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
Fire Down Below (1997) 16,148,906 L.A. Confidential (1997) 64,604,977 Fire Down Below (1997) 16,148,906
Money Talks (1997) 61,615,598 Air Force One (1997) 250,384,803 Thousand Acres, A (1997) 7,928,412
L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132 Money Talks (1997) 61,615,598
Assignment, The (1997) 540,063 Contact (1997) 149,887,543 Red Corner (1997) 22,415,440
Mortal Kombat: Annihilation (1997) 35,927,406 Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280
Thousand Acres, A (1997) 7,928,412 Apt Pupil (1998) 8,838,938 Telling Lies in America (1997) 252,318
Kiss the Girls (1997) 86,753,012 Full Monty, The (1997) 45,857,453 Red Corner (1997) 22,415,440
Apt Pupil (1998) 8,838,938 Conspiracy Theory (1997) 111,189,998 Apt Pupil (1998) 8,838,938
Good Will Hunting (1997) 192,328,280 Seven Years in Tibet (1997) 37,901,509 Shadow Conspiracy (1997) 2,154,540
Sphere (1998) 36,976,367 Amistad (1997) 44,175,394 Critical Care (1997) 141,853
Average 51,166,195 Average 101,658,402 Average 33,423,972

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
Hugo Pool (1997) 3,620
Spice World (1997) 29,247,405
Gang Related (1997) 5,790,448
How to Be a Player (1997) 13,960,203
Hard Rain (1998) 19,819,494
Cop Land (1997) 64,207,716
Dangerous Beauty (1998) 4,530,929
Playing God (1997) 4,052,347
Steel (1997) 1,686,429
Half Baked (1998) 17,278,980
Hoodlum (1997) 23,461,013
Scream (1996) 103,001,286
That Darn Cat! (1997) 18,239,932
Four Days in September (1997) 310,724
Duoluo tianshi (1995) 113,000
Kull the Conqueror (1997) 6,086,891
Star Kid (1997) 7,015,240
Titanic (1997) 600,779,824
Kull the Conqueror (1997) 6,086,891
Boogie Nights (1997) 26,384,919
Fallen (1998) 25,188,006
Afterglow (1997) 2,441,642
Kicked in the Head (1997) 102,739
Career Girls (1997) 2,506,039
Scream 2 (1997) 140,865,935
Chasing Amy (1997) 12,006,514
Tomorrow Never Dies (1997) 184,221,129
Jackie Brown (1997) 39,647,595
Shooting Fish (1997) 302,204
Desperate Measures (1998) 13,806,137
Eve's Bayou (1997) 14,821,531
Average 44,773,121
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