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
Sleepless in Seattle (1993) 191,463,006 Star Wars (1977) 731,853,665 Sleepless in Seattle (1993) 191,463,006
Star Wars (1977) 731,853,665 Return of the Jedi (1983) 500,773,409 When Harry Met Sally... (1989) 134,613,546
Forrest Gump (1994) 485,691,196 Men in Black (1997) 367,992,228 Princess Bride, The (1987) 21,277,649
Roman Holiday (1953) 8,000,000 Godfather, The (1972) 291,702,411 Grease (1978) 96,605,260
Pretty Woman (1990) 260,311,268 Forrest Gump (1994) 485,691,196 Forget Paris (1995) 33,194,500
When Harry Met Sally... (1989) 134,613,546 When Harry Met Sally... (1989) 134,613,546 Usual Suspects, The (1995) 1,120,000
While You Were Sleeping (1995) 119,964,016 Princess Bride, The (1987) 21,277,649 Pretty Woman (1990) 260,311,268
Return of the Jedi (1983) 500,773,409 Sleepless in Seattle (1993) 191,463,006 My Fair Lady (1964) 42,805,000
Princess Bride, The (1987) 21,277,649 Fargo (1996) 24,611,975 Up Close and Personal (1996) 74,045,801
Men in Black (1997) 367,992,228 Silence of the Lambs, The (1991) 137,332,208 Blade Runner (1982) 1,445,283
Average 282,193,998 Average 288,731,129 Average 85,688,131

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
Bridges of Madison County, The (1995) 105,823,517
Dirty Dancing (1987) 89,171,578
When Night Is Falling (1995) 1,194,152
French Kiss (1995) 38,900,000
Ghost (1990) 226,931,306
Don Juan DeMarco (1995) 22,200,000
Average 80,703,425
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