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 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665 Leaving Las Vegas (1995) 31,968,347
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Jerry Maguire (1996) 228,557,864
Secrets & Lies (1996) 13,417,292 Leaving Las Vegas (1995) 31,968,347 Secrets & Lies (1996) 13,417,292
Leaving Las Vegas (1995) 31,968,347 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Dead Man Walking (1995) 39,025,000 Toy Story (1995) 133,344,903 Contact (1997) 149,887,543
Sense and Sensibility (1995) 62,493,774 Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649
Lone Star (1996) 13,269,963 Dead Man Walking (1995) 39,025,000 Antonia's Line (1995) 4,823,217
Toy Story (1995) 133,344,903 Sense and Sensibility (1995) 62,493,774 Empire Strikes Back, The (1980) 225,554,189
Average 135,128,059 Average 242,614,657 Average 82,104,916

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
Star Trek: First Contact (1996) 207,001,027
Postino, Il (1994) 20,681,301
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Kolya (1996) 5,730,711
Mr. Holland's Opus (1995) 119,078,097
Breaking the Waves (1996) 4,040,691
Full Monty, The (1997) 45,857,453
Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411
Bridge on the River Kwai, The (1957) 50,495,000
Boot, Das (1981) 11,433,134
Average 86,597,436
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