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 L.A. Confidential (1997) 64,604,977
Seven Years in Tibet (1997) 37,901,509 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Desperate Measures (1998) 13,806,137 Seven Years in Tibet (1997) 37,901,509 Fly Away Home (1996) 24,506,082
Bent (1997) 372,341 Liar Liar (1997) 277,327,280 In & Out (1997) 63,826,569
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Money Talks (1997) 61,615,598
Night Flier (1997) 91,549 Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280
Scream (1996) 103,001,286 Fly Away Home (1996) 24,506,082 Smile Like Yours, A (1997) 3,247,524
Fire Down Below (1997) 16,148,906 Apt Pupil (1998) 8,838,938 Career Girls (1997) 2,506,039
Liar Liar (1997) 277,327,280 In & Out (1997) 63,826,569 Bent (1997) 372,341
Fly Away Home (1996) 24,506,082 Gattaca (1997) 12,339,633 Seven Years in Tibet (1997) 37,901,509
Average 73,008,834 Average 83,053,200 Average 55,391,020

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
Horse Whisperer, The (1998) 109,288,147
Titanic (1997) 600,779,824
Shadow Conspiracy (1997) 2,154,540
Anastasia (1997) 83,412,682
Firestorm (1998) 8,041,665
Assignment, The (1997) 540,063
Rosewood (1997) 13,104,494
Anna Karenina (1997) 791,830
Amistad (1997) 44,175,394
Red Corner (1997) 22,415,440
English Patient, The (1996) 111,415,132
Tomorrow Never Dies (1997) 184,221,129
G.I. Jane (1997) 70,277,032
Cop Land (1997) 64,207,716
Air Force One (1997) 250,384,803
Mrs. Dalloway (1997) 3,263,672
Murder at 1600 (1997) 25,826,788
Evita (1996) 73,298,979
Volcano (1997) 71,496,882
Critical Care (1997) 141,853
One Night Stand (1997) 2,618,335
Dante's Peak (1997) 98,728,432
Conspiracy Theory (1997) 111,189,998
Kiss the Girls (1997) 86,753,012
Midnight in the Garden of Good and Evil (1997) 25,078,937
Cats Don't Dance (1997) 3,562,749
Washington Square (1997) 1,710,693
Devil's Advocate, The (1997) 86,587,776
Contact (1997) 149,887,543
Average 79,495,018
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