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 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Aliens (1986) 121,385,096
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
Monty Python and the Holy Grail (1974) 1,821,082 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Clockwork Orange, A (1971) 38,589,355
Citizen Kane (1941) 1,640,769 Monty Python and the Holy Grail (1974) 1,821,082 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Amadeus (1984) 23,401,401 Contact (1997) 149,887,543 Singin' in the Rain (1952) 7,665,000
Terminator 2: Judgment Day (1991) 207,064,802 Usual Suspects, The (1995) 1,120,000 Forrest Gump (1994) 485,691,196
Usual Suspects, The (1995) 1,120,000 Amadeus (1984) 23,401,401 Godfather: Part II, The (1974) 87,973,000
2001: A Space Odyssey (1968) 25,761,621 Terminator 2: Judgment Day (1991) 207,064,802 Citizen Kane (1941) 1,640,769
Average 83,308,626 Average 108,891,631 Average 102,751,859

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
Braveheart (1995) 110,286,945
North by Northwest (1959) 19,977,527
Fish Called Wanda, A (1988) 93,259,712
Star Wars (1977) 731,853,665
It's a Wonderful Life (1946) 3,548,018
Schindler's List (1993) 140,409,248
Dave (1993) 93,370,710
Ben-Hur (1959) 106,992,000
Psycho (1960) 43,200,000
Die Hard (1988) 116,707,729
Clear and Present Danger (1994) 176,112,710
Under Siege (1992) 120,463,139
Birds, The (1963) 16,493,900
Patton (1970) 89,800,000
Stand by Me (1986) 69,411,304
Hunt for Red October, The (1990) 179,209,868
Empire Strikes Back, The (1980) 225,554,189
Vertigo (1958) 7,024,928
Addams Family Values (1993) 72,214,043
Silence of the Lambs, The (1991) 137,332,208
Gandhi (1982) 77,737,889
Rear Window (1954) 6,759,601
Blade Runner (1982) 1,445,283
Mr. Smith Goes to Washington (1939) 1,500,000
Alien (1979) 42,285,739
Spellbound (1945) 11,970,500
My Fair Lady (1964) 42,805,000
Babe (1995) 66,600,000
Manchurian Candidate, The (1962) 4,180,630
Shawshank Redemption, The (1994) 28,341,469
Lawrence of Arabia (1962) 20,652,481
Glory (1989) 100,326
Casablanca (1942) 5,806,467
Forbidden Planet (1956) 3,000,000
Return of the Jedi (1983) 500,773,409
Star Trek: The Wrath of Khan (1982) 118,633,541
Mrs. Doubtfire (1993) 330,200,000
Night of the Living Dead (1968) 13,600,000
Princess Bride, The (1987) 21,277,649
Boot, Das (1981) 11,433,134
Die Hard 2 (1990) 120,083,665
African Queen, The (1951) 4,300,000
Last Action Hero (1993) 76,746,994
Miracle on 34th Street (1994) 17,193,886
Die Hard: With a Vengeance (1995) 147,009,359
Speed (1994) 121,248,145
To Kill a Mockingbird (1962) 20,629,846
Carrie (1976) 49,007,514
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Bridge on the River Kwai, The (1957) 50,495,000
Groundhog Day (1993) 103,406,973
Home Alone (1990) 425,860,243
Quiet Man, The (1952) 3,800,000
Thin Man, The (1934) 1,423,000
Dead Poets Society (1989) 144,288,116
Day the Earth Stood Still, The (1951) 79,366,978
Cool Hand Luke (1967) 7,300,000
Wonderful, Horrible Life of Leni Riefenstahl, The (1993) 449,707
M*A*S*H (1970) 109,920,000
Dances with Wolves (1990) 265,746,848
Average 93,594,597
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