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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather: Part II, The (1974) 87,973,000
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Babe (1995) 66,600,000
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 Lawrence of Arabia (1962) 20,652,481
Trainspotting (1996) 16,501,785 Empire Strikes Back, The (1980) 225,554,189 Trainspotting (1996) 16,501,785
Apocalypse Now (1979) 42,606,290 Titanic (1997) 600,779,824 Hoop Dreams (1994) 7,830,611
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Apocalypse Now (1979) 42,606,290
Back to the Future (1985) 303,398,294 Trainspotting (1996) 16,501,785 Dead Poets Society (1989) 144,288,116
Indiana Jones and the Last Crusade (1989) 312,671,806 Scream (1996) 103,001,286 Hudsucker Proxy, The (1994) 2,869,369
Godfather: Part II, The (1974) 87,973,000 Full Monty, The (1997) 45,857,453 Godfather, The (1972) 291,702,411
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Monty Python's Life of Brian (1979) 646,124
Average 181,822,415 Average 193,155,383 Average 68,167,018

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
Full Metal Jacket (1987) 69,057,676
Real Genius (1985) 13,000,000
Sleepless in Seattle (1993) 191,463,006
Sex, Lies, and Videotape (1989) 24,741,700
Boys on the Side (1995) 23,450,000
Seven (Se7en) (1995) 143,225,000
Lone Star (1996) 13,269,963
Taxi Driver (1976) 33,669,000
Aliens (1986) 121,385,096
Braveheart (1995) 110,286,945
Jackie Chan's First Strike (1996) 14,511,338
GoodFellas (1990) 67,336,394
Beavis and Butt-head Do America (1996) 90,162,233
Quiz Show (1994) 24,822,619
Short Cuts (1993) 6,110,979
Mighty Aphrodite (1995) 6,700,000
Highlander (1986) 5,735,847
In the Line of Fire (1993) 151,314,283
Fargo (1996) 24,611,975
Big Night (1996) 11,881,039
Silence of the Lambs, The (1991) 137,332,208
Strange Days (1995) 7,919,000
Vertigo (1958) 7,024,928
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Groundhog Day (1993) 103,406,973
Mars Attacks! (1996) 37,754,208
Rumble in the Bronx (1995) 32,333,860
Starship Troopers (1997) 79,093,786
When Harry Met Sally... (1989) 134,613,546
Remains of the Day, The (1993) 22,954,968
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Clerks (1994) 3,151,130
City of Lost Children, The (1995) 1,513,028
Star Trek: First Contact (1996) 207,001,027
Trust (1990) 356,122
Primal Fear (1996) 80,646,667
Dead Man Walking (1995) 39,025,000
Unbearable Lightness of Being, The (1988) 10,006,806
Air Force One (1997) 250,384,803
Apollo 13 (1995) 94,378,651
Monty Python and the Holy Grail (1974) 1,821,082
Much Ado About Nothing (1993) 22,551,000
Austin Powers: International Man of Mystery (1997) 78,171,630
Fifth Element, The (1997) 92,897,302
Face/Off (1997) 163,746,077
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Hamlet (1996) 4,414,535
Emma (1996) 22,201,883
Brazil (1985) 6,500,000
Natural Born Killers (1994) 72,282,766
Heat (1995) 97,783,000
Romeo Is Bleeding (1993) 3,275,585
Shallow Grave (1994) 2,881,508
Unforgiven (1992) 119,081,912
Blade Runner (1982) 1,445,283
Usual Suspects, The (1995) 1,120,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Bronx Tale, A (1993) 17,266,971
Shawshank Redemption, The (1994) 28,341,469
Toy Story (1995) 133,344,903
Star Trek: The Wrath of Khan (1982) 118,633,541
Swimming with Sharks (1995) 376,928
Jerry Maguire (1996) 228,557,864
Casablanca (1942) 5,806,467
Speed (1994) 121,248,145
Alien (1979) 42,285,739
In the Name of the Father (1993) 25,096,862
Courage Under Fire (1996) 87,335,823
Philadelphia Story, The (1940) 3,000,000
2001: A Space Odyssey (1968) 25,761,621
2 Days in the Valley (1996) 11,090,856
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
North by Northwest (1959) 19,977,527
Menace II Society (1993) 27,900,000
Amadeus (1984) 23,401,401
Pulp Fiction (1994) 84,022,201
Get Shorty (1995) 103,619,110
Terminator 2: Judgment Day (1991) 207,064,802
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Princess Bride, The (1987) 21,277,649
Sense and Sensibility (1995) 62,493,774
Contact (1997) 149,887,543
Grosse Pointe Blank (1997) 28,014,536
Batman (1989) 401,685,407
Amateur (1994) 856,422
Crimson Tide (1995) 135,266,000
Reservoir Dogs (1992) 2,687,008
Twelve Monkeys (1995) 82,512,000
Jack (1996) 84,189,393
This Is Spinal Tap (1984) 188,751
Kolya (1996) 5,730,711
Cop Land (1997) 64,207,716
Die Hard (1988) 116,707,729
Clockwork Orange, A (1971) 38,589,355
Rear Window (1954) 6,759,601
Star Wars (1977) 731,853,665
Braindead (1992) 242,623
Sling Blade (1996) 24,475,416
Schindler's List (1993) 140,409,248
True Romance (1993) 12,281,500
Forrest Gump (1994) 485,691,196
Raising Arizona (1987) 22,847,564
L.A. Confidential (1997) 64,604,977
To Kill a Mockingbird (1962) 20,629,846
Sum of Us, The (1994) 766,464
Freeway (1996) 295,493
Bound (1996) 3,798,532
Pump Up the Volume (1990) 11,541,758
Welcome to the Dollhouse (1995) 4,429,002
Long Kiss Goodnight, The (1996) 33,328,051
Average 69,846,403
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