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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Scream 2 (1997) 140,865,935
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Scream 2 (1997) 140,865,935 Contact (1997) 149,887,543 Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Conspiracy Theory (1997) 111,189,998
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Starship Troopers (1997) 79,093,786 Liar Liar (1997) 277,327,280 Seven Years in Tibet (1997) 37,901,509
G.I. Jane (1997) 70,277,032 Conspiracy Theory (1997) 111,189,998 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Conspiracy Theory (1997) 111,189,998 Starship Troopers (1997) 79,093,786 Full Monty, The (1997) 45,857,453
English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665 Full Monty, The (1997) 45,857,453
Liar Liar (1997) 277,327,280 Good Will Hunting (1997) 192,328,280 Smile Like Yours, A (1997) 3,247,524
Average 185,582,631 Average 256,886,528 Average 71,482,752

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
Copycat (1995) 32,051,917
Cape Fear (1991) 118,590,000
I Know What You Did Last Summer (1997) 103,145,788
Psycho (1960) 43,200,000
Dante's Peak (1997) 98,728,432
Kiss the Girls (1997) 86,753,012
Carrie (1976) 49,007,514
Silence of the Lambs, The (1991) 137,332,208
Scream (1996) 103,001,286
Crash (1996) 3,168,660
Lost Highway (1997) 3,796,699
Average 70,797,774
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