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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Silence of the Lambs, The (1991) 137,332,208
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Godfather: Part II, The (1974) 87,973,000
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Silence of the Lambs, The (1991) 137,332,208 Toy Story (1995) 133,344,903 Trainspotting (1996) 16,501,785
Shawshank Redemption, The (1994) 28,341,469 Empire Strikes Back, The (1980) 225,554,189 Alien (1979) 42,285,739
Usual Suspects, The (1995) 1,120,000 Silence of the Lambs, The (1991) 137,332,208 It's a Wonderful Life (1946) 3,548,018
Toy Story (1995) 133,344,903 Star Trek: First Contact (1996) 207,001,027 Philadelphia Story, The (1940) 3,000,000
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Braveheart (1995) 110,286,945 Shawshank Redemption, The (1994) 28,341,469 Braindead (1992) 242,623
Average 230,071,844 Average 300,657,064 Average 45,837,621

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
Monty Python's Life of Brian (1979) 646,124
Low Down Dirty Shame, A (1994) 29,392,418
Terminal Velocity (1994) 16,478,900
Exit to Eden (1994) 6,841,570
Monty Python and the Holy Grail (1974) 1,821,082
Blade Runner (1982) 1,445,283
Terminator 2: Judgment Day (1991) 207,064,802
Real Genius (1985) 13,000,000
Die Hard (1988) 116,707,729
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Meet Wally Sparks (1997) 3,999,612
Strictly Ballroom (1992) 11,738,022
Swimming with Sharks (1995) 376,928
Clerks (1994) 3,151,130
Under Siege 2: Dark Territory (1995) 73,286,083
Window to Paris (1994) 255,088
Celtic Pride (1996) 9,219,179
Return of the Pink Panther, The (1974) 37,170,000
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Kids in the Hall: Brain Candy (1996) 2,653,000
Sudden Death (1995) 20,350,171
Street Fighter (1994) 33,423,521
Ace Ventura: Pet Detective (1994) 106,217,000
Dumb & Dumber (1994) 190,775,354
Vegas Vacation (1997) 36,429,528
Groundhog Day (1993) 103,406,973
Mixed Nuts (1994) 6,798,240
Santa with Muscles (1996) 220,198
Striking Distance (1993) 23,798,623
Flirt (1995) 76,875
Head Above Water (1996) 56,774,192
Barcelona (1994) 7,266,973
Lightning Jack (1994) 16,821,273
Beavis and Butt-head Do America (1996) 90,162,233
Vanya on 42nd Street (1994) 1,746,050
Die Hard 2 (1990) 120,083,665
Brazil (1985) 6,500,000
Long Kiss Goodnight, The (1996) 33,328,051
Short Cuts (1993) 6,110,979
Get Shorty (1995) 103,619,110
True Romance (1993) 12,281,500
Rumble in the Bronx (1995) 32,333,860
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Cyrano de Bergerac (1990) 5,820,020
Princess Bride, The (1987) 21,277,649
Demolition Man (1993) 83,555,768
Another Stakeout (1993) 20,208,496
Marked for Death (1990) 66,044,400
This Is Spinal Tap (1984) 188,751
Hunt for Red October, The (1990) 179,209,868
Space Jam (1996) 136,520,983
Star Trek: The Wrath of Khan (1982) 118,633,541
Fierce Creatures (1997) 9,202,671
Heathers (1989) 1,108,462
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Sgt. Bilko (1996) 30,356,793
Cabin Boy (1994) 3,662,459
Everyone Says I Love You (1996) 9,714,482
Dracula: Dead and Loving It (1995) 10,693,649
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Hot Shots! Part Deux (1993) 58,033,237
Chinatown (1974) 42,400,000
North (1994) 7,138,449
Young Frankenstein (1974) 125,123,000
Independence Day (ID4) (1996) 483,359,255
Ridicule (1996) 2,503,829
Airheads (1994) 5,370,000
Last Action Hero (1993) 76,746,994
Evil Dead II (1987) 5,923,044
Multiplicity (1996) 20,101,861
Jimmy Hollywood (1994) 3,692,874
Army of Darkness (1993) 11,502,976
Raising Arizona (1987) 22,847,564
Citizen Ruth (1996) 153,155
Three Colors: Red (1994) 4,043,686
Glimmer Man, The (1996) 20,400,913
Under Siege (1992) 120,463,139
Maverick (1994) 151,131,272
Canadian Bacon (1994) 178,104
Grosse Pointe Blank (1997) 28,014,536
Forbidden Planet (1956) 3,000,000
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Mallrats (1995) 2,122,561
Waiting for Guffman (1996) 2,892,582
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Escape from L.A. (1996) 25,477,365
Spy Hard (1996) 26,906,039
Reservoir Dogs (1992) 2,687,008
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Colonel Chabert, Le (1994) 734,406
Star Trek III: The Search for Spock (1984) 106,458,579
Great White Hype, The (1996) 7,874,000
Tin Men (1987) 25,411,386
Fried Green Tomatoes (1991) 117,503,000
Fish Called Wanda, A (1988) 93,259,712
French Twist (Gazon maudit) (1995) 1,400,000
Super Mario Bros. (1993) 20,915,465
Richard III (1995) 2,600,000
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
Jeffrey (1995) 3,487,767
Supercop (1992) 16,249,557
Brady Bunch Movie, The (1995) 68,467,136
American Werewolf in London, An (1981) 20,445,527
Eraser (1996) 147,260,786
Mystery Science Theater 3000: The Movie (1996) 1,004,821
National Lampoon's Senior Trip (1995) 4,686,937
Robin Hood: Men in Tights (1993) 35,699,287
Jackie Chan's First Strike (1996) 14,511,338
Grosse Fatigue (1994) 551,359
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
Three Colors: Blue (1993) 1,324,974
Hudsucker Proxy, The (1994) 2,869,369
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Hard Target (1993) 32,534,954
Amos & Andrew (1993) 9,745,803
Star Trek: Generations (1994) 111,368,868
Heavenly Creatures (1994) 3,049,135
Tomorrow Never Dies (1997) 184,221,129
Bob Roberts (1992) 4,479,470
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Conan the Barbarian (1981) 60,241,612
Private Parts (1997) 59,339,346
In & Out (1997) 63,826,569
Indiana Jones and the Last Crusade (1989) 312,671,806
Big Night (1996) 11,881,039
Three Colors: White (1994) 1,464,625
Manhattan (1979) 39,900,000
Kingpin (1996) 24,944,213
Down Periscope (1996) 25,785,603
Better Off Dead... (1985) 10,297,601
Desperado (1995) 25,625,110
Fausto (1993) 236,090
Germinal (1993) 378,854
Sneakers (1992) 75,733,000
Timecop (1994) 65,478,580
Grumpier Old Men (1995) 105,662,663
Substitute, The (1996) 14,752,141
Don Juan DeMarco (1995) 22,200,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Junior (1994) 56,276,640
M*A*S*H (1970) 109,920,000
Escape from New York (1981) 25,244,700
Annie Hall (1977) 57,253,791
Die Hard: With a Vengeance (1995) 147,009,359
My Fellow Americans (1996) 22,294,341
Major Payne (1994) 29,412,050
Men in Black (1997) 367,992,228
Pyromaniac's Love Story, A (1995) 468,240
Ace Ventura: When Nature Calls (1995) 157,950,348
Jingle All the Way (1996) 90,256,841
Judge Dredd (1995) 34,693,481
Fargo (1996) 24,611,975
Double Team (1997) 11,438,337
Beverly Hillbillies, The (1993) 63,442,335
True Lies (1994) 226,261,000
Sleeper (1973) 18,344,729
Star Trek V: The Final Frontier (1989) 79,245,549
Mediterraneo (1991) 4,532,791
Stupids, The (1996) 2,415,593
McHale's Navy (1997) 4,529,843
Highlander (1986) 5,735,847
Denise Calls Up (1995) 168,614
GoldenEye (1995) 146,028,496
Full Monty, The (1997) 45,857,453
Pulp Fiction (1994) 84,022,201
Fair Game (1995) 11,534,477
Clear and Present Danger (1994) 176,112,710
Hamlet (1996) 4,414,535
S.F.W. (1994) 63,649
Bulletproof (1996) 21,162,420
Day the Earth Stood Still, The (1951) 79,366,978
Bad Boys (1995) 97,168,842
Some Like It Hot (1959) 33,300,000
Ed Wood (1994) 5,887,457
From Dusk Till Dawn (1996) 45,553,840
Charade (1963) 6,209,420
Jean de Florette (1986) 4,940,939
Twelve Monkeys (1995) 82,512,000
Sabrina (1954) 14,000,000
Much Ado About Nothing (1993) 22,551,000
Mr. Magoo (1997) 21,382,456
Average 45,889,658
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