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 Return of the Jedi (1983) 500,773,409
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453
Twelve Monkeys (1995) 82,512,000 Scream (1996) 103,001,286 Secrets & Lies (1996) 13,417,292
Scream (1996) 103,001,286 Godfather, The (1972) 291,702,411 Willy Wonka and the Chocolate Factory (1971) 4,000,000
English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000 Usual Suspects, The (1995) 1,120,000
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Godfather, The (1972) 291,702,411
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Apt Pupil (1998) 8,838,938
Average 249,815,045 Average 249,815,045 Average 198,129,287

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
Jane Eyre (1996) 5,173,860
Contact (1997) 149,887,543
Titanic (1997) 600,779,824
Independence Day (ID4) (1996) 483,359,255
Fargo (1996) 24,611,975
Celluloid Closet, The (1995) 1,507,800
Twister (1996) 375,152,715
Richard III (1995) 2,600,000
Mr. Holland's Opus (1995) 119,078,097
Diabolique (1996) 17,000,000
Good Will Hunting (1997) 192,328,280
Screamers (1995) 5,781,885
Mars Attacks! (1996) 37,754,208
Average 158,715,462
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