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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Boogie Nights (1997) 26,384,919
Boogie Nights (1997) 26,384,919 English Patient, The (1996) 111,415,132 Deep Rising (1998) 11,146,409
Deep Rising (1998) 11,146,409 Full Monty, The (1997) 45,857,453 Apt Pupil (1998) 8,838,938
Full Monty, The (1997) 45,857,453 Titanic (1997) 600,779,824 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
English Patient, The (1996) 111,415,132 Boogie Nights (1997) 26,384,919 Wishmaster (1997) 15,719,109
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Year of the Horse (1997) 189,491 Contact (1997) 149,887,543 Everyone Says I Love You (1996) 9,714,482
Hugo Pool (1997) 3,620 Conspiracy Theory (1997) 111,189,998 Kama Sutra: A Tale of Love (1996) 4,109,095
Four Days in September (1997) 310,724 Scream (1996) 103,001,286 Entertaining Angels: The Dorothy Day Story (1996) 711,872
Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938 Kull the Conqueror (1997) 6,086,891
Average 86,953,148 Average 147,234,487 Average 34,231,444

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
Chasing Amy (1997) 12,006,514
Red Corner (1997) 22,415,440
Ulee's Gold (1997) 9,054,736
Deconstructing Harry (1997) 10,569,071
Liar Liar (1997) 277,327,280
House of Yes, The (1997) 617,403
Ice Storm, The (1997) 7,837,632
Sweet Hereafter, The (1997) 3,252,652
Kolya (1996) 5,730,711
Average 38,756,826
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