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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Scream (1996) 103,001,286
G.I. Jane (1997) 70,277,032 Fly Away Home (1996) 24,506,082 G.I. Jane (1997) 70,277,032
Hugo Pool (1997) 3,620 Star Wars (1977) 731,853,665 Amistad (1997) 44,175,394
Tango Lesson, The (1997) 1,026,402 G.I. Jane (1997) 70,277,032 Cop Land (1997) 64,207,716
Picture Perfect (1997) 31,058,643 Apt Pupil (1998) 8,838,938 Star Wars (1977) 731,853,665
Fly Away Home (1996) 24,506,082 Chasing Amy (1997) 12,006,514 Big Lebowski, The (1998) 17,439,163
Apt Pupil (1998) 8,838,938 Cop Land (1997) 64,207,716 Tomorrow Never Dies (1997) 184,221,129
Amistad (1997) 44,175,394 Fargo (1996) 24,611,975 Tomorrow Never Dies (1997) 184,221,129
Cop Land (1997) 64,207,716 In & Out (1997) 63,826,569 Cats Don't Dance (1997) 3,562,749
Average 45,851,024 Average 121,454,490 Average 151,437,439

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
Full Monty, The (1997) 45,857,453
Liar Liar (1997) 277,327,280
Titanic (1997) 600,779,824
Conspiracy Theory (1997) 111,189,998
George of the Jungle (1997) 149,879,375
Contact (1997) 149,887,543
Pretty Woman (1990) 260,311,268
Volcano (1997) 71,496,882
Air Force One (1997) 250,384,803
Kiss the Girls (1997) 86,753,012
Gattaca (1997) 12,339,633
L.A. Confidential (1997) 64,604,977
Braveheart (1995) 110,286,945
Seven Years in Tibet (1997) 37,901,509
Devil's Advocate, The (1997) 86,587,776
Rocket Man (1997) 15,448,043
While You Were Sleeping (1995) 119,964,016
Good Will Hunting (1997) 192,328,280
Smile Like Yours, A (1997) 3,247,524
Average 139,293,481
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