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
Kicked in the Head (1997) 102,739 Liar Liar (1997) 277,327,280 That Darn Cat! (1997) 18,239,932
Hugo Pool (1997) 3,620 Chasing Amy (1997) 12,006,514 How to Be a Player (1997) 13,960,203
That Darn Cat! (1997) 18,239,932 Full Monty, The (1997) 45,857,453 Afterglow (1997) 2,441,642
Playing God (1997) 4,052,347 In & Out (1997) 63,826,569 Full Monty, The (1997) 45,857,453
Shooting Fish (1997) 302,204 Evita (1996) 73,298,979 Money Talks (1997) 61,615,598
How to Be a Player (1997) 13,960,203 Star Wars (1977) 731,853,665 In & Out (1997) 63,826,569
Fallen (1998) 25,188,006 Seven Years in Tibet (1997) 37,901,509 George of the Jungle (1997) 149,879,375
Steel (1997) 1,686,429 Hoodlum (1997) 23,461,013 Liar Liar (1997) 277,327,280
Afterglow (1997) 2,441,642 Desperate Measures (1998) 13,806,137 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Duoluo tianshi (1995) 113,000 Fly Away Home (1996) 24,506,082 Fallen (1998) 25,188,006
Average 6,609,012 Average 130,384,520 Average 66,755,398

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
Star Kid (1997) 7,015,240
Rosewood (1997) 13,104,494
Starship Troopers (1997) 79,093,786
Good Will Hunting (1997) 192,328,280
Alien: Resurrection (1997) 47,748,610
L.A. Confidential (1997) 64,604,977
Half Baked (1998) 17,278,980
I Know What You Did Last Summer (1997) 103,145,788
Sphere (1998) 36,976,367
U Turn (1997) 6,633,400
Mouse Hunt (1997) 87,833,050
Night Flier (1997) 91,549
Mimic (1997) 25,454,187
Gattaca (1997) 12,339,633
Kull the Conqueror (1997) 6,086,891
Fire Down Below (1997) 16,148,906
Boogie Nights (1997) 26,384,919
Kull the Conqueror (1997) 6,086,891
English Patient, The (1996) 111,415,132
Apt Pupil (1998) 8,838,938
FairyTale: A True Story (1997) 14,036,249
Cop Land (1997) 64,207,716
Jungle2Jungle (1997) 81,061,526
G.I. Jane (1997) 70,277,032
Replacement Killers, The (1998) 18,967,571
Crash (1996) 3,168,660
Titanic (1997) 600,779,824
Spawn (1997) 84,882,059
As Good As It Gets (1997) 215,563,842
Scream (1996) 103,001,286
Volcano (1997) 71,496,882
Contact (1997) 149,887,543
Deep Rising (1998) 11,146,409
Kiss the Girls (1997) 86,753,012
Anastasia (1997) 83,412,682
Tomorrow Never Dies (1997) 184,221,129
Mortal Kombat: Annihilation (1997) 35,927,406
Amistad (1997) 44,175,394
Big Lebowski, The (1998) 17,439,163
Hard Rain (1998) 19,819,494
Ulee's Gold (1997) 9,054,736
Phantoms (1998) 5,657,370
Red Corner (1997) 22,415,440
Jackie Brown (1997) 39,647,595
Murder at 1600 (1997) 25,826,788
Dante's Peak (1997) 98,728,432
Scream 2 (1997) 140,865,935
Wag the Dog (1997) 43,022,524
Assignment, The (1997) 540,063
Shadow Conspiracy (1997) 2,154,540
Conspiracy Theory (1997) 111,189,998
Air Force One (1997) 250,384,803
Devil's Advocate, The (1997) 86,587,776
Average 69,149,262
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