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 Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Jerry Maguire (1996) 228,557,864
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Phenomenon (1996) 155,732,573
Jerry Maguire (1996) 228,557,864 Contact (1997) 149,887,543 Mr. Holland's Opus (1995) 119,078,097
Leaving Las Vegas (1995) 31,968,347 Jerry Maguire (1996) 228,557,864 Contact (1997) 149,887,543
Phenomenon (1996) 155,732,573 Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Leaving Las Vegas (1995) 31,968,347 Princess Bride, The (1987) 21,277,649
Heat (1995) 97,783,000 English Patient, The (1996) 111,415,132 Amadeus (1984) 23,401,401
Titanic (1997) 600,779,824 Scream (1996) 103,001,286 Return of the Jedi (1983) 500,773,409
Independence Day (ID4) (1996) 483,359,255 Mr. Holland's Opus (1995) 119,078,097 Monty Python and the Holy Grail (1974) 1,821,082
Average 312,651,034 Average 286,901,757 Average 152,057,349

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
Fargo (1996) 24,611,975
Very Brady Sequel, A (1996) 21,397,954
Back to the Future (1985) 303,398,294
Raising Arizona (1987) 22,847,564
Conspiracy Theory (1997) 111,189,998
Air Force One (1997) 250,384,803
Young Frankenstein (1974) 125,123,000
Nutty Professor, The (1996) 185,482,745
Michael (1996) 144,887,370
M*A*S*H (1970) 109,920,000
Feeling Minnesota (1996) 3,102,672
Men in Black (1997) 367,992,228
Kingpin (1996) 24,944,213
Beautiful Girls (1996) 20,837,000
Toy Story (1995) 133,344,903
Average 123,297,647
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