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 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Empire Strikes Back, The (1980) 225,554,189 Sense and Sensibility (1995) 62,493,774 It's a Wonderful Life (1946) 3,548,018
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Contact (1997) 149,887,543 Monty Python and the Holy Grail (1974) 1,821,082
Shawshank Redemption, The (1994) 28,341,469 Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411
Rear Window (1954) 6,759,601 English Patient, The (1996) 111,415,132 North by Northwest (1959) 19,977,527
Pulp Fiction (1994) 84,022,201 Empire Strikes Back, The (1980) 225,554,189 Jurassic Park (1993) 563,476,625
Monty Python and the Holy Grail (1974) 1,821,082 Pulp Fiction (1994) 84,022,201 North by Northwest (1959) 19,977,527
It's a Wonderful Life (1946) 3,548,018 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Psycho (1960) 43,200,000
Average 95,990,468 Average 137,657,586 Average 119,647,610

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
Indiana Jones and the Last Crusade (1989) 312,671,806
Titanic (1997) 600,779,824
Great Dictator, The (1940) 395,872
Streetcar Named Desire, A (1951) 4,414,474
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Annie Hall (1977) 57,253,791
When Harry Met Sally... (1989) 134,613,546
Raising Arizona (1987) 22,847,564
Quiet Man, The (1952) 3,800,000
Dial M for Murder (1954) 3,012,562
American President, The (1995) 95,000,000
Silence of the Lambs, The (1991) 137,332,208
Hamlet (1996) 4,414,535
To Kill a Mockingbird (1962) 20,629,846
Fish Called Wanda, A (1988) 93,259,712
Henry V (1989) 10,161,099
Star Wars (1977) 731,853,665
Emma (1996) 22,201,883
Fargo (1996) 24,611,975
Return of the Pink Panther, The (1974) 37,170,000
Remains of the Day, The (1993) 22,954,968
Princess Bride, The (1987) 21,277,649
Vertigo (1958) 7,024,928
Back to the Future (1985) 303,398,294
Four Weddings and a Funeral (1994) 75,888,832
Murder at 1600 (1997) 25,826,788
Lost World: Jurassic Park, The (1997) 359,161,284
African Queen, The (1951) 4,300,000
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
Being There (1979) 30,177,511
Sleepless in Seattle (1993) 191,463,006
Return of the Jedi (1983) 500,773,409
Bridge on the River Kwai, The (1957) 50,495,000
Groundhog Day (1993) 103,406,973
Amadeus (1984) 23,401,401
Die Hard (1988) 116,707,729
Fly Away Home (1996) 24,506,082
M*A*S*H (1970) 109,920,000
Average 116,929,666
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