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
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649
Monty Python and the Holy Grail (1974) 1,821,082 English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Princess Bride, The (1987) 21,277,649 Young Frankenstein (1974) 125,123,000
Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000 Star Trek: First Contact (1996) 207,001,027
Clockwork Orange, A (1971) 38,589,355 Braveheart (1995) 110,286,945 Clockwork Orange, A (1971) 38,589,355
Young Frankenstein (1974) 125,123,000 Monty Python and the Holy Grail (1974) 1,821,082 Henry V (1989) 10,161,099
Babe (1995) 66,600,000 Titanic (1997) 600,779,824 Singin' in the Rain (1952) 7,665,000
Apollo 13 (1995) 94,378,651 Twelve Monkeys (1995) 82,512,000 Aladdin (1992) 328,782,825
Singin' in the Rain (1952) 7,665,000 Dead Man Walking (1995) 39,025,000 Usual Suspects, The (1995) 1,120,000
Average 55,088,388 Average 120,214,737 Average 93,402,910

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
Clear and Present Danger (1994) 176,112,710
Night of the Living Dead (1968) 13,600,000
American Werewolf in London, An (1981) 20,445,527
Snow White and the Seven Dwarfs (1937) 103,921,550
Terminator 2: Judgment Day (1991) 207,064,802
Amadeus (1984) 23,401,401
Lion King, The (1994) 188,740,944
Crimson Tide (1995) 135,266,000
Brazil (1985) 6,500,000
Hunt for Red October, The (1990) 179,209,868
Sunset Blvd. (1950) 7,500,000
Patton (1970) 89,800,000
Apocalypse Now (1979) 42,606,290
Breakfast at Tiffany's (1961) 15,500,000
Back to the Future (1985) 303,398,294
Mr. Smith Goes to Washington (1939) 1,500,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Spellbound (1945) 11,970,500
Some Like It Hot (1959) 33,300,000
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Schindler's List (1993) 140,409,248
Godfather: Part II, The (1974) 87,973,000
2001: A Space Odyssey (1968) 25,761,621
GoodFellas (1990) 67,336,394
Maverick (1994) 151,131,272
Fargo (1996) 24,611,975
Manchurian Candidate, The (1962) 4,180,630
Dances with Wolves (1990) 265,746,848
Unforgiven (1992) 119,081,912
Boot, Das (1981) 11,433,134
Gandhi (1982) 77,737,889
E.T. the Extra-Terrestrial (1982) 259,597,332
Bridge on the River Kwai, The (1957) 50,495,000
Shawshank Redemption, The (1994) 28,341,469
Forrest Gump (1994) 485,691,196
Alien 3 (1992) 87,235,600
Citizen Kane (1941) 1,640,769
Sleepers (1996) 76,705,552
Silence of the Lambs, The (1991) 137,332,208
Jaws (1975) 199,275,376
Virtuosity (1995) 24,048,000
Top Gun (1986) 256,050,237
African Queen, The (1951) 4,300,000
It Happened One Night (1934) 2,000,000
Courage Under Fire (1996) 87,335,823
Ben-Hur (1959) 106,992,000
Die Hard: With a Vengeance (1995) 147,009,359
Local Hero (1983) 5,767,363
Die Hard 2 (1990) 120,083,665
Taxi Driver (1976) 33,669,000
In the Line of Fire (1993) 151,314,283
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Psycho (1960) 43,200,000
Conspiracy Theory (1997) 111,189,998
North by Northwest (1959) 19,977,527
It's a Wonderful Life (1946) 3,548,018
Devil in a Blue Dress (1995) 16,030,096
Twister (1996) 375,152,715
Being There (1979) 30,177,511
Pinocchio (1940) 59,305,559
Casablanca (1942) 5,806,467
Stand by Me (1986) 69,411,304
Die Hard (1988) 116,707,729
Vertigo (1958) 7,024,928
Star Wars (1977) 731,853,665
Mrs. Doubtfire (1993) 330,200,000
Toy Story (1995) 133,344,903
Birds, The (1963) 16,493,900
Sophie's Choice (1982) 19,962,353
Cool Hand Luke (1967) 7,300,000
Alien (1979) 42,285,739
Gone with the Wind (1939) 200,155,278
Flubber (1997) 135,747,068
Independence Day (ID4) (1996) 483,359,255
Good, The Bad and The Ugly, The (1966) 19,000,000
Field of Dreams (1989) 94,962,625
Candidate, The (1972) 82,274
Fantasia (1940) 49,310,882
Dial M for Murder (1954) 3,012,562
M*A*S*H (1970) 109,920,000
Air Force One (1997) 250,384,803
High Noon (1952) 7,150,000
Groundhog Day (1993) 103,406,973
Santa Clause, The (1994) 139,225,854
Escape from New York (1981) 25,244,700
Speed (1994) 121,248,145
True Lies (1994) 226,261,000
Beauty and the Beast (1991) 94,902,028
Broken Arrow (1996) 105,069,070
Long Kiss Goodnight, The (1996) 33,328,051
Bonnie and Clyde (1967) 72,800,000
Notorious (1946) 12,800,000
Deceiver (1997) 572,433
Raising Arizona (1987) 22,847,564
Annie Hall (1977) 57,253,791
Empire Strikes Back, The (1980) 225,554,189
Chinatown (1974) 42,400,000
20,000 Leagues Under the Sea (1954) 11,000,000
Lawrence of Arabia (1962) 20,652,481
To Kill a Mockingbird (1962) 20,629,846
Blade Runner (1982) 1,445,283
Godfather, The (1972) 291,702,411
Indiana Jones and the Last Crusade (1989) 312,671,806
G.I. Jane (1997) 70,277,032
Return of the Jedi (1983) 500,773,409
When Harry Met Sally... (1989) 134,613,546
Aliens (1986) 121,385,096
101 Dalmatians (1996) 197,767,821
Bringing Up Baby (1938) 10,863
One Flew Over the Cuckoo's Nest (1975) 171,940,000
To Catch a Thief (1955) 13,250,000
Rear Window (1954) 6,759,601
Average 103,582,731
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