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
Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467 One Flew Over the Cuckoo's Nest (1975) 171,940,000
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 Pulp Fiction (1994) 84,022,201
To Kill a Mockingbird (1962) 20,629,846 Contact (1997) 149,887,543 Some Like It Hot (1959) 33,300,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Titanic (1997) 600,779,824 Usual Suspects, The (1995) 1,120,000
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Pulp Fiction (1994) 84,022,201 Empire Strikes Back, The (1980) 225,554,189 To Kill a Mockingbird (1962) 20,629,846
Shawshank Redemption, The (1994) 28,341,469 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Godfather, The (1972) 291,702,411
Lawrence of Arabia (1962) 20,652,481 Shawshank Redemption, The (1994) 28,341,469 Casablanca (1942) 5,806,467
Vertigo (1958) 7,024,928 To Kill a Mockingbird (1962) 20,629,846 GoodFellas (1990) 67,336,394
Average 86,074,861 Average 207,943,735 Average 68,275,302

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
Patton (1970) 89,800,000
Wedding Singer, The (1998) 114,729,850
As Good As It Gets (1997) 215,563,842
It Happened One Night (1934) 2,000,000
M*A*S*H (1970) 109,920,000
Apocalypse Now (1979) 42,606,290
Day the Earth Stood Still, The (1951) 79,366,978
Star Wars (1977) 731,853,665
Sabrina (1954) 14,000,000
Indian Summer (1996) 202,167
Annie Hall (1977) 57,253,791
It's a Wonderful Life (1946) 3,548,018
Breakfast at Tiffany's (1961) 15,500,000
Chinatown (1974) 42,400,000
L.A. Confidential (1997) 64,604,977
Philadelphia (1993) 114,946,440
Mr. Smith Goes to Washington (1939) 1,500,000
North by Northwest (1959) 19,977,527
Rebecca (1940) 1,526,957
Manchurian Candidate, The (1962) 4,180,630
Wag the Dog (1997) 43,022,524
Rear Window (1954) 6,759,601
High Noon (1952) 7,150,000
Schindler's List (1993) 140,409,248
Quiet Man, The (1952) 3,800,000
Good Will Hunting (1997) 192,328,280
Thin Man, The (1934) 1,423,000
Princess Bride, The (1987) 21,277,649
Full Monty, The (1997) 45,857,453
2001: A Space Odyssey (1968) 25,761,621
Godfather: Part II, The (1974) 87,973,000
Psycho (1960) 43,200,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
East of Eden (1955) 5,000,000
Sunset Blvd. (1950) 7,500,000
Silence of the Lambs, The (1991) 137,332,208
Fantasia (1940) 49,310,882
English Patient, The (1996) 111,415,132
Rebel Without a Cause (1955) 4,600,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Fargo (1996) 24,611,975
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Blade Runner (1982) 1,445,283
Cool Hand Luke (1967) 7,300,000
Citizen Kane (1941) 1,640,769
Average 70,303,232
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