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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Sunset Blvd. (1950) 7,500,000
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Patton (1970) 89,800,000
2001: A Space Odyssey (1968) 25,761,621 Schindler's List (1993) 140,409,248 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Three Colors: White (1994) 1,464,625
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Apocalypse Now (1979) 42,606,290
Empire Strikes Back, The (1980) 225,554,189 Boot, Das (1981) 11,433,134 Dial M for Murder (1954) 3,012,562
Apocalypse Now (1979) 42,606,290 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134
To Kill a Mockingbird (1962) 20,629,846 Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208
Lawrence of Arabia (1962) 20,652,481 Contact (1997) 149,887,543 Freeway (1996) 295,493
Average 154,135,152 Average 220,521,050 Average 32,205,628

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
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Escape from New York (1981) 25,244,700
Some Like It Hot (1959) 33,300,000
L.A. Confidential (1997) 64,604,977
Twelve Monkeys (1995) 82,512,000
Safe (1995) 512,245
To Be or Not to Be (1942) 2,100,000
Breaking the Waves (1996) 4,040,691
North by Northwest (1959) 19,977,527
Casablanca (1942) 5,806,467
All About Eve (1950) 4,210,177
Manhattan (1979) 39,900,000
City of Lost Children, The (1995) 1,513,028
Face/Off (1997) 163,746,077
Heat (1995) 97,783,000
It's a Wonderful Life (1946) 3,548,018
Philadelphia Story, The (1940) 3,000,000
Aliens (1986) 121,385,096
Bonnie and Clyde (1967) 72,800,000
Rebel Without a Cause (1955) 4,600,000
Bringing Up Baby (1938) 10,863
Once Upon a Time in the West (1969) 5,321,508
Paths of Glory (1957) 899,327
Reservoir Dogs (1992) 2,687,008
Gone with the Wind (1939) 200,155,278
Quiet Man, The (1952) 3,800,000
Three Colors: Blue (1993) 1,324,974
Chasing Amy (1997) 12,006,514
It Happened One Night (1934) 2,000,000
Monty Python and the Holy Grail (1974) 1,821,082
Hoodlum (1997) 23,461,013
This Is Spinal Tap (1984) 188,751
Donnie Brasco (1997) 60,851,988
Rear Window (1954) 6,759,601
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Thin Man, The (1934) 1,423,000
Trainspotting (1996) 16,501,785
Raging Bull (1980) 49,034
Short Cuts (1993) 6,110,979
Lone Star (1996) 13,269,963
Dead Man Walking (1995) 39,025,000
Touch of Evil (1958) 2,237,659
Rebecca (1940) 1,526,957
Brazil (1985) 6,500,000
Full Metal Jacket (1987) 69,057,676
Vertigo (1958) 7,024,928
Ed Wood (1994) 5,887,457
Alien (1979) 42,285,739
Psycho (1960) 43,200,000
Unforgiven (1992) 119,081,912
Looking for Richard (1996) 1,361,420
Roman Holiday (1953) 8,000,000
Good, The Bad and The Ugly, The (1966) 19,000,000
Princess Bride, The (1987) 21,277,649
Fast, Cheap & Out of Control (1997) 832,785
Citizen Kane (1941) 1,640,769
Usual Suspects, The (1995) 1,120,000
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Crumb (1994) 3,174,695
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Taxi Driver (1976) 33,669,000
8 1/2 (1963) 50,690
Ran (1985) 113,948
Clockwork Orange, A (1971) 38,589,355
Mr. Smith Goes to Washington (1939) 1,500,000
Chasing Amy (1997) 12,006,514
Conan the Barbarian (1981) 60,241,612
Starship Troopers (1997) 79,093,786
Blade Runner (1982) 1,445,283
African Queen, The (1951) 4,300,000
Godfather: Part II, The (1974) 87,973,000
Sling Blade (1996) 24,475,416
Annie Hall (1977) 57,253,791
East of Eden (1955) 5,000,000
Manchurian Candidate, The (1962) 4,180,630
Godfather, The (1972) 291,702,411
Spellbound (1945) 11,970,500
Grosse Pointe Blank (1997) 28,014,536
To Catch a Thief (1955) 13,250,000
Terminator 2: Judgment Day (1991) 207,064,802
Heathers (1989) 1,108,462
Forbidden Planet (1956) 3,000,000
Bridge on the River Kwai, The (1957) 50,495,000
Chinatown (1974) 42,400,000
Henry V (1989) 10,161,099
Streetcar Named Desire, A (1951) 4,414,474
GoodFellas (1990) 67,336,394
Sleeper (1973) 18,344,729
Band Wagon, The (1953) 5,655,505
Three Colors: Red (1994) 4,043,686
Much Ado About Nothing (1993) 22,551,000
Notorious (1946) 12,800,000
Pulp Fiction (1994) 84,022,201
Wild Bunch, The (1969) 5,330,535
Day the Earth Stood Still, The (1951) 79,366,978
Richard III (1995) 2,600,000
Singin' in the Rain (1952) 7,665,000
Average 30,074,985
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