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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Jerry Maguire (1996) 228,557,864
Jerry Maguire (1996) 228,557,864 Scream (1996) 103,001,286 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Jerry Maguire (1996) 228,557,864 Leaving Las Vegas (1995) 31,968,347
Schindler's List (1993) 140,409,248 Air Force One (1997) 250,384,803 Independence Day (ID4) (1996) 483,359,255
Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280 Trainspotting (1996) 16,501,785
Independence Day (ID4) (1996) 483,359,255 Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 Rear Window (1954) 6,759,601
Braveheart (1995) 110,286,945 Shawshank Redemption, The (1994) 28,341,469 L.A. Confidential (1997) 64,604,977
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Independence Day (ID4) (1996) 483,359,255 City of Lost Children, The (1995) 1,513,028
Average 129,373,323 Average 171,784,907 Average 107,236,935

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
Beautiful Girls (1996) 20,837,000
Marvin's Room (1996) 12,782,508
Two if by Sea (1996) 10,700,000
First Wives Club, The (1996) 150,063,383
What's Eating Gilbert Grape (1993) 9,170,214
Conspiracy Theory (1997) 111,189,998
Beauty and the Beast (1991) 94,902,028
Twelve Monkeys (1995) 82,512,000
Reservoir Dogs (1992) 2,687,008
Mr. Holland's Opus (1995) 119,078,097
Empire Strikes Back, The (1980) 225,554,189
Truth About Cats & Dogs, The (1996) 34,073,143
To Kill a Mockingbird (1962) 20,629,846
Lion King, The (1994) 188,740,944
When Harry Met Sally... (1989) 134,613,546
Black Sheep (1996) 32,377,000
Godfather, The (1972) 291,702,411
That Thing You Do! (1996) 25,809,813
Austin Powers: International Man of Mystery (1997) 78,171,630
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Apt Pupil (1998) 8,838,938
Psycho (1960) 43,200,000
Anastasia (1997) 83,412,682
Everyone Says I Love You (1996) 9,714,482
Return of the Jedi (1983) 500,773,409
Pink Floyd - The Wall (1982) 14,844,106
One Fine Day (1996) 68,829,020
Happy Gilmore (1996) 38,624,000
Stealing Beauty (1996) 4,573,330
Phenomenon (1996) 155,732,573
Donnie Brasco (1997) 60,851,988
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Dead Man Walking (1995) 39,025,000
Evening Star, The (1996) 12,747,242
Little Women (1994) 75,083,616
Long Kiss Goodnight, The (1996) 33,328,051
Alien (1979) 42,285,739
Fantasia (1940) 49,310,882
E.T. the Extra-Terrestrial (1982) 259,597,332
Usual Suspects, The (1995) 1,120,000
Nutty Professor, The (1996) 185,482,745
Fried Green Tomatoes (1991) 117,503,000
Star Wars (1977) 731,853,665
James and the Giant Peach (1996) 28,900,101
Forrest Gump (1994) 485,691,196
Beavis and Butt-head Do America (1996) 90,162,233
Casablanca (1942) 5,806,467
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Dead Poets Society (1989) 144,288,116
Raising Arizona (1987) 22,847,564
Citizen Kane (1941) 1,640,769
Full Metal Jacket (1987) 69,057,676
Spitfire Grill, The (1996) 12,643,776
Cinderella (1950) 75,188,149
Silence of the Lambs, The (1991) 137,332,208
Toy Story (1995) 133,344,903
Pulp Fiction (1994) 84,022,201
English Patient, The (1996) 111,415,132
2001: A Space Odyssey (1968) 25,761,621
Mary Poppins (1964) 133,300,000
Inventing the Abbotts (1997) 5,936,344
Blade Runner (1982) 1,445,283
My Best Friend's Wedding (1997) 185,360,508
True Romance (1993) 12,281,500
Beverly Hills Ninja (1997) 31,235,710
White Squall (1996) 10,300,000
Titanic (1997) 600,779,824
Grumpier Old Men (1995) 105,662,663
Grosse Pointe Blank (1997) 28,014,536
Addicted to Love (1997) 34,656,904
In & Out (1997) 63,826,569
She's the One (1996) 9,449,219
Indiana Jones and the Last Crusade (1989) 312,671,806
Ransom (1996) 207,758,522
Average 102,639,095
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