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
Thin Line Between Love and Hate, A (1996) 34,746,109 Air Force One (1997) 250,384,803 G.I. Jane (1997) 70,277,032
G.I. Jane (1997) 70,277,032 Titanic (1997) 600,779,824 Half Baked (1998) 17,278,980
Half Baked (1998) 17,278,980 G.I. Jane (1997) 70,277,032 I Know What You Did Last Summer (1997) 103,145,788
Smile Like Yours, A (1997) 3,247,524 English Patient, The (1996) 111,415,132 Gattaca (1997) 12,339,633
Air Force One (1997) 250,384,803 Contact (1997) 149,887,543 Desperate Measures (1998) 13,806,137
Career Girls (1997) 2,506,039 Starship Troopers (1997) 79,093,786 Wishmaster (1997) 15,719,109
Gang Related (1997) 5,790,448 L.A. Confidential (1997) 64,604,977 Chasing Amy (1997) 12,006,514
Kicked in the Head (1997) 102,739 In & Out (1997) 63,826,569 Thin Line Between Love and Hate, A (1996) 34,746,109
Hugo Pool (1997) 3,620 Boogie Nights (1997) 26,384,919 That Darn Cat! (1997) 18,239,932
That Darn Cat! (1997) 18,239,932 Conspiracy Theory (1997) 111,189,998 English Patient, The (1996) 111,415,132
Average 40,257,722 Average 152,784,458 Average 40,897,436

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
Money Talks (1997) 61,615,598
Soul Food (1997) 43,490,057
Senseless (1998) 13,035,599
Rosewood (1997) 13,104,494
Scream (1996) 103,001,286
Eve's Bayou (1997) 14,821,531
Fire Down Below (1997) 16,148,906
Love Jones (1997) 12,514,138
Scream 2 (1997) 140,865,935
How to Be a Player (1997) 13,960,203
Hoodlum (1997) 23,461,013
Money Talks (1997) 61,615,598
Average 43,136,196
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