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
Silence of the Lambs, The (1991) 137,332,208 Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Rear Window (1954) 6,759,601
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 Apocalypse Now (1979) 42,606,290
Blade Runner (1982) 1,445,283 English Patient, The (1996) 111,415,132 Raising Arizona (1987) 22,847,564
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Boot, Das (1981) 11,433,134
Titanic (1997) 600,779,824 Scream (1996) 103,001,286 North by Northwest (1959) 19,977,527
Aliens (1986) 121,385,096 Sense and Sensibility (1995) 62,493,774 Pulp Fiction (1994) 84,022,201
Terminator 2: Judgment Day (1991) 207,064,802 Usual Suspects, The (1995) 1,120,000 Terminator 2: Judgment Day (1991) 207,064,802
Back to the Future (1985) 303,398,294 Men in Black (1997) 367,992,228 Clerks (1994) 3,151,130
Average 167,240,461 Average 168,401,355 Average 53,919,445

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
Lost Highway (1997) 3,796,699
Return of the Jedi (1983) 500,773,409
Mary Poppins (1964) 133,300,000
Leaving Las Vegas (1995) 31,968,347
It's a Wonderful Life (1946) 3,548,018
Fifth Element, The (1997) 92,897,302
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Clockwork Orange, A (1971) 38,589,355
Jane Eyre (1996) 5,173,860
Some Like It Hot (1959) 33,300,000
Secret Garden, The (1993) 30,000,000
Warriors of Virtue (1997) 6,448,817
Godfather, The (1972) 291,702,411
Gone with the Wind (1939) 200,155,278
Amadeus (1984) 23,401,401
Psycho (1960) 43,200,000
Empire Strikes Back, The (1980) 225,554,189
Kingpin (1996) 24,944,213
Nightmare Before Christmas, The (1993) 22,782,289
Birds, The (1963) 16,493,900
Happy Gilmore (1996) 38,624,000
Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945
Monty Python's Life of Brian (1979) 646,124
Evil Dead II (1987) 5,923,044
Fish Called Wanda, A (1988) 93,259,712
Searching for Bobby Fischer (1993) 7,266,383
Moll Flanders (1996) 3,363,968
To Kill a Mockingbird (1962) 20,629,846
Bonnie and Clyde (1967) 72,800,000
Return of the Pink Panther, The (1974) 37,170,000
Reservoir Dogs (1992) 2,687,008
Star Trek: First Contact (1996) 207,001,027
Breakfast at Tiffany's (1961) 15,500,000
Alien (1979) 42,285,739
Contact (1997) 149,887,543
Indiana Jones and the Last Crusade (1989) 312,671,806
Anne Frank Remembered (1995) 1,310,200
People vs. Larry Flynt, The (1996) 20,191,312
Star Trek IV: The Voyage Home (1986) 124,751,249
Jackie Chan's First Strike (1996) 14,511,338
20,000 Leagues Under the Sea (1954) 11,000,000
American Werewolf in London, An (1981) 20,445,527
One Flew Over the Cuckoo's Nest (1975) 171,940,000
2001: A Space Odyssey (1968) 25,761,621
Schindler's List (1993) 140,409,248
Princess Bride, The (1987) 21,277,649
Crash (1996) 3,168,660
Monty Python and the Holy Grail (1974) 1,821,082
Casablanca (1942) 5,806,467
Vertigo (1958) 7,024,928
Star Wars (1977) 731,853,665
Day the Earth Stood Still, The (1951) 79,366,978
Farewell My Concubine (1993) 5,216,888
Event Horizon (1997) 26,616,590
Trainspotting (1996) 16,501,785
Fargo (1996) 24,611,975
Hamlet (1996) 4,414,535
What's Eating Gilbert Grape (1993) 9,170,214
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Star Trek: The Wrath of Khan (1982) 118,633,541
Tin Cup (1996) 77,003,584
Dead Man Walking (1995) 39,025,000
Highlander (1986) 5,735,847
Young Frankenstein (1974) 125,123,000
Average 72,632,792
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