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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409 Dead Poets Society (1989) 144,288,116
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Jerry Maguire (1996) 228,557,864 Empire Strikes Back, The (1980) 225,554,189
Amadeus (1984) 23,401,401 Contact (1997) 149,887,543 Boot, Das (1981) 11,433,134
Dead Poets Society (1989) 144,288,116 English Patient, The (1996) 111,415,132 Alien (1979) 42,285,739
Braveheart (1995) 110,286,945 Mr. Holland's Opus (1995) 119,078,097 Toy Story (1995) 133,344,903
Dances with Wolves (1990) 265,746,848 Pulp Fiction (1994) 84,022,201 Princess Bride, The (1987) 21,277,649
Average 192,274,540 Average 237,524,720 Average 108,880,726

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
Sling Blade (1996) 24,475,416
Fried Green Tomatoes (1991) 117,503,000
Man Without a Face, The (1993) 24,760,338
Ransom (1996) 207,758,522
Dead Man Walking (1995) 39,025,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Schindler's List (1993) 140,409,248
Miracle on 34th Street (1994) 17,193,886
Forrest Gump (1994) 485,691,196
Chamber, The (1996) 261,970,615
Shawshank Redemption, The (1994) 28,341,469
Secrets & Lies (1996) 13,417,292
Mirror Has Two Faces, The (1996) 59,629,485
When Harry Met Sally... (1989) 134,613,546
Stand by Me (1986) 69,411,304
Psycho (1960) 43,200,000
Field of Dreams (1989) 94,962,625
On Golden Pond (1981) 80,430,967
Silence of the Lambs, The (1991) 137,332,208
Ghost (1990) 226,931,306
To Kill a Mockingbird (1962) 20,629,846
Philadelphia (1993) 114,946,440
Average 114,298,804
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