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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 English Patient, The (1996) 111,415,132
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Shawshank Redemption, The (1994) 28,341,469
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134
Amadeus (1984) 23,401,401 Leaving Las Vegas (1995) 31,968,347 Ran (1985) 113,948
Average 196,653,952 Average 259,161,948 Average 73,930,262

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
Sling Blade (1996) 24,475,416
Glory (1989) 100,326
Lone Star (1996) 13,269,963
As Good As It Gets (1997) 215,563,842
Schindler's List (1993) 140,409,248
Gandhi (1982) 77,737,889
Breakfast at Tiffany's (1961) 15,500,000
Some Like It Hot (1959) 33,300,000
Smoke (1995) 8,349,430
Raging Bull (1980) 49,034
Good Will Hunting (1997) 192,328,280
When Harry Met Sally... (1989) 134,613,546
Dead Poets Society (1989) 144,288,116
Remains of the Day, The (1993) 22,954,968
Silence of the Lambs, The (1991) 137,332,208
Full Monty, The (1997) 45,857,453
Apollo 13 (1995) 94,378,651
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fried Green Tomatoes (1991) 117,503,000
Dead Man Walking (1995) 39,025,000
Emma (1996) 22,201,883
GoodFellas (1990) 67,336,394
Apt Pupil (1998) 8,838,938
Persuasion (1995) 5,462,325
Roman Holiday (1953) 8,000,000
Trainspotting (1996) 16,501,785
To Kill a Mockingbird (1962) 20,629,846
Sense and Sensibility (1995) 62,493,774
Average 63,926,158
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