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
Winter Guest, The (1997) 776,332 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Hoodlum (1997) 23,461,013
Anna Karenina (1997) 791,830 Full Monty, The (1997) 45,857,453 Desperate Measures (1998) 13,806,137
Hoodlum (1997) 23,461,013 Contact (1997) 149,887,543 Kiss the Girls (1997) 86,753,012
Desperate Measures (1998) 13,806,137 Air Force One (1997) 250,384,803 Phantoms (1998) 5,657,370
Four Days in September (1997) 310,724 Lost Highway (1997) 3,796,699 Full Monty, The (1997) 45,857,453
Lost Highway (1997) 3,796,699 Cop Land (1997) 64,207,716 Cop Land (1997) 64,207,716
Titanic (1997) 600,779,824 Seven Years in Tibet (1997) 37,901,509 Tango Lesson, The (1997) 1,026,402
Kiss the Girls (1997) 86,753,012 Good Will Hunting (1997) 192,328,280 In the Company of Men (1997) 2,856,622
Phantoms (1998) 5,657,370 Apt Pupil (1998) 8,838,938 That Darn Cat! (1997) 18,239,932
Average 84,754,807 Average 146,539,789 Average 37,328,078

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
Devil's Advocate, The (1997) 86,587,776
Washington Square (1997) 1,710,693
Everyone Says I Love You (1996) 9,714,482
Event Horizon (1997) 26,616,590
Mrs. Dalloway (1997) 3,263,672
Kiss Me, Guido (1997) 1,828,284
Jackie Brown (1997) 39,647,595
Gattaca (1997) 12,339,633
Scream (1996) 103,001,286
Kolya (1996) 5,730,711
Chasing Amy (1997) 12,006,514
Afterglow (1997) 2,441,642
Wedding Singer, The (1998) 114,729,850
L.A. Confidential (1997) 64,604,977
Volcano (1997) 71,496,882
Alien: Resurrection (1997) 47,748,610
Spawn (1997) 84,882,059
Boogie Nights (1997) 26,384,919
Average 39,707,565
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