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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 It's a Wonderful Life (1946) 3,548,018
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Back to the Future (1985) 303,398,294
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 E.T. the Extra-Terrestrial (1982) 259,597,332
Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208 Big Night (1996) 11,881,039
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Monty Python and the Holy Grail (1974) 1,821,082 Pulp Fiction (1994) 84,022,201 Usual Suspects, The (1995) 1,120,000
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Lone Star (1996) 13,269,963
It's a Wonderful Life (1946) 3,548,018 Casablanca (1942) 5,806,467 Alien (1979) 42,285,739
Average 92,778,607 Average 178,337,947 Average 86,533,830

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
Wings of Desire (1987) 3,806,540
Much Ado About Nothing (1993) 22,551,000
Star Wars (1977) 731,853,665
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Philadelphia Story, The (1940) 3,000,000
Indiana Jones and the Last Crusade (1989) 312,671,806
My Fair Lady (1964) 42,805,000
Rear Window (1954) 6,759,601
Devil's Advocate, The (1997) 86,587,776
Sense and Sensibility (1995) 62,493,774
Singin' in the Rain (1952) 7,665,000
Henry V (1989) 10,161,099
Star Trek: First Contact (1996) 207,001,027
Forbidden Planet (1956) 3,000,000
Patton (1970) 89,800,000
Streetcar Named Desire, A (1951) 4,414,474
Heathers (1989) 1,108,462
Liar Liar (1997) 277,327,280
Beauty and the Beast (1991) 94,902,028
Quiet Man, The (1952) 3,800,000
Empire Strikes Back, The (1980) 225,554,189
Aliens (1986) 121,385,096
Sabrina (1954) 14,000,000
Terminator 2: Judgment Day (1991) 207,064,802
Princess Bride, The (1987) 21,277,649
Breakfast at Tiffany's (1961) 15,500,000
Toy Story (1995) 133,344,903
Strictly Ballroom (1992) 11,738,022
Air Force One (1997) 250,384,803
Blade Runner (1982) 1,445,283
Richard III (1995) 2,600,000
Godfather, The (1972) 291,702,411
One Flew Over the Cuckoo's Nest (1975) 171,940,000
True Lies (1994) 226,261,000
African Queen, The (1951) 4,300,000
Boot, Das (1981) 11,433,134
Average 102,499,585
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