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 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Braveheart (1995) 110,286,945
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Rear Window (1954) 6,759,601
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Singin' in the Rain (1952) 7,665,000
Braveheart (1995) 110,286,945 Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409
Blade Runner (1982) 1,445,283 Princess Bride, The (1987) 21,277,649 Terminator 2: Judgment Day (1991) 207,064,802
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Blade Runner (1982) 1,445,283
Average 120,091,355 Average 195,014,382 Average 137,166,383

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
Schindler's List (1993) 140,409,248
Star Wars (1977) 731,853,665
Fifth Element, The (1997) 92,897,302
Boot, Das (1981) 11,433,134
Aliens (1986) 121,385,096
North by Northwest (1959) 19,977,527
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Air Force One (1997) 250,384,803
Casablanca (1942) 5,806,467
Bringing Up Baby (1938) 10,863
Empire Strikes Back, The (1980) 225,554,189
E.T. the Extra-Terrestrial (1982) 259,597,332
Searching for Bobby Fischer (1993) 7,266,383
Vertigo (1958) 7,024,928
Sense and Sensibility (1995) 62,493,774
Die Hard (1988) 116,707,729
Amadeus (1984) 23,401,401
Aladdin (1992) 328,782,825
Babe (1995) 66,600,000
Toy Story (1995) 133,344,903
Average 130,707,474
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