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 G.I. Jane (1997) 70,277,032
Phantoms (1998) 5,657,370 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Mad City (1997) 10,556,196 L.A. Confidential (1997) 64,604,977 That Darn Cat! (1997) 18,239,932
Anna Karenina (1997) 791,830 Liar Liar (1997) 277,327,280 Murder at 1600 (1997) 25,826,788
G.I. Jane (1997) 70,277,032 Conspiracy Theory (1997) 111,189,998 Good Will Hunting (1997) 192,328,280
L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280 Phantoms (1998) 5,657,370
Good Will Hunting (1997) 192,328,280 G.I. Jane (1997) 70,277,032 L.A. Confidential (1997) 64,604,977
Contact (1997) 149,887,543 In & Out (1997) 63,826,569 Thin Line Between Love and Hate, A (1996) 34,746,109
Bent (1997) 372,341 Evita (1996) 73,298,979 Usual Suspects, The (1995) 1,120,000
Conspiracy Theory (1997) 111,189,998 Boogie Nights (1997) 26,384,919 Conspiracy Theory (1997) 111,189,998
Average 120,644,539 Average 162,990,540 Average 67,387,802

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
Air Force One (1997) 250,384,803
Picture Perfect (1997) 31,058,643
Washington Square (1997) 1,710,693
Seven Years in Tibet (1997) 37,901,509
English Patient, The (1996) 111,415,132
Thousand Acres, A (1997) 7,928,412
Kiss the Girls (1997) 86,753,012
Scream (1996) 103,001,286
Jungle2Jungle (1997) 81,061,526
Fly Away Home (1996) 24,506,082
Full Monty, The (1997) 45,857,453
Average 71,052,595
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