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 Amadeus (1984) 23,401,401
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Psycho (1960) 43,200,000
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Schindler's List (1993) 140,409,248 Secrets & Lies (1996) 13,417,292
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Cool Hand Luke (1967) 7,300,000
Psycho (1960) 43,200,000 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Blade Runner (1982) 1,445,283 Boot, Das (1981) 11,433,134 Blade Runner (1982) 1,445,283
Usual Suspects, The (1995) 1,120,000 L.A. Confidential (1997) 64,604,977 Manchurian Candidate, The (1962) 4,180,630
Average 162,642,641 Average 228,395,879 Average 35,715,065

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
M*A*S*H (1970) 109,920,000
It Happened One Night (1934) 2,000,000
Lawrence of Arabia (1962) 20,652,481
Charade (1963) 6,209,420
Being There (1979) 30,177,511
Gone with the Wind (1939) 200,155,278
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Citizen Kane (1941) 1,640,769
Casablanca (1942) 5,806,467
Bullets Over Broadway (1994) 13,383,737
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Piano, The (1993) 40,158,000
Fargo (1996) 24,611,975
Rear Window (1954) 6,759,601
Local Hero (1983) 5,767,363
Unbearable Lightness of Being, The (1988) 10,006,806
Cinema Paradiso (1988) 392,045
Butch Cassidy and the Sundance Kid (1969) 145,314,187
North by Northwest (1959) 19,977,527
Chinatown (1974) 42,400,000
In & Out (1997) 63,826,569
Rebecca (1940) 1,526,957
Birds, The (1963) 16,493,900
Sex, Lies, and Videotape (1989) 24,741,700
Brazil (1985) 6,500,000
When Harry Met Sally... (1989) 134,613,546
Annie Hall (1977) 57,253,791
To Catch a Thief (1955) 13,250,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
2001: A Space Odyssey (1968) 25,761,621
To Kill a Mockingbird (1962) 20,629,846
Madness of King George, The (1994) 15,238,994
Farewell to Arms, A (1932) 16,000,000
Sunset Blvd. (1950) 7,500,000
English Patient, The (1996) 111,415,132
Full Monty, The (1997) 45,857,453
African Queen, The (1951) 4,300,000
Apocalypse Now (1979) 42,606,290
Manhattan (1979) 39,900,000
Sense and Sensibility (1995) 62,493,774
Remains of the Day, The (1993) 22,954,968
Vertigo (1958) 7,024,928
Anna Karenina (1997) 791,830
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Average 33,478,004
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