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
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469
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 Shawshank Redemption, The (1994) 28,341,469 Terminator 2: Judgment Day (1991) 207,064,802
Citizen Kane (1941) 1,640,769 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 Taxi Driver (1976) 33,669,000
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Monty Python and the Holy Grail (1974) 1,821,082
Terminator 2: Judgment Day (1991) 207,064,802 Boot, Das (1981) 11,433,134 Young Frankenstein (1974) 125,123,000
Toy Story (1995) 133,344,903 Monty Python and the Holy Grail (1974) 1,821,082 Boot, Das (1981) 11,433,134
Vertigo (1958) 7,024,928 Usual Suspects, The (1995) 1,120,000 Aladdin (1992) 328,782,825
Babe (1995) 66,600,000 Titanic (1997) 600,779,824 Vertigo (1958) 7,024,928
Average 55,225,780 Average 114,344,293 Average 96,062,734

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
Fantasia (1940) 49,310,882
Amadeus (1984) 23,401,401
Dead Poets Society (1989) 144,288,116
Star Trek III: The Search for Spock (1984) 106,458,579
Mary Poppins (1964) 133,300,000
Air Force One (1997) 250,384,803
In the Line of Fire (1993) 151,314,283
Dead Man Walking (1995) 39,025,000
Gigi (1958) 13,208,725
Bridge on the River Kwai, The (1957) 50,495,000
Star Wars (1977) 731,853,665
Independence Day (ID4) (1996) 483,359,255
Sense and Sensibility (1995) 62,493,774
Hoop Dreams (1994) 7,830,611
Little Women (1994) 75,083,616
Braveheart (1995) 110,286,945
When Harry Met Sally... (1989) 134,613,546
Chinatown (1974) 42,400,000
Silence of the Lambs, The (1991) 137,332,208
Manhattan (1979) 39,900,000
Paths of Glory (1957) 899,327
Jurassic Park (1993) 563,476,625
Top Hat (1935) 1,782,000
Breakfast at Tiffany's (1961) 15,500,000
Return of the Jedi (1983) 500,773,409
E.T. the Extra-Terrestrial (1982) 259,597,332
Unforgiven (1992) 119,081,912
Dances with Wolves (1990) 265,746,848
American President, The (1995) 95,000,000
Crimson Tide (1995) 135,266,000
Platoon (1986) 207,900,328
Paris Is Burning (1990) 3,779,620
Indiana Jones and the Last Crusade (1989) 312,671,806
Sophie's Choice (1982) 19,962,353
Fish Called Wanda, A (1988) 93,259,712
Rudy (1993) 22,750,363
North by Northwest (1959) 19,977,527
Giant (1956) 14,169,928
It Happened One Night (1934) 2,000,000
Cool Runnings (1993) 98,839,263
Aliens (1986) 121,385,096
Sneakers (1992) 75,733,000
Jerry Maguire (1996) 228,557,864
Secret Garden, The (1993) 30,000,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Notorious (1946) 12,800,000
Star Trek IV: The Voyage Home (1986) 124,751,249
It's a Wonderful Life (1946) 3,548,018
Star Trek: The Motion Picture (1979) 95,658,976
Day the Earth Stood Still, The (1951) 79,366,978
Godfather, The (1972) 291,702,411
Good, The Bad and The Ugly, The (1966) 19,000,000
Cool Hand Luke (1967) 7,300,000
East of Eden (1955) 5,000,000
Lawrence of Arabia (1962) 20,652,481
Sleepless in Seattle (1993) 191,463,006
Top Gun (1986) 256,050,237
Godfather: Part II, The (1974) 87,973,000
Quiet Man, The (1952) 3,800,000
African Queen, The (1951) 4,300,000
Being There (1979) 30,177,511
Love in the Afternoon (1957) 6,800,000
Ben-Hur (1959) 106,992,000
Piano, The (1993) 40,158,000
Madness of King George, The (1994) 15,238,994
All About Eve (1950) 4,210,177
Blade Runner (1982) 1,445,283
Forrest Gump (1994) 485,691,196
My Fair Lady (1964) 42,805,000
Tombstone (1993) 82,627,065
Twister (1996) 375,152,715
Grease (1978) 96,605,260
Manchurian Candidate, The (1962) 4,180,630
Ninotchka (1939) 1,187,000
2001: A Space Odyssey (1968) 25,761,621
Rear Window (1954) 6,759,601
Casablanca (1942) 5,806,467
Return of the Pink Panther, The (1974) 37,170,000
Schindler's List (1993) 140,409,248
Gandhi (1982) 77,737,889
Die Hard (1988) 116,707,729
Alien 3 (1992) 87,235,600
Clockwork Orange, A (1971) 38,589,355
20,000 Leagues Under the Sea (1954) 11,000,000
To Catch a Thief (1955) 13,250,000
Lion King, The (1994) 188,740,944
Cat on a Hot Tin Roof (1958) 26,355,486
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Butch Cassidy and the Sundance Kid (1969) 145,314,187
To Kill a Mockingbird (1962) 20,629,846
Some Like It Hot (1959) 33,300,000
Patton (1970) 89,800,000
Around the World in 80 Days (1956) 23,120,000
Fargo (1996) 24,611,975
Meet Me in St. Louis (1944) 12,698,200
Groundhog Day (1993) 103,406,973
High Noon (1952) 7,150,000
Gone with the Wind (1939) 200,155,278
Back to the Future (1985) 303,398,294
Apocalypse Now (1979) 42,606,290
Empire Strikes Back, The (1980) 225,554,189
True Lies (1994) 226,261,000
Rebel Without a Cause (1955) 4,600,000
Apollo 13 (1995) 94,378,651
Forbidden Planet (1956) 3,000,000
Psycho (1960) 43,200,000
Mr. Holland's Opus (1995) 119,078,097
M*A*S*H (1970) 109,920,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Alien (1979) 42,285,739
Full Metal Jacket (1987) 69,057,676
Singin' in the Rain (1952) 7,665,000
Average 102,798,673
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