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 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Godfather: Part II, The (1974) 87,973,000
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469
Usual Suspects, The (1995) 1,120,000 Braveheart (1995) 110,286,945 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Fish Called Wanda, A (1988) 93,259,712
Contact (1997) 149,887,543 Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228
Dances with Wolves (1990) 265,746,848 English Patient, The (1996) 111,415,132 Clockwork Orange, A (1971) 38,589,355
Average 161,869,273 Average 207,581,157 Average 131,424,837

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
Night of the Living Dead (1968) 13,600,000
Jack (1996) 84,189,393
Boot, Das (1981) 11,433,134
Back to the Future (1985) 303,398,294
Princess Bride, The (1987) 21,277,649
Lion King, The (1994) 188,740,944
Field of Dreams (1989) 94,962,625
Mr. Holland's Opus (1995) 119,078,097
Courage Under Fire (1996) 87,335,823
Babe (1995) 66,600,000
Remains of the Day, The (1993) 22,954,968
Liar Liar (1997) 277,327,280
American President, The (1995) 95,000,000
Ben-Hur (1959) 106,992,000
Jerry Maguire (1996) 228,557,864
Star Trek: First Contact (1996) 207,001,027
Beautician and the Beast, The (1997) 11,454,593
101 Dalmatians (1996) 197,767,821
Jungle2Jungle (1997) 81,061,526
First Kid (1996) 26,459,681
It's a Wonderful Life (1946) 3,548,018
To Kill a Mockingbird (1962) 20,629,846
Eraser (1996) 147,260,786
Jurassic Park (1993) 563,476,625
Star Trek: The Wrath of Khan (1982) 118,633,541
Old Yeller (1957) 10,050,000
Monty Python and the Holy Grail (1974) 1,821,082
Apocalypse Now (1979) 42,606,290
Mary Poppins (1964) 133,300,000
Star Wars (1977) 731,853,665
That Darn Cat! (1965) 12,700,000
Empire Strikes Back, The (1980) 225,554,189
Twister (1996) 375,152,715
Clear and Present Danger (1994) 176,112,710
Blade Runner (1982) 1,445,283
Patton (1970) 89,800,000
Star Trek: Generations (1994) 111,368,868
E.T. the Extra-Terrestrial (1982) 259,597,332
Seven (Se7en) (1995) 143,225,000
Sense and Sensibility (1995) 62,493,774
Pretty Woman (1990) 260,311,268
M*A*S*H (1970) 109,920,000
Mission: Impossible (1996) 274,049,639
Pulp Fiction (1994) 84,022,201
Toy Story (1995) 133,344,903
Aladdin (1992) 328,782,825
Silence of the Lambs, The (1991) 137,332,208
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Psycho (1960) 43,200,000
Unforgiven (1992) 119,081,912
When Harry Met Sally... (1989) 134,613,546
Young Frankenstein (1974) 125,123,000
Day the Earth Stood Still, The (1951) 79,366,978
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Good, The Bad and The Ugly, The (1966) 19,000,000
Alien (1979) 42,285,739
Long Kiss Goodnight, The (1996) 33,328,051
Amadeus (1984) 23,401,401
2001: A Space Odyssey (1968) 25,761,621
Return of the Jedi (1983) 500,773,409
Terminator 2: Judgment Day (1991) 207,064,802
Mrs. Doubtfire (1993) 330,200,000
Breakfast at Tiffany's (1961) 15,500,000
Groundhog Day (1993) 103,406,973
Dead Poets Society (1989) 144,288,116
Fierce Creatures (1997) 9,202,671
While You Were Sleeping (1995) 119,964,016
Speed (1994) 121,248,145
Snow White and the Seven Dwarfs (1937) 103,921,550
Bridge on the River Kwai, The (1957) 50,495,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Independence Day (ID4) (1996) 483,359,255
Twelve Monkeys (1995) 82,512,000
Piano, The (1993) 40,158,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Apollo 13 (1995) 94,378,651
Forrest Gump (1994) 485,691,196
Miracle on 34th Street (1994) 17,193,886
Hunt for Red October, The (1990) 179,209,868
Real Genius (1985) 13,000,000
Tombstone (1993) 82,627,065
Star Trek IV: The Voyage Home (1986) 124,751,249
Absolute Power (1997) 73,037,233
Gone with the Wind (1939) 200,155,278
Fantasia (1940) 49,310,882
Get Shorty (1995) 103,619,110
Aliens (1986) 121,385,096
Beauty and the Beast (1991) 94,902,028
Average 136,359,136
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