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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903
Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824 Butch Cassidy and the Sundance Kid (1969) 145,314,187
Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201 Clockwork Orange, A (1971) 38,589,355
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 GoodFellas (1990) 67,336,394
Amadeus (1984) 23,401,401 Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411
It's a Wonderful Life (1946) 3,548,018 Boot, Das (1981) 11,433,134 Rear Window (1954) 6,759,601
Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649 Amadeus (1984) 23,401,401
Rear Window (1954) 6,759,601 Amadeus (1984) 23,401,401 Citizen Kane (1941) 1,640,769
Average 248,967,236 Average 262,414,278 Average 81,338,887

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
Red Corner (1997) 22,415,440
Psycho (1960) 43,200,000
Legends of the Fall (1994) 98,628,842
Four Weddings and a Funeral (1994) 75,888,832
Patton (1970) 89,800,000
Bonnie and Clyde (1967) 72,800,000
For Whom the Bell Tolls (1943) 7,100,000
Outbreak (1995) 99,323,573
Full Metal Jacket (1987) 69,057,676
Silence of the Lambs, The (1991) 137,332,208
L.A. Confidential (1997) 64,604,977
Jerry Maguire (1996) 228,557,864
Casablanca (1942) 5,806,467
Alien (1979) 42,285,739
Forrest Gump (1994) 485,691,196
Grease (1978) 96,605,260
Michael Collins (1996) 11,085,316
Richard III (1995) 2,600,000
Cape Fear (1991) 118,590,000
Independence Day (ID4) (1996) 483,359,255
Quiz Show (1994) 24,822,619
Rob Roy (1995) 31,600,000
Gone with the Wind (1939) 200,155,278
Contact (1997) 149,887,543
Schindler's List (1993) 140,409,248
Giant (1956) 14,169,928
M*A*S*H (1970) 109,920,000
High Noon (1952) 7,150,000
River Wild, The (1994) 69,356,343
Sling Blade (1996) 24,475,416
Manchurian Candidate, The (1962) 4,180,630
Usual Suspects, The (1995) 1,120,000
Shawshank Redemption, The (1994) 28,341,469
Twelve Monkeys (1995) 82,512,000
Godfather: Part II, The (1974) 87,973,000
Absolute Power (1997) 73,037,233
Fluke (1995) 3,987,649
Fargo (1996) 24,611,975
Candidate, The (1972) 82,274
Die Hard (1988) 116,707,729
In the Line of Fire (1993) 151,314,283
Bridge on the River Kwai, The (1957) 50,495,000
Nell (1994) 33,592,700
Piano, The (1993) 40,158,000
Mission: Impossible (1996) 274,049,639
English Patient, The (1996) 111,415,132
G.I. Jane (1997) 70,277,032
Wild Bunch, The (1969) 5,330,535
Apocalypse Now (1979) 42,606,290
Dolores Claiborne (1994) 24,361,867
Dead Man Walking (1995) 39,025,000
African Queen, The (1951) 4,300,000
Some Like It Hot (1959) 33,300,000
Robin Hood: Prince of Thieves (1991) 173,380,000
Aliens (1986) 121,385,096
Evita (1996) 73,298,979
Murder at 1600 (1997) 25,826,788
Blade Runner (1982) 1,445,283
E.T. the Extra-Terrestrial (1982) 259,597,332
Cool Hand Luke (1967) 7,300,000
Glory (1989) 100,326
Clear and Present Danger (1994) 176,112,710
Killing Fields, The (1984) 50,509,720
Braveheart (1995) 110,286,945
What's Eating Gilbert Grape (1993) 9,170,214
Unforgiven (1992) 119,081,912
In the Name of the Father (1993) 25,096,862
Die Hard 2 (1990) 120,083,665
Lawrence of Arabia (1962) 20,652,481
Shine (1996) 53,830,909
Raging Bull (1980) 49,034
Air Force One (1997) 250,384,803
Birds, The (1963) 16,493,900
Apollo 13 (1995) 94,378,651
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Platoon (1986) 207,900,328
Conspiracy Theory (1997) 111,189,998
Average 84,791,615
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