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 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Leaving Las Vegas (1995) 31,968,347 Secrets & Lies (1996) 13,417,292
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 To Kill a Mockingbird (1962) 20,629,846
Leaving Las Vegas (1995) 31,968,347 Titanic (1997) 600,779,824 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Secrets & Lies (1996) 13,417,292 L.A. Confidential (1997) 64,604,977 One Flew Over the Cuckoo's Nest (1975) 171,940,000
English Patient, The (1996) 111,415,132 Sense and Sensibility (1995) 62,493,774 E.T. the Extra-Terrestrial (1982) 259,597,332
Trainspotting (1996) 16,501,785 Boot, Das (1981) 11,433,134 Casablanca (1942) 5,806,467
Sense and Sensibility (1995) 62,493,774 Trainspotting (1996) 16,501,785 Richard III (1995) 2,600,000
Boot, Das (1981) 11,433,134 Secrets & Lies (1996) 13,417,292 Leaving Las Vegas (1995) 31,968,347
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Great Dictator, The (1940) 395,872
Average 57,045,980 Average 122,496,351 Average 65,183,902

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
Three Colors: White (1994) 1,464,625
Desperado (1995) 25,625,110
Glengarry Glen Ross (1992) 10,725,228
Angels and Insects (1995) 5,304,000
Groundhog Day (1993) 103,406,973
Delicatessen (1991) 1,794,187
Hunt for Red October, The (1990) 179,209,868
Ed Wood (1994) 5,887,457
Star Trek: First Contact (1996) 207,001,027
Pillow Book, The (1995) 2,293,037
Horseman on the Roof, The (Hussard sur le toit, Le) (1995) 1,877,179
Star Trek VI: The Undiscovered Country (1991) 110,888,996
So I Married an Axe Murderer (1993) 11,585,483
Shawshank Redemption, The (1994) 28,341,469
Star Trek: The Wrath of Khan (1982) 118,633,541
Independence Day (ID4) (1996) 483,359,255
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Citizen Kane (1941) 1,640,769
Silence of the Lambs, The (1991) 137,332,208
Breaking the Waves (1996) 4,040,691
Robert A. Heinlein's The Puppet Masters (1994) 8,638,072
Three Colors: Blue (1993) 1,324,974
Good, The Bad and The Ugly, The (1966) 19,000,000
Jurassic Park (1993) 563,476,625
Pulp Fiction (1994) 84,022,201
Hot Shots! Part Deux (1993) 58,033,237
Star Trek III: The Search for Spock (1984) 106,458,579
Mars Attacks! (1996) 37,754,208
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Akira (1988) 439,162
Carlito's Way (1993) 56,948,322
Psycho (1960) 43,200,000
Terminator 2: Judgment Day (1991) 207,064,802
Contact (1997) 149,887,543
Hudsucker Proxy, The (1994) 2,869,369
Unbearable Lightness of Being, The (1988) 10,006,806
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Legends of the Fall (1994) 98,628,842
Brazil (1985) 6,500,000
Moll Flanders (1996) 3,363,968
This Is Spinal Tap (1984) 188,751
Kids in the Hall: Brain Candy (1996) 2,653,000
Usual Suspects, The (1995) 1,120,000
Postino, Il (1994) 20,681,301
Dolores Claiborne (1994) 24,361,867
Return of the Pink Panther, The (1974) 37,170,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Army of Darkness (1993) 11,502,976
Platoon (1986) 207,900,328
Swingers (1996) 4,505,922
Alien (1979) 42,285,739
Grosse Pointe Blank (1997) 28,014,536
Young Frankenstein (1974) 125,123,000
Supercop (1992) 16,249,557
Kolya (1996) 5,730,711
Citizen Ruth (1996) 153,155
Fifth Element, The (1997) 92,897,302
Nightmare Before Christmas, The (1993) 22,782,289
Bound (1996) 3,798,532
Remains of the Day, The (1993) 22,954,968
Dead Poets Society (1989) 144,288,116
Strange Days (1995) 7,919,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Taxi Driver (1976) 33,669,000
Ridicule (1996) 2,503,829
What's Eating Gilbert Grape (1993) 9,170,214
Henry V (1989) 10,161,099
Fargo (1996) 24,611,975
Monty Python's Life of Brian (1979) 646,124
Pink Floyd - The Wall (1982) 14,844,106
Top Gun (1986) 256,050,237
Cinema Paradiso (1988) 392,045
Dead Man Walking (1995) 39,025,000
Chasing Amy (1997) 12,006,514
Braveheart (1995) 110,286,945
Godfather: Part II, The (1974) 87,973,000
2001: A Space Odyssey (1968) 25,761,621
Unhook the Stars (1996) 234,843
Aliens (1986) 121,385,096
Blade Runner (1982) 1,445,283
Austin Powers: International Man of Mystery (1997) 78,171,630
Full Monty, The (1997) 45,857,453
Crumb (1994) 3,174,695
Gattaca (1997) 12,339,633
Gone with the Wind (1939) 200,155,278
Sneakers (1992) 75,733,000
When the Cats Away (Chacun cherche son chat) (1996) 1,652,472
Welcome to the Dollhouse (1995) 4,429,002
Jaws (1975) 199,275,376
Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649
Brother Minister: The Assassination of Malcolm X (1994) 42,952
Chasing Amy (1997) 12,006,514
Die Hard (1988) 116,707,729
Maya Lin: A Strong Clear Vision (1994) 62,186
Return of the Jedi (1983) 500,773,409
Men in Black (1997) 367,992,228
Mystery Science Theater 3000: The Movie (1996) 1,004,821
GoodFellas (1990) 67,336,394
Sling Blade (1996) 24,475,416
Exotica (1994) 4,183,379
On Golden Pond (1981) 80,430,967
While You Were Sleeping (1995) 119,964,016
Firm, The (1993) 686,502
Bridge on the River Kwai, The (1957) 50,495,000
Priest (1994) 4,176,932
Star Wars (1977) 731,853,665
Raging Bull (1980) 49,034
Searching for Bobby Fischer (1993) 7,266,383
Raising Arizona (1987) 22,847,564
Reservoir Dogs (1992) 2,687,008
Diabolique (1996) 17,000,000
Big Night (1996) 11,881,039
Godfather, The (1972) 291,702,411
French Twist (Gazon maudit) (1995) 1,400,000
Eat Drink Man Woman (1994) 7,294,403
Hoop Dreams (1994) 7,830,611
Shall We Dance? (1996) 9,676,677
Monty Python and the Holy Grail (1974) 1,821,082
Frighteners, The (1996) 16,524,115
Amadeus (1984) 23,401,401
Unforgiven (1992) 119,081,912
Clerks (1994) 3,151,130
Twelve Monkeys (1995) 82,512,000
Disclosure (1994) 122,000,000
Jean de Florette (1986) 4,940,939
Lone Star (1996) 13,269,963
Aladdin (1992) 328,782,825
Quiz Show (1994) 24,822,619
When Harry Met Sally... (1989) 134,613,546
Back to the Future (1985) 303,398,294
Four Rooms (1995) 4,301,331
Cyrano de Bergerac (1990) 5,820,020
Antonia's Line (1995) 4,823,217
White Balloon, The (1995) 474,047
Three Colors: Red (1994) 4,043,686
Mr. Holland's Opus (1995) 119,078,097
Truth About Cats & Dogs, The (1996) 34,073,143
Madness of King George, The (1994) 15,238,994
Sleepless in Seattle (1993) 191,463,006
Mighty Aphrodite (1995) 6,700,000
Apollo 13 (1995) 94,378,651
Empire Strikes Back, The (1980) 225,554,189
Sleeper (1973) 18,344,729
Average 69,826,049
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