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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Lone Star (1996) 13,269,963
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Antonia's Line (1995) 4,823,217
Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977 Usual Suspects, The (1995) 1,120,000
Lone Star (1996) 13,269,963 Contact (1997) 149,887,543 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 Monty Python and the Holy Grail (1974) 1,821,082
L.A. Confidential (1997) 64,604,977 Dead Man Walking (1995) 39,025,000 L.A. Confidential (1997) 64,604,977
Trainspotting (1996) 16,501,785 Boot, Das (1981) 11,433,134 Casablanca (1942) 5,806,467
Boot, Das (1981) 11,433,134 Lone Star (1996) 13,269,963 Empire Strikes Back, The (1980) 225,554,189
Antonia's Line (1995) 4,823,217 Trainspotting (1996) 16,501,785 Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Average 98,394,951 Average 112,901,384 Average 34,720,169

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
Secrets & Lies (1996) 13,417,292
Godfather, The (1972) 291,702,411
Kolya (1996) 5,730,711
English Patient, The (1996) 111,415,132
Down by Law (1986) 1,419,835
Mediterraneo (1991) 4,532,791
Big Night (1996) 11,881,039
Postino, Il (1994) 20,681,301
Sense and Sensibility (1995) 62,493,774
Clerks (1994) 3,151,130
Stealing Beauty (1996) 4,573,330
Streetcar Named Desire, A (1951) 4,414,474
Richard III (1995) 2,600,000
Looking for Richard (1996) 1,361,420
Cinema Paradiso (1988) 392,045
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Emma (1996) 22,201,883
Average 33,292,268
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