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
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Rear Window (1954) 6,759,601
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 It's a Wonderful Life (1946) 3,548,018
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Aliens (1986) 121,385,096
Rear Window (1954) 6,759,601 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Bridge on the River Kwai, The (1957) 50,495,000
Shawshank Redemption, The (1994) 28,341,469 Rear Window (1954) 6,759,601 Pulp Fiction (1994) 84,022,201
Godfather: Part II, The (1974) 87,973,000 Twelve Monkeys (1995) 82,512,000 Fargo (1996) 24,611,975
Vertigo (1958) 7,024,928 Contact (1997) 149,887,543 Reservoir Dogs (1992) 2,687,008
North by Northwest (1959) 19,977,527 L.A. Confidential (1997) 64,604,977 Vertigo (1958) 7,024,928
Raising Arizona (1987) 22,847,564 Full Monty, The (1997) 45,857,453 Godfather, The (1972) 291,702,411
Average 57,438,067 Average 77,941,963 Average 59,335,623

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
Forrest Gump (1994) 485,691,196
Clockwork Orange, A (1971) 38,589,355
Brazil (1985) 6,500,000
Wings of Desire (1987) 3,806,540
Cool Hand Luke (1967) 7,300,000
Pump Up the Volume (1990) 11,541,758
Hudsucker Proxy, The (1994) 2,869,369
Forbidden Planet (1956) 3,000,000
English Patient, The (1996) 111,415,132
Three Colors: Red (1994) 4,043,686
Searching for Bobby Fischer (1993) 7,266,383
Nobody's Fool (1994) 57,487,686
Unforgiven (1992) 119,081,912
Miller's Crossing (1990) 5,080,409
Monty Python and the Holy Grail (1974) 1,821,082
Alien (1979) 42,285,739
This Is Spinal Tap (1984) 188,751
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Full Metal Jacket (1987) 69,057,676
Four Weddings and a Funeral (1994) 75,888,832
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Apollo 13 (1995) 94,378,651
Heathers (1989) 1,108,462
Get Shorty (1995) 103,619,110
Sunset Blvd. (1950) 7,500,000
M*A*S*H (1970) 109,920,000
Seven (Se7en) (1995) 143,225,000
Casablanca (1942) 5,806,467
When Harry Met Sally... (1989) 134,613,546
To Kill a Mockingbird (1962) 20,629,846
Citizen Kane (1941) 1,640,769
Chasing Amy (1997) 12,006,514
Paris, Texas (1984) 2,164,507
What's Eating Gilbert Grape (1993) 9,170,214
Unbearable Lightness of Being, The (1988) 10,006,806
Princess Bride, The (1987) 21,277,649
Heavenly Creatures (1994) 3,049,135
Blade Runner (1982) 1,445,283
Crumb (1994) 3,174,695
Annie Hall (1977) 57,253,791
Short Cuts (1993) 6,110,979
Braveheart (1995) 110,286,945
Schindler's List (1993) 140,409,248
Boogie Nights (1997) 26,384,919
Amadeus (1984) 23,401,401
Empire Strikes Back, The (1980) 225,554,189
Naked (1993) 1,769,305
Young Frankenstein (1974) 125,123,000
Ed Wood (1994) 5,887,457
Pink Floyd - The Wall (1982) 14,844,106
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Silence of the Lambs, The (1991) 137,332,208
Apocalypse Now (1979) 42,606,290
Three Colors: White (1994) 1,464,625
Three Colors: Blue (1993) 1,324,974
Some Like It Hot (1959) 33,300,000
Paths of Glory (1957) 899,327
Chinatown (1974) 42,400,000
Belle de jour (1967) 4,037,017
Rebel Without a Cause (1955) 4,600,000
Before Sunrise (1995) 1,423,537
Psycho (1960) 43,200,000
Star Wars (1977) 731,853,665
Touch of Evil (1958) 2,237,659
GoodFellas (1990) 67,336,394
Good, The Bad and The Ugly, The (1966) 19,000,000
Taxi Driver (1976) 33,669,000
Real Genius (1985) 13,000,000
Hoop Dreams (1994) 7,830,611
Exotica (1994) 4,183,379
2001: A Space Odyssey (1968) 25,761,621
Return of the Jedi (1983) 500,773,409
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dazed and Confused (1993) 7,993,039
Average 61,229,158
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