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 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Braveheart (1995) 110,286,945
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 Trainspotting (1996) 16,501,785
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Alien (1979) 42,285,739
Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000 When Harry Met Sally... (1989) 134,613,546
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 Casablanca (1942) 5,806,467
Alien (1979) 42,285,739 Jerry Maguire (1996) 228,557,864 Babe (1995) 66,600,000
It's a Wonderful Life (1946) 3,548,018 Braveheart (1995) 110,286,945 Blade Runner (1982) 1,445,283
Average 164,465,244 Average 276,289,822 Average 70,688,360

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
Hoop Dreams (1994) 7,830,611
GoodFellas (1990) 67,336,394
Michael (1996) 144,887,370
Speed (1994) 121,248,145
Jaws (1975) 199,275,376
Dead Poets Society (1989) 144,288,116
Apollo 13 (1995) 94,378,651
To Kill a Mockingbird (1962) 20,629,846
Killing Fields, The (1984) 50,509,720
Die Hard 2 (1990) 120,083,665
Bound (1996) 3,798,532
Gandhi (1982) 77,737,889
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Back to the Future (1985) 303,398,294
Rear Window (1954) 6,759,601
Shawshank Redemption, The (1994) 28,341,469
Clear and Present Danger (1994) 176,112,710
Eat Drink Man Woman (1994) 7,294,403
Usual Suspects, The (1995) 1,120,000
Four Weddings and a Funeral (1994) 75,888,832
Boot, Das (1981) 11,433,134
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Indiana Jones and the Last Crusade (1989) 312,671,806
Lone Star (1996) 13,269,963
Hunt for Red October, The (1990) 179,209,868
My Left Foot (1989) 14,743,391
Bonnie and Clyde (1967) 72,800,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Godfather, The (1972) 291,702,411
Good, The Bad and The Ugly, The (1966) 19,000,000
North by Northwest (1959) 19,977,527
Fargo (1996) 24,611,975
Kalifornia (1993) 2,395,231
Terminator 2: Judgment Day (1991) 207,064,802
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Top Gun (1986) 256,050,237
Apocalypse Now (1979) 42,606,290
Vertigo (1958) 7,024,928
Searching for Bobby Fischer (1993) 7,266,383
Die Hard: With a Vengeance (1995) 147,009,359
2001: A Space Odyssey (1968) 25,761,621
Legends of the Fall (1994) 98,628,842
Schindler's List (1993) 140,409,248
Long Kiss Goodnight, The (1996) 33,328,051
Citizen Kane (1941) 1,640,769
Unbearable Lightness of Being, The (1988) 10,006,806
Piano, The (1993) 40,158,000
Mr. Holland's Opus (1995) 119,078,097
Dead Man Walking (1995) 39,025,000
Sleepers (1996) 76,705,552
Stand by Me (1986) 69,411,304
Firm, The (1993) 686,502
Primal Fear (1996) 80,646,667
First Wives Club, The (1996) 150,063,383
Silence of the Lambs, The (1991) 137,332,208
Dances with Wolves (1990) 265,746,848
Godfather: Part II, The (1974) 87,973,000
Courage Under Fire (1996) 87,335,823
Executive Decision (1996) 93,638,632
Pulp Fiction (1994) 84,022,201
My Family (1995) 11,079,373
Copycat (1995) 32,051,917
Red Rock West (1992) 2,502,551
Forrest Gump (1994) 485,691,196
Ghost (1990) 226,931,306
Passion Fish (1992) 5,414,619
Under Siege (1992) 120,463,139
Walk in the Clouds, A (1995) 73,516,507
In the Line of Fire (1993) 151,314,283
Amadeus (1984) 23,401,401
Ben-Hur (1959) 106,992,000
Thin Man, The (1934) 1,423,000
Full Metal Jacket (1987) 69,057,676
Chinatown (1974) 42,400,000
Grifters, The (1990) 13,446,769
Tom & Viv (1994) 538,534
Associate, The (1996) 12,772,657
Miller's Crossing (1990) 5,080,409
Quiz Show (1994) 24,822,619
Sex, Lies, and Videotape (1989) 24,741,700
Toy Story (1995) 133,344,903
Field of Dreams (1989) 94,962,625
Diabolique (1996) 17,000,000
Devil in a Blue Dress (1995) 16,030,096
Taxi Driver (1976) 33,669,000
Freeway (1996) 295,493
Once Upon a Time in America (1984) 7,800,000
Average 83,287,476
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