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 Thin Line Between Love and Hate, A (1996) 34,746,109
Thin Line Between Love and Hate, A (1996) 34,746,109 Scream (1996) 103,001,286 Senseless (1998) 13,035,599
Senseless (1998) 13,035,599 L.A. Confidential (1997) 64,604,977 Scream (1996) 103,001,286
Scream (1996) 103,001,286 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280 Boogie Nights (1997) 26,384,919
Fire Down Below (1997) 16,148,906 Boogie Nights (1997) 26,384,919 Cop Land (1997) 64,207,716
Boogie Nights (1997) 26,384,919 Liar Liar (1997) 277,327,280 Wag the Dog (1997) 43,022,524
Good Will Hunting (1997) 192,328,280 Chasing Amy (1997) 12,006,514 Fire Down Below (1997) 16,148,906
English Patient, The (1996) 111,415,132 Apt Pupil (1998) 8,838,938 English Patient, The (1996) 111,415,132
Apt Pupil (1998) 8,838,938 Cop Land (1997) 64,207,716 Seven Years in Tibet (1997) 37,901,509
Average 117,128,397 Average 146,089,486 Average 51,446,867

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
Jackie Brown (1997) 39,647,595
Money Talks (1997) 61,615,598
Conspiracy Theory (1997) 111,189,998
Deconstructing Harry (1997) 10,569,071
Event Horizon (1997) 26,616,590
Mimic (1997) 25,454,187
Full Monty, The (1997) 45,857,453
Eve's Bayou (1997) 14,821,531
Starship Troopers (1997) 79,093,786
Contact (1997) 149,887,543
Love Jones (1997) 12,514,138
Amistad (1997) 44,175,394
Money Talks (1997) 61,615,598
Devil's Advocate, The (1997) 86,587,776
In & Out (1997) 63,826,569
Air Force One (1997) 250,384,803
Alien: Resurrection (1997) 47,748,610
Hoodlum (1997) 23,461,013
Rosewood (1997) 13,104,494
Soul Food (1997) 43,490,057
Scream 2 (1997) 140,865,935
Average 64,406,082
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