000
Die Hard: With a Vengeance (1995) 147,009,359
Cinema Paradiso (1988) 392,045
20,000 Leagues Under the Sea (1954) 11,000,000
Fierce Creatures (1997) 9,202,671
Fifth Element, The (1997) 92,897,302
Citizen Kane (1941) 1,640,769
Another Stakeout (1993) 20,208,496
Princess Bride, The (1987) 21,277,649
Apollo 13 (1995) 94,378,651
Lone Star (1996) 13,269,963
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Bob Roberts (1992) 4,479,470
Sphere (1998) 36,976,367
Spice World (1997) 29,247,405
Absolute Power (1997) 73,037,233
Clockwork Orange, A (1971) 38,589,355
Taxi Driver (1976) 33,669,000
Monty Python and the Holy Grail (1974) 1,821,082
Sweet Hereafter, The (1997) 3,252,652
Titanic (1997) 600,779,824
Jackie Chan's First Strike (1996) 14,511,338
Long Kiss Goodnight, The (1996) 33,328,051
Speed (1994) 121,248,145
Welcome to the Dollhouse (1995) 4,429,002
Sling Blade (1996) 24,475,416
Brazil (1985) 6,500,000
Jurassic Park (1993) 563,476,625
Scream 2 (1997) 140,865,935
When Harry Met Sally... (1989) 134,613,546
Natural Born Killers (1994) 72,282,766
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Bound (1996) 3,798,532
Trainspotting (1996) 16,501,785
Real Genius (1985) 13,000,000
Return of the Jedi (1983) 500,773,409
Rosewood (1997) 13,104,494
In the Company of Men (1997) 2,856,622
Bridge on the River Kwai, The (1957) 50,495,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Star Trek: First Contact (1996) 207,001,027
Blues Brothers 2000 (1998) 13,979,599
Citizen Ruth (1996) 153,155
Secrets & Lies (1996) 13,417,292
Sleepless in Seattle (1993) 191,463,006
Mission: Impossible (1996) 274,049,639
Big Night (1996) 11,881,039
This Is Spinal Tap (1984) 188,751
To Die For (1995) 21,284,514
Dead Man (1995) 1,025,488
My Left Foot (1989) 14,743,391
Indiana Jones and the Last Crusade (1989) 312,671,806
Fallen (1998) 25,188,006
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Mary Poppins (1964) 133,300,000
Night of the Living Dead (1968) 13,600,000
Heathers (1989) 1,108,462
Carrie (1976) 49,007,514
Terminator 2: Judgment Day (1991) 207,064,802
Usual Suspects, The (1995) 1,120,000
Everyone Says I Love You (1996) 9,714,482
Dead Poets Society (1989) 144,288,116
Big Lebowski, The (1998) 17,439,163
Cliffhanger (1993) 127,356,211
Love Bug, The (1969) 23,150,000
Clear and Present Danger (1994) 176,112,710
Space Jam (1996) 136,520,983
Kiss the Girls (1997) 86,753,012
Swingers (1996) 4,505,922
Mortal Kombat (1995) 107,045,672
Young Frankenstein (1974) 125,123,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Mighty Aphrodite (1995) 6,700,000
M*A*S*H (1970) 109,920,000
Spellbound (1945) 11,970,500
Aliens (1986) 121,385,096
Deconstructing Harry (1997) 10,569,071
Jerry Maguire (1996) 228,557,864
Back to the Future (1985) 303,398,294
Gattaca (1997) 12,339,633
Mrs. Doubtfire (1993) 330,200,000
Escape from L.A. (1996) 25,477,365
Apt Pupil (1998) 8,838,938
Philadelphia (1993) 114,946,440
City of Lost Children, The (1995) 1,513,028
Out to Sea (1997) 27,974,168
Average 72,642,791
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