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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Chinatown (1974) 42,400,000
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Casablanca (1942) 5,806,467
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Big Night (1996) 11,881,039
Monty Python and the Holy Grail (1974) 1,821,082 Casablanca (1942) 5,806,467 Great Dictator, The (1940) 395,872
Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Toy Story (1995) 133,344,903 Monty Python and the Holy Grail (1974) 1,821,082
Average 205,409,704 Average 231,535,894 Average 71,182,703

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
Much Ado About Nothing (1993) 22,551,000
Bridge on the River Kwai, The (1957) 50,495,000
Persuasion (1995) 5,462,325
Clockwork Orange, A (1971) 38,589,355
Once Were Warriors (1994) 2,201,126
Cyrano de Bergerac (1990) 5,820,020
Aliens (1986) 121,385,096
Primal Fear (1996) 80,646,667
When Harry Met Sally... (1989) 134,613,546
Remains of the Day, The (1993) 22,954,968
Henry V (1989) 10,161,099
Bound (1996) 3,798,532
Devil in a Blue Dress (1995) 16,030,096
Batman (1989) 401,685,407
Bridges of Madison County, The (1995) 105,823,517
Local Hero (1983) 5,767,363
Philadelphia (1993) 114,946,440
Groundhog Day (1993) 103,406,973
Paris, Texas (1984) 2,164,507
Birds, The (1963) 16,493,900
Terminator 2: Judgment Day (1991) 207,064,802
Muriel's Wedding (1994) 15,185,594
Psycho (1960) 43,200,000
Apollo 13 (1995) 94,378,651
Lion King, The (1994) 188,740,944
Jean de Florette (1986) 4,940,939
Sleepless in Seattle (1993) 191,463,006
Godfather: Part II, The (1974) 87,973,000
Die Hard 2 (1990) 120,083,665
Brassed Off (1996) 2,560,471
Clear and Present Danger (1994) 176,112,710
Diva (1981) 108,372
Get Shorty (1995) 103,619,110
North by Northwest (1959) 19,977,527
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Return of the Pink Panther, The (1974) 37,170,000
Truth About Cats & Dogs, The (1996) 34,073,143
Cinema Paradiso (1988) 392,045
Babe (1995) 66,600,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
L.A. Confidential (1997) 64,604,977
Shine (1996) 53,830,909
Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208
Top Gun (1986) 256,050,237
Apocalypse Now (1979) 42,606,290
Vertigo (1958) 7,024,928
Red Firecracker, Green Firecracker (1994) 272,232
Romy and Michele's High School Reunion (1997) 29,205,077
Four Weddings and a Funeral (1994) 75,888,832
In the Line of Fire (1993) 151,314,283
Citizen Kane (1941) 1,640,769
Aristocats, The (1970) 43,914,658
Cliffhanger (1993) 127,356,211
Back to the Future (1985) 303,398,294
Blade Runner (1982) 1,445,283
Long Kiss Goodnight, The (1996) 33,328,051
M*A*S*H (1970) 109,920,000
Ulee's Gold (1997) 9,054,736
Usual Suspects, The (1995) 1,120,000
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Raging Bull (1980) 49,034
Being There (1979) 30,177,511
Under Siege (1992) 120,463,139
Clueless (1995) 75,525,013
Bullets Over Broadway (1994) 13,383,737
Boot, Das (1981) 11,433,134
Jerry Maguire (1996) 228,557,864
American President, The (1995) 95,000,000
Three Colors: White (1994) 1,464,625
Red Rock West (1992) 2,502,551
People vs. Larry Flynt, The (1996) 20,191,312
Alien (1979) 42,285,739
Unbearable Lightness of Being, The (1988) 10,006,806
Taxi Driver (1976) 33,669,000
Good, The Bad and The Ugly, The (1966) 19,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Jaws (1975) 199,275,376
Three Colors: Blue (1993) 1,324,974
Don Juan DeMarco (1995) 22,200,000
Full Metal Jacket (1987) 69,057,676
Hunt for Red October, The (1990) 179,209,868
Short Cuts (1993) 6,110,979
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Jurassic Park (1993) 563,476,625
Forrest Gump (1994) 485,691,196
Three Colors: Red (1994) 4,043,686
Rear Window (1954) 6,759,601
Dead Man Walking (1995) 39,025,000
Die Hard (1988) 116,707,729
Fantasia (1940) 49,310,882
Postino, Il (1994) 20,681,301
Amadeus (1984) 23,401,401
Killing Fields, The (1984) 50,509,720
Shawshank Redemption, The (1994) 28,341,469
Big Blue, The (Grand bleu, Le) (1988) 80,804
Average 72,109,039
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