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 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Babe (1995) 66,600,000
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Boot, Das (1981) 11,433,134
To Kill a Mockingbird (1962) 20,629,846 Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 English Patient, The (1996) 111,415,132 Clockwork Orange, A (1971) 38,589,355
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Cool Hand Luke (1967) 7,300,000
North by Northwest (1959) 19,977,527 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Braveheart (1995) 110,286,945 Braveheart (1995) 110,286,945 Gone with the Wind (1939) 200,155,278
Lawrence of Arabia (1962) 20,652,481 To Kill a Mockingbird (1962) 20,629,846 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Average 130,017,049 Average 199,999,931 Average 72,084,780

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
While You Were Sleeping (1995) 119,964,016
Streetcar Named Desire, A (1951) 4,414,474
Once Upon a Time in the West (1969) 5,321,508
Rebecca (1940) 1,526,957
Good Will Hunting (1997) 192,328,280
American in Paris, An (1951) 12,505,000
Contact (1997) 149,887,543
Terminator 2: Judgment Day (1991) 207,064,802
Mary Poppins (1964) 133,300,000
Firm, The (1993) 686,502
Die Hard (1988) 116,707,729
Godfather, The (1972) 291,702,411
Chinatown (1974) 42,400,000
Blade Runner (1982) 1,445,283
Groundhog Day (1993) 103,406,973
In the Name of the Father (1993) 25,096,862
True Lies (1994) 226,261,000
Manhattan Murder Mystery (1993) 11,285,588
High Noon (1952) 7,150,000
Some Kind of Wonderful (1987) 18,553,948
Platoon (1986) 207,900,328
Full Monty, The (1997) 45,857,453
Good, The Bad and The Ugly, The (1966) 19,000,000
Raging Bull (1980) 49,034
Taxi Driver (1976) 33,669,000
Dead Poets Society (1989) 144,288,116
Fish Called Wanda, A (1988) 93,259,712
Titanic (1997) 600,779,824
Carlito's Way (1993) 56,948,322
GoodFellas (1990) 67,336,394
Pretty Woman (1990) 260,311,268
Paris, Texas (1984) 2,164,507
Victor/Victoria (1982) 28,215,453
Mr. Smith Goes to Washington (1939) 1,500,000
Princess Bride, The (1987) 21,277,649
All About Eve (1950) 4,210,177
As Good As It Gets (1997) 215,563,842
It Happened One Night (1934) 2,000,000
It's a Wonderful Life (1946) 3,548,018
Aliens (1986) 121,385,096
Breakfast at Tiffany's (1961) 15,500,000
Great Dictator, The (1940) 395,872
Back to the Future (1985) 303,398,294
Quiz Show (1994) 24,822,619
Field of Dreams (1989) 94,962,625
Top Hat (1935) 1,782,000
Mighty Aphrodite (1995) 6,700,000
Citizen Kane (1941) 1,640,769
Silence of the Lambs, The (1991) 137,332,208
Bullets Over Broadway (1994) 13,383,737
To Catch a Thief (1955) 13,250,000
Dances with Wolves (1990) 265,746,848
Psycho (1960) 43,200,000
Short Cuts (1993) 6,110,979
Stargate (1994) 105,565,669
Brazil (1985) 6,500,000
Highlander (1986) 5,735,847
Speed (1994) 121,248,145
Casino (1995) 62,726,000
Birds, The (1963) 16,493,900
Lost World: Jurassic Park, The (1997) 359,161,284
Little Buddha (1993) 4,858,139
Jaws (1975) 199,275,376
Four Weddings and a Funeral (1994) 75,888,832
Vertigo (1958) 7,024,928
Basic Instinct (1992) 126,227,000
Rear Window (1954) 6,759,601
Unbearable Lightness of Being, The (1988) 10,006,806
E.T. the Extra-Terrestrial (1982) 259,597,332
Disclosure (1994) 122,000,000
Remains of the Day, The (1993) 22,954,968
Singin' in the Rain (1952) 7,665,000
Grease (1978) 96,605,260
Alien (1979) 42,285,739
Pulp Fiction (1994) 84,022,201
Liar Liar (1997) 277,327,280
Shawshank Redemption, The (1994) 28,341,469
Cape Fear (1991) 118,590,000
Crossfire (1947) 1,300,000
Notorious (1946) 12,800,000
Amadeus (1984) 23,401,401
Jurassic Park (1993) 563,476,625
Manhattan (1979) 39,900,000
Maverick (1994) 151,131,272
Annie Hall (1977) 57,253,791
Killing Fields, The (1984) 50,509,720
Casablanca (1942) 5,806,467
Deconstructing Harry (1997) 10,569,071
Ninotchka (1939) 1,187,000
Die Hard 2 (1990) 120,083,665
Independence Day (ID4) (1996) 483,359,255
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Father of the Bride (1950) 4,054,400
Stand by Me (1986) 69,411,304
8 1/2 (1963) 50,690
Some Like It Hot (1959) 33,300,000
Godfather: Part II, The (1974) 87,973,000
Cat on a Hot Tin Roof (1958) 26,355,486
Apocalypse Now (1979) 42,606,290
Night of the Living Dead (1968) 13,600,000
Dial M for Murder (1954) 3,012,562
Ben-Hur (1959) 106,992,000
Sabrina (1954) 14,000,000
Bridge on the River Kwai, The (1957) 50,495,000
When Harry Met Sally... (1989) 134,613,546
Manchurian Candidate, The (1962) 4,180,630
Average 86,835,465
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