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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 Forrest Gump (1994) 485,691,196
Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248 Paths of Glory (1957) 899,327
Rear Window (1954) 6,759,601 Shawshank Redemption, The (1994) 28,341,469 Babe (1995) 66,600,000
Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134 Apocalypse Now (1979) 42,606,290
Titanic (1997) 600,779,824 Leaving Las Vegas (1995) 31,968,347 It's a Wonderful Life (1946) 3,548,018
Godfather: Part II, The (1974) 87,973,000 Dead Man Walking (1995) 39,025,000 Boot, Das (1981) 11,433,134
Apocalypse Now (1979) 42,606,290 Sense and Sensibility (1995) 62,493,774 Reservoir Dogs (1992) 2,687,008
Average 132,500,079 Average 122,229,521 Average 99,173,476

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
Batman Returns (1992) 262,844,850
Long Kiss Goodnight, The (1996) 33,328,051
Romeo Is Bleeding (1993) 3,275,585
2001: A Space Odyssey (1968) 25,761,621
Much Ado About Nothing (1993) 22,551,000
Clerks (1994) 3,151,130
Fifth Element, The (1997) 92,897,302
Patton (1970) 89,800,000
Bob Roberts (1992) 4,479,470
Pinocchio (1940) 59,305,559
Monty Python's Life of Brian (1979) 646,124
Star Trek: The Wrath of Khan (1982) 118,633,541
Crimson Tide (1995) 135,266,000
Batman (1989) 401,685,407
Full Monty, The (1997) 45,857,453
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Casablanca (1942) 5,806,467
Fish Called Wanda, A (1988) 93,259,712
Conan the Barbarian (1981) 60,241,612
This Is Spinal Tap (1984) 188,751
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Twelve Monkeys (1995) 82,512,000
Smilla's Sense of Snow (1997) 2,221,994
GoodFellas (1990) 67,336,394
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Chasing Amy (1997) 12,006,514
Alien (1979) 42,285,739
Return of the Jedi (1983) 500,773,409
M*A*S*H (1970) 109,920,000
Heathers (1989) 1,108,462
Silence of the Lambs, The (1991) 137,332,208
Monty Python and the Holy Grail (1974) 1,821,082
Citizen Kane (1941) 1,640,769
Broken Arrow (1996) 105,069,070
Dances with Wolves (1990) 265,746,848
Koyaanisqatsi (1983) 1,723,872
Gandhi (1982) 77,737,889
L.A. Confidential (1997) 64,604,977
Piano, The (1993) 40,158,000
Scream (1996) 103,001,286
Richard III (1995) 2,600,000
Chinatown (1974) 42,400,000
Star Trek VI: The Undiscovered Country (1991) 110,888,996
North by Northwest (1959) 19,977,527
Bad Boys (1995) 97,168,842
Lone Star (1996) 13,269,963
Star Trek: First Contact (1996) 207,001,027
Get Shorty (1995) 103,619,110
Die Hard 2 (1990) 120,083,665
Lost Highway (1997) 3,796,699
Clockwork Orange, A (1971) 38,589,355
Blade Runner (1982) 1,445,283
Jaws (1975) 199,275,376
Austin Powers: International Man of Mystery (1997) 78,171,630
Seven (Se7en) (1995) 143,225,000
Army of Darkness (1993) 11,502,976
Unforgiven (1992) 119,081,912
Three Colors: Red (1994) 4,043,686
Rebel Without a Cause (1955) 4,600,000
Usual Suspects, The (1995) 1,120,000
Star Wars (1977) 731,853,665
Shallow Grave (1994) 2,881,508
Princess Bride, The (1987) 21,277,649
Aladdin (1992) 328,782,825
Pulp Fiction (1994) 84,022,201
Vertigo (1958) 7,024,928
Amadeus (1984) 23,401,401
Men in Black (1997) 367,992,228
Young Frankenstein (1974) 125,123,000
Stand by Me (1986) 69,411,304
Rosencrantz and Guildenstern Are Dead (1990) 739,104
True Romance (1993) 12,281,500
Quick and the Dead, The (1995) 18,636,537
Chasing Amy (1997) 12,006,514
Three Colors: Blue (1993) 1,324,974
Full Metal Jacket (1987) 69,057,676
In the Bleak Midwinter (1995) 346,839
English Patient, The (1996) 111,415,132
Terminator 2: Judgment Day (1991) 207,064,802
Three Colors: White (1994) 1,464,625
Trainspotting (1996) 16,501,785
Aliens (1986) 121,385,096
Othello (1995) 2,112,951
Die Hard (1988) 116,707,729
Godfather, The (1972) 291,702,411
Empire Strikes Back, The (1980) 225,554,189
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Average 88,403,948
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