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 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Boot, Das (1981) 11,433,134
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 It's a Wonderful Life (1946) 3,548,018
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Clockwork Orange, A (1971) 38,589,355
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Clerks (1994) 3,151,130
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Red Firecracker, Green Firecracker (1994) 272,232
Average 194,597,305 Average 222,227,903 Average 60,419,862

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
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Beauty and the Beast (1991) 94,902,028
Monty Python and the Holy Grail (1974) 1,821,082
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Psycho (1960) 43,200,000
Muriel's Wedding (1994) 15,185,594
E.T. the Extra-Terrestrial (1982) 259,597,332
Top Hat (1935) 1,782,000
Twelve Monkeys (1995) 82,512,000
Blade Runner (1982) 1,445,283
Back to the Future (1985) 303,398,294
Unforgiven (1992) 119,081,912
Henry V (1989) 10,161,099
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Good Will Hunting (1997) 192,328,280
Muppet Treasure Island (1996) 33,609,000
Alien (1979) 42,285,739
Raise the Red Lantern (1991) 2,603,061
Welcome to the Dollhouse (1995) 4,429,002
Streetcar Named Desire, A (1951) 4,414,474
Some Like It Hot (1959) 33,300,000
Citizen Kane (1941) 1,640,769
Ran (1985) 113,948
Aliens (1986) 121,385,096
Much Ado About Nothing (1993) 22,551,000
Diva (1981) 108,372
Vertigo (1958) 7,024,928
Hamlet (1996) 4,414,535
Strictly Ballroom (1992) 11,738,022
This Is Spinal Tap (1984) 188,751
Monty Python's Life of Brian (1979) 646,124
Empire Strikes Back, The (1980) 225,554,189
Bedknobs and Broomsticks (1971) 838,193
When Harry Met Sally... (1989) 134,613,546
Adventures of Pinocchio, The (1996) 15,091,542
Birds, The (1963) 16,493,900
Fish Called Wanda, A (1988) 93,259,712
Princess Bride, The (1987) 21,277,649
Star Trek: The Wrath of Khan (1982) 118,633,541
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Stand by Me (1986) 69,411,304
Rear Window (1954) 6,759,601
Return of the Pink Panther, The (1974) 37,170,000
Amadeus (1984) 23,401,401
North by Northwest (1959) 19,977,527
Philadelphia Story, The (1940) 3,000,000
Highlander (1986) 5,735,847
Brothers McMullen, The (1995) 10,246,600
Searching for Bobby Fischer (1993) 7,266,383
Mary Poppins (1964) 133,300,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Young Frankenstein (1974) 125,123,000
Average 54,071,787
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