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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Usual Suspects, The (1995) 1,120,000 Silence of the Lambs, The (1991) 137,332,208 Apollo 13 (1995) 94,378,651
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Apocalypse Now (1979) 42,606,290
Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469 GoodFellas (1990) 67,336,394
Monty Python and the Holy Grail (1974) 1,821,082 Star Trek: First Contact (1996) 207,001,027 Amadeus (1984) 23,401,401
Die Hard (1988) 116,707,729 Schindler's List (1993) 140,409,248 Star Trek: First Contact (1996) 207,001,027
Forrest Gump (1994) 485,691,196 Jerry Maguire (1996) 228,557,864 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 183,724,365 Average 241,812,990 Average 102,944,475

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
Good, The Bad and The Ugly, The (1966) 19,000,000
Liar Liar (1997) 277,327,280
Groundhog Day (1993) 103,406,973
Tin Cup (1996) 77,003,584
Relic, The (1997) 33,927,476
Snow White and the Seven Dwarfs (1937) 103,921,550
Clerks (1994) 3,151,130
Indiana Jones and the Last Crusade (1989) 312,671,806
Absolute Power (1997) 73,037,233
Heathers (1989) 1,108,462
Fifth Element, The (1997) 92,897,302
Seven (Se7en) (1995) 143,225,000
Virtuosity (1995) 24,048,000
Ghost and the Darkness, The (1996) 38,553,833
Princess Bride, The (1987) 21,277,649
Young Guns II (1990) 63,843,410
Four Rooms (1995) 4,301,331
Highlander (1986) 5,735,847
Full Metal Jacket (1987) 69,057,676
Waterworld (1995) 130,604,220
Basic Instinct (1992) 126,227,000
Ransom (1996) 207,758,522
So I Married an Axe Murderer (1993) 11,585,483
Fools Rush In (1997) 29,291,566
Frighteners, The (1996) 16,524,115
Outbreak (1995) 99,323,573
Dances with Wolves (1990) 265,746,848
Species (1995) 87,679,449
Fargo (1996) 24,611,975
Desperado (1995) 25,625,110
Pretty Woman (1990) 260,311,268
American President, The (1995) 95,000,000
Bound (1996) 3,798,532
Twelve Monkeys (1995) 82,512,000
Days of Thunder (1990) 122,670,733
Black Sheep (1996) 32,377,000
Batman (1989) 401,685,407
Scream 2 (1997) 140,865,935
Executive Decision (1996) 93,638,632
Mission: Impossible (1996) 274,049,639
Braveheart (1995) 110,286,945
Top Gun (1986) 256,050,237
Stargate (1994) 105,565,669
Reservoir Dogs (1992) 2,687,008
Star Wars (1977) 731,853,665
Army of Darkness (1993) 11,502,976
True Romance (1993) 12,281,500
Happy Gilmore (1996) 38,624,000
Robin Hood: Prince of Thieves (1991) 173,380,000
Die Hard 2 (1990) 120,083,665
GoldenEye (1995) 146,028,496
Die Hard: With a Vengeance (1995) 147,009,359
William Shakespeare's Romeo and Juliet (1996) 69,240,158
While You Were Sleeping (1995) 119,964,016
Scream (1996) 103,001,286
Speed (1994) 121,248,145
Pete's Dragon (1977) 22,500,000
Conan the Barbarian (1981) 60,241,612
Program, The (1993) 23,004,026
In the Mouth of Madness (1995) 8,946,600
Wyatt Earp (1994) 25,052,000
Broken Arrow (1996) 105,069,070
From Dusk Till Dawn (1996) 45,553,840
Men in Black (1997) 367,992,228
Air Force One (1997) 250,384,803
Kingpin (1996) 24,944,213
True Lies (1994) 226,261,000
Independence Day (ID4) (1996) 483,359,255
Under Siege (1992) 120,463,139
Back to the Future (1985) 303,398,294
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Sabrina (1995) 76,780,029
Young Guns (1988) 64,686,644
Blade Runner (1982) 1,445,283
Lawnmower Man, The (1992) 27,207,265
Fox and the Hound, The (1981) 53,368,988
Aliens (1986) 121,385,096
Alien (1979) 42,285,739
Tomorrow Never Dies (1997) 184,221,129
Empire Strikes Back, The (1980) 225,554,189
Long Kiss Goodnight, The (1996) 33,328,051
Multiplicity (1996) 20,101,861
Raising Arizona (1987) 22,847,564
Psycho (1960) 43,200,000
Tombstone (1993) 82,627,065
Pulp Fiction (1994) 84,022,201
Daylight (1996) 32,885,565
Spawn (1997) 84,882,059
Legends of the Fall (1994) 98,628,842
Terminator 2: Judgment Day (1991) 207,064,802
Grosse Pointe Blank (1997) 28,014,536
Average 108,891,786
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