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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Rear Window (1954) 6,759,601
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
One Flew Over the Cuckoo's Nest (1975) 171,940,000 L.A. Confidential (1997) 64,604,977 African Queen, The (1951) 4,300,000
Rear Window (1954) 6,759,601 Silence of the Lambs, The (1991) 137,332,208 Lone Star (1996) 13,269,963
Citizen Kane (1941) 1,640,769 Pulp Fiction (1994) 84,022,201 Apocalypse Now (1979) 42,606,290
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Glory (1989) 100,326
English Patient, The (1996) 111,415,132 Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Monty Python's Life of Brian (1979) 646,124
Average 107,998,562 Average 233,801,189 Average 60,908,059

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
Psycho (1960) 43,200,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Four Weddings and a Funeral (1994) 75,888,832
Searching for Bobby Fischer (1993) 7,266,383
North by Northwest (1959) 19,977,527
Ran (1985) 113,948
Mary Poppins (1964) 133,300,000
Lawrence of Arabia (1962) 20,652,481
Stars Fell on Henrietta, The (1995) 99,318
Everyone Says I Love You (1996) 9,714,482
Sense and Sensibility (1995) 62,493,774
In the Line of Fire (1993) 151,314,283
Quiet Man, The (1952) 3,800,000
Fargo (1996) 24,611,975
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Heathers (1989) 1,108,462
Bullets Over Broadway (1994) 13,383,737
Braveheart (1995) 110,286,945
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Full Monty, The (1997) 45,857,453
Madness of King George, The (1994) 15,238,994
Singin' in the Rain (1952) 7,665,000
Jackie Brown (1997) 39,647,595
2001: A Space Odyssey (1968) 25,761,621
Cool Hand Luke (1967) 7,300,000
Jerry Maguire (1996) 228,557,864
Henry V (1989) 10,161,099
Full Metal Jacket (1987) 69,057,676
Twelve Monkeys (1995) 82,512,000
Boot, Das (1981) 11,433,134
M*A*S*H (1970) 109,920,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Amadeus (1984) 23,401,401
Forrest Gump (1994) 485,691,196
Stand by Me (1986) 69,411,304
8 1/2 (1963) 50,690
Ulee's Gold (1997) 9,054,736
Wings of Desire (1987) 3,806,540
Much Ado About Nothing (1993) 22,551,000
Wonderful, Horrible Life of Leni Riefenstahl, The (1993) 449,707
Raging Bull (1980) 49,034
It's a Wonderful Life (1946) 3,548,018
Brazil (1985) 6,500,000
Down by Law (1986) 1,419,835
American President, The (1995) 95,000,000
Schindler's List (1993) 140,409,248
Remains of the Day, The (1993) 22,954,968
Before the Rain (Pred dozhdot) (1994) 763,847
Casablanca (1942) 5,806,467
Welcome To Sarajevo (1997) 339,648
Star Wars (1977) 731,853,665
Mediterraneo (1991) 4,532,791
Fish Called Wanda, A (1988) 93,259,712
Toy Story (1995) 133,344,903
Raise the Red Lantern (1991) 2,603,061
Clockwork Orange, A (1971) 38,589,355
Cyrano de Bergerac (1990) 5,820,020
Day the Earth Stood Still, The (1951) 79,366,978
Great Dictator, The (1940) 395,872
Cinema Paradiso (1988) 392,045
Secret of Roan Inish, The (1994) 6,101,600
Terminator 2: Judgment Day (1991) 207,064,802
Hear My Song (1991) 4,313,173
Get on the Bus (1996) 5,731,103
Secrets & Lies (1996) 13,417,292
Average 58,833,811
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