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 Star Wars (1977) 731,853,665 Usual Suspects, The (1995) 1,120,000
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Godfather: Part II, The (1974) 87,973,000
Secrets & Lies (1996) 13,417,292 Contact (1997) 149,887,543 Psycho (1960) 43,200,000
Usual Suspects, The (1995) 1,120,000 Trainspotting (1996) 16,501,785 Postino, Il (1994) 20,681,301
Schindler's List (1993) 140,409,248 Secrets & Lies (1996) 13,417,292 It's a Wonderful Life (1946) 3,548,018
Citizen Kane (1941) 1,640,769 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
Trainspotting (1996) 16,501,785 Dead Man Walking (1995) 39,025,000 Secrets & Lies (1996) 13,417,292
One Flew Over the Cuckoo's Nest (1975) 171,940,000 L.A. Confidential (1997) 64,604,977 Godfather, The (1972) 291,702,411
Godfather: Part II, The (1974) 87,973,000 Usual Suspects, The (1995) 1,120,000 Glory (1989) 100,326
Average 146,236,463 Average 194,929,533 Average 60,397,267

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
Three Colors: White (1994) 1,464,625
Brazil (1985) 6,500,000
True Romance (1993) 12,281,500
2001: A Space Odyssey (1968) 25,761,621
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Leaving Las Vegas (1995) 31,968,347
Chungking Express (1994) 600,200
Shine (1996) 53,830,909
Fargo (1996) 24,611,975
Three Colors: Red (1994) 4,043,686
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Swingers (1996) 4,505,922
Shawshank Redemption, The (1994) 28,341,469
Fille seule, La (A Single Girl) (1995) 136,153
Waiting for Guffman (1996) 2,892,582
Taxi Driver (1976) 33,669,000
English Patient, The (1996) 111,415,132
Silence of the Lambs, The (1991) 137,332,208
Blade Runner (1982) 1,445,283
When Harry Met Sally... (1989) 134,613,546
Lost Highway (1997) 3,796,699
Twelve Monkeys (1995) 82,512,000
Big Night (1996) 11,881,039
Three Colors: Blue (1993) 1,324,974
Pulp Fiction (1994) 84,022,201
Annie Hall (1977) 57,253,791
Empire Strikes Back, The (1980) 225,554,189
Welcome to the Dollhouse (1995) 4,429,002
Raging Bull (1980) 49,034
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Four Weddings and a Funeral (1994) 75,888,832
Manhattan (1979) 39,900,000
Before Sunrise (1995) 1,423,537
GoodFellas (1990) 67,336,394
Unforgiven (1992) 119,081,912
Menace II Society (1993) 27,900,000
Donnie Brasco (1997) 60,851,988
Two or Three Things I Know About Her (1966) 101,944
Terminator 2: Judgment Day (1991) 207,064,802
Average 43,454,581
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