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
Rosewood (1997) 13,104,494 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Eve's Bayou (1997) 14,821,531 English Patient, The (1996) 111,415,132 Liar Liar (1997) 277,327,280
Senseless (1998) 13,035,599 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Air Force One (1997) 250,384,803 Rosewood (1997) 13,104,494 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 Hoodlum (1997) 23,461,013
Love Jones (1997) 12,514,138 Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409
Hoodlum (1997) 23,461,013 Star Wars (1977) 731,853,665 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977 Money Talks (1997) 61,615,598
Fire Down Below (1997) 16,148,906 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Fargo (1996) 24,611,975 Chasing Amy (1997) 12,006,514 Ma vie en rose (My Life in Pink) (1997) 2,280,573
Average 108,027,741 Average 200,450,638 Average 156,881,767

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
My Best Friend's Wedding (1997) 185,360,508
Very Brady Sequel, A (1996) 21,397,954
Love! Valour! Compassion! (1997) 2,874,242
Evita (1996) 73,298,979
In & Out (1997) 63,826,569
Men in Black (1997) 367,992,228
Scream (1996) 103,001,286
Jerry Maguire (1996) 228,557,864
Soul Food (1997) 43,490,057
Welcome to the Dollhouse (1995) 4,429,002
Nutty Professor, The (1996) 185,482,745
Average 116,337,403
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