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 Chasing Amy (1997) 12,006,514
Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132 G.I. Jane (1997) 70,277,032
English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803 Amistad (1997) 44,175,394
Apt Pupil (1998) 8,838,938 Contact (1997) 149,887,543 Dante's Peak (1997) 98,728,432
Contact (1997) 149,887,543 Chasing Amy (1997) 12,006,514 Air Force One (1997) 250,384,803
Chasing Amy (1997) 12,006,514 Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938
Bent (1997) 372,341 Conspiracy Theory (1997) 111,189,998 Fly Away Home (1996) 24,506,082
Conspiracy Theory (1997) 111,189,998 Liar Liar (1997) 277,327,280 In the Company of Men (1997) 2,856,622
G.I. Jane (1997) 70,277,032 Star Wars (1977) 731,853,665 Evita (1996) 73,298,979
As Good As It Gets (1997) 215,563,842 G.I. Jane (1997) 70,277,032 Anna Karenina (1997) 791,830
Average 153,071,596 Average 232,396,072 Average 58,586,462

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
Good Will Hunting (1997) 192,328,280
Starship Troopers (1997) 79,093,786
Boogie Nights (1997) 26,384,919
Scream (1996) 103,001,286
Wag the Dog (1997) 43,022,524
Seven Years in Tibet (1997) 37,901,509
Gattaca (1997) 12,339,633
In & Out (1997) 63,826,569
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Cop Land (1997) 64,207,716
Ice Storm, The (1997) 7,837,632
Jackie Brown (1997) 39,647,595
Ma vie en rose (My Life in Pink) (1997) 2,280,573
Mouse Hunt (1997) 87,833,050
George of the Jungle (1997) 149,879,375
Spawn (1997) 84,882,059
Washington Square (1997) 1,710,693
L.A. Confidential (1997) 64,604,977
Devil's Advocate, The (1997) 86,587,776
Fallen (1998) 25,188,006
Kundun (1997) 5,532,301
Tomorrow Never Dies (1997) 184,221,129
Desperate Measures (1998) 13,806,137
Full Monty, The (1997) 45,857,453
Wild Bunch, The (1969) 5,330,535
Kiss the Girls (1997) 86,753,012
Kiss Me, Guido (1997) 1,828,284
Night Flier (1997) 91,549
Boys, Les (1997) 829,683
Rocket Man (1997) 15,448,043
Big Lebowski, The (1998) 17,439,163
Average 50,287,521
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