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
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Schindler's List (1993) 140,409,248 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Contact (1997) 149,887,543 Babe (1995) 66,600,000
Shawshank Redemption, The (1994) 28,341,469 Casablanca (1942) 5,806,467 Casablanca (1942) 5,806,467
Blade Runner (1982) 1,445,283 Shawshank Redemption, The (1994) 28,341,469 Reservoir Dogs (1992) 2,687,008
2001: A Space Odyssey (1968) 25,761,621 Toy Story (1995) 133,344,903 Gandhi (1982) 77,737,889
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 E.T. the Extra-Terrestrial (1982) 259,597,332
Clockwork Orange, A (1971) 38,589,355 Blade Runner (1982) 1,445,283 2001: A Space Odyssey (1968) 25,761,621
Chinatown (1974) 42,400,000 Boot, Das (1981) 11,433,134 Braindead (1992) 242,623
Average 44,643,792 Average 74,069,303 Average 60,918,123

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
Nobody's Fool (1994) 57,487,686
Beauty and the Beast (1991) 94,902,028
Godfather, The (1972) 291,702,411
Back to the Future (1985) 303,398,294
Once Upon a Time in the West (1969) 5,321,508
Cyrano de Bergerac (1990) 5,820,020
Indiana Jones and the Last Crusade (1989) 312,671,806
Secrets & Lies (1996) 13,417,292
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Henry V (1989) 10,161,099
Touch of Evil (1958) 2,237,659
Pulp Fiction (1994) 84,022,201
Lone Star (1996) 13,269,963
Unforgiven (1992) 119,081,912
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
Strictly Ballroom (1992) 11,738,022
Braveheart (1995) 110,286,945
Annie Hall (1977) 57,253,791
Three Colors: Red (1994) 4,043,686
Misérables, Les (1995) 1,035,890
In the Name of the Father (1993) 25,096,862
Streetcar Named Desire, A (1951) 4,414,474
Manhattan (1979) 39,900,000
Vertigo (1958) 7,024,928
Young Frankenstein (1974) 125,123,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Terminator 2: Judgment Day (1991) 207,064,802
Day the Earth Stood Still, The (1951) 79,366,978
Welcome to the Dollhouse (1995) 4,429,002
Raising Arizona (1987) 22,847,564
Three Colors: Blue (1993) 1,324,974
This Is Spinal Tap (1984) 188,751
Glory (1989) 100,326
Twelve Monkeys (1995) 82,512,000
African Queen, The (1951) 4,300,000
Fargo (1996) 24,611,975
Good, The Bad and The Ugly, The (1966) 19,000,000
Bob Roberts (1992) 4,479,470
GoodFellas (1990) 67,336,394
Emma (1996) 22,201,883
Manchurian Candidate, The (1962) 4,180,630
Ran (1985) 113,948
Four Weddings and a Funeral (1994) 75,888,832
Alien (1979) 42,285,739
It's a Wonderful Life (1946) 3,548,018
Fish Called Wanda, A (1988) 93,259,712
Seven (Se7en) (1995) 143,225,000
M*A*S*H (1970) 109,920,000
Lawrence of Arabia (1962) 20,652,481
Rear Window (1954) 6,759,601
Six Degrees of Separation (1993) 6,410,676
Empire Strikes Back, The (1980) 225,554,189
Apocalypse Now (1979) 42,606,290
Psycho (1960) 43,200,000
To Kill a Mockingbird (1962) 20,629,846
Amadeus (1984) 23,401,401
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Godfather: Part II, The (1974) 87,973,000
High Noon (1952) 7,150,000
Forrest Gump (1994) 485,691,196
Remains of the Day, The (1993) 22,954,968
Heavenly Creatures (1994) 3,049,135
Pink Floyd - The Wall (1982) 14,844,106
Raging Bull (1980) 49,034
Monty Python and the Holy Grail (1974) 1,821,082
Jaws (1975) 199,275,376
Usual Suspects, The (1995) 1,120,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Once Upon a Time... When We Were Colored (1995) 3,375,000
Taxi Driver (1976) 33,669,000
Heathers (1989) 1,108,462
Citizen Kane (1941) 1,640,769
Cat on a Hot Tin Roof (1958) 26,355,486
Dead Man Walking (1995) 39,025,000
Die Hard (1988) 116,707,729
Ben-Hur (1959) 106,992,000
Average 73,613,221
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