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
Rear Window (1954) 6,759,601 Pulp Fiction (1994) 84,022,201 Rear Window (1954) 6,759,601
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
Blade Runner (1982) 1,445,283 Rear Window (1954) 6,759,601 To Kill a Mockingbird (1962) 20,629,846
Schindler's List (1993) 140,409,248 Boot, Das (1981) 11,433,134 Alien (1979) 42,285,739
Monty Python and the Holy Grail (1974) 1,821,082 Blade Runner (1982) 1,445,283 It's a Wonderful Life (1946) 3,548,018
Vertigo (1958) 7,024,928 Toy Story (1995) 133,344,903 Boot, Das (1981) 11,433,134
To Kill a Mockingbird (1962) 20,629,846 Monty Python and the Holy Grail (1974) 1,821,082 E.T. the Extra-Terrestrial (1982) 259,597,332
Godfather: Part II, The (1974) 87,973,000 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Amadeus (1984) 23,401,401 Shawshank Redemption, The (1994) 28,341,469 Dead Man Walking (1995) 39,025,000
Alien (1979) 42,285,739 Usual Suspects, The (1995) 1,120,000 Blade Runner (1982) 1,445,283
Average 41,577,232 Average 55,858,446 Average 47,056,723

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
Clockwork Orange, A (1971) 38,589,355
Dial M for Murder (1954) 3,012,562
Annie Hall (1977) 57,253,791
Rebel Without a Cause (1955) 4,600,000
Silence of the Lambs, The (1991) 137,332,208
Good, The Bad and The Ugly, The (1966) 19,000,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Return of the Jedi (1983) 500,773,409
2001: A Space Odyssey (1968) 25,761,621
Barbarella (1968) 6,113,285
Psycho (1960) 43,200,000
Giant (1956) 14,169,928
East of Eden (1955) 5,000,000
Sleeper (1973) 18,344,729
Fantasia (1940) 49,310,882
Trainspotting (1996) 16,501,785
Brazil (1985) 6,500,000
Gay Divorcee, The (1934) 1,800,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Thin Man, The (1934) 1,423,000
Manhattan (1979) 39,900,000
Godfather, The (1972) 291,702,411
Apocalypse Now (1979) 42,606,290
English Patient, The (1996) 111,415,132
Fargo (1996) 24,611,975
Snow White and the Seven Dwarfs (1937) 103,921,550
Casablanca (1942) 5,806,467
Big Night (1996) 11,881,039
It Happened One Night (1934) 2,000,000
Forbidden Planet (1956) 3,000,000
Star Wars (1977) 731,853,665
Stand by Me (1986) 69,411,304
Orlando (1993) 5,289,772
Taxi Driver (1976) 33,669,000
Chinatown (1974) 42,400,000
African Queen, The (1951) 4,300,000
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Full Monty, The (1997) 45,857,453
Henry V (1989) 10,161,099
Birds, The (1963) 16,493,900
Ran (1985) 113,948
Good Man in Africa, A (1994) 2,308,390
Patton (1970) 89,800,000
Top Hat (1935) 1,782,000
North by Northwest (1959) 19,977,527
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Some Like It Hot (1959) 33,300,000
Bridge on the River Kwai, The (1957) 50,495,000
Citizen Kane (1941) 1,640,769
Sirens (1994) 7,770,731
Short Cuts (1993) 6,110,979
Night of the Living Dead (1968) 13,600,000
Lawrence of Arabia (1962) 20,652,481
Welcome to the Dollhouse (1995) 4,429,002
Empire Strikes Back, The (1980) 225,554,189
Addams Family Values (1993) 72,214,043
Gandhi (1982) 77,737,889
Average 58,924,831
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