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
Godfather, The (1972) 291,702,411 Star Wars (1977) 731,853,665 Postino, Il (1994) 20,681,301
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Big Night (1996) 11,881,039
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Silence of the Lambs, The (1991) 137,332,208
Postino, Il (1994) 20,681,301 L.A. Confidential (1997) 64,604,977 Ran (1985) 113,948
Big Night (1996) 11,881,039 Dead Man Walking (1995) 39,025,000 Citizen Kane (1941) 1,640,769
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 Boot, Das (1981) 11,433,134
Full Monty, The (1997) 45,857,453 Sense and Sensibility (1995) 62,493,774 Willy Wonka and the Chocolate Factory (1971) 4,000,000
L.A. Confidential (1997) 64,604,977 Twelve Monkeys (1995) 82,512,000 Schindler's List (1993) 140,409,248
Leaving Las Vegas (1995) 31,968,347 Titanic (1997) 600,779,824 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Sense and Sensibility (1995) 62,493,774 Chasing Amy (1997) 12,006,514 Dead Man Walking (1995) 39,025,000
Average 138,409,016 Average 196,280,396 Average 37,051,664

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
Trainspotting (1996) 16,501,785
Eat Drink Man Woman (1994) 7,294,403
Antonia's Line (1995) 4,823,217
Manchurian Candidate, The (1962) 4,180,630
Heat (1995) 97,783,000
Henry V (1989) 10,161,099
Boogie Nights (1997) 26,384,919
Kundun (1997) 5,532,301
Secrets & Lies (1996) 13,417,292
Citizen Ruth (1996) 153,155
Contact (1997) 149,887,543
Bound (1996) 3,798,532
Lone Star (1996) 13,269,963
Fargo (1996) 24,611,975
English Patient, The (1996) 111,415,132
Chinatown (1974) 42,400,000
Thin Man, The (1934) 1,423,000
Usual Suspects, The (1995) 1,120,000
In the Line of Fire (1993) 151,314,283
Average 36,077,485
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