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
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208 Star Trek: First Contact (1996) 207,001,027
Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903 Jaws (1975) 199,275,376
Forrest Gump (1994) 485,691,196 English Patient, The (1996) 111,415,132 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Princess Bride, The (1987) 21,277,649 Psycho (1960) 43,200,000
Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Twelve Monkeys (1995) 82,512,000 Scream (1996) 103,001,286 Fargo (1996) 24,611,975
Casablanca (1942) 5,806,467 Star Trek: First Contact (1996) 207,001,027 Mr. Smith Goes to Washington (1939) 1,500,000
Average 181,318,376 Average 157,116,354 Average 100,652,395

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
Get Shorty (1995) 103,619,110
Desperado (1995) 25,625,110
Jerry Maguire (1996) 228,557,864
Gone with the Wind (1939) 200,155,278
Broken Arrow (1996) 105,069,070
Citizen Kane (1941) 1,640,769
Crimson Tide (1995) 135,266,000
Ransom (1996) 207,758,522
Carlito's Way (1993) 56,948,322
Miller's Crossing (1990) 5,080,409
Indiana Jones and the Last Crusade (1989) 312,671,806
In the Line of Fire (1993) 151,314,283
Absolute Power (1997) 73,037,233
Much Ado About Nothing (1993) 22,551,000
Independence Day (ID4) (1996) 483,359,255
Judgment Night (1993) 12,136,938
Hunt for Red October, The (1990) 179,209,868
Aliens (1986) 121,385,096
Long Kiss Goodnight, The (1996) 33,328,051
Die Hard: With a Vengeance (1995) 147,009,359
True Romance (1993) 12,281,500
Radioland Murders (1994) 1,299,060
Braveheart (1995) 110,286,945
Blown Away (1994) 30,155,037
Heat (1995) 97,783,000
Highlander (1986) 5,735,847
Batman Forever (1995) 289,097,904
Blade Runner (1982) 1,445,283
20,000 Leagues Under the Sea (1954) 11,000,000
Usual Suspects, The (1995) 1,120,000
Star Wars (1977) 731,853,665
Air Force One (1997) 250,384,803
Apocalypse Now (1979) 42,606,290
Hard Target (1993) 32,534,954
Pulp Fiction (1994) 84,022,201
Return of the Jedi (1983) 500,773,409
Empire Strikes Back, The (1980) 225,554,189
Reservoir Dogs (1992) 2,687,008
GoldenEye (1995) 146,028,496
Spawn (1997) 84,882,059
Firm, The (1993) 686,502
It's a Wonderful Life (1946) 3,548,018
Alien (1979) 42,285,739
Rob Roy (1995) 31,600,000
Outbreak (1995) 99,323,573
Back to the Future (1985) 303,398,294
Schindler's List (1993) 140,409,248
Under Siege 2: Dark Territory (1995) 73,286,083
Monty Python and the Holy Grail (1974) 1,821,082
Seven (Se7en) (1995) 143,225,000
Die Hard (1988) 116,707,729
Godfather, The (1972) 291,702,411
E.T. the Extra-Terrestrial (1982) 259,597,332
True Lies (1994) 226,261,000
M*A*S*H (1970) 109,920,000
Shawshank Redemption, The (1994) 28,341,469
Dances with Wolves (1990) 265,746,848
Manchurian Candidate, The (1962) 4,180,630
Trial and Error (1997) 13,548,764
Unforgiven (1992) 119,081,912
Assassins (1995) 30,306,268
Full Metal Jacket (1987) 69,057,676
Under Siege (1992) 120,463,139
Good, The Bad and The Ugly, The (1966) 19,000,000
GoodFellas (1990) 67,336,394
Basic Instinct (1992) 126,227,000
Sleepless in Seattle (1993) 191,463,006
Dragonheart (1996) 51,317,350
Terminator 2: Judgment Day (1991) 207,064,802
Boot, Das (1981) 11,433,134
Brazil (1985) 6,500,000
Clear and Present Danger (1994) 176,112,710
Casino (1995) 62,726,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 117,363,974
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