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
Money Talks (1997) 61,615,598 Titanic (1997) 600,779,824 Money Talks (1997) 61,615,598
Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977 Money Talks (1997) 61,615,598
Money Talks (1997) 61,615,598 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Mr. Holland's Opus (1995) 119,078,097
Return of the Jedi (1983) 500,773,409 Jerry Maguire (1996) 228,557,864 Rosewood (1997) 13,104,494
Full Monty, The (1997) 45,857,453 Men in Black (1997) 367,992,228 Boot, Das (1981) 11,433,134
Jerry Maguire (1996) 228,557,864 Mr. Holland's Opus (1995) 119,078,097 I Know What You Did Last Summer (1997) 103,145,788
Kiss the Girls (1997) 86,753,012 Independence Day (ID4) (1996) 483,359,255 Amistad (1997) 44,175,394
Average 186,749,799 Average 262,794,336 Average 67,696,581

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
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Courage Under Fire (1996) 87,335,823
Eraser (1996) 147,260,786
Face/Off (1997) 163,746,077
Thin Line Between Love and Hate, A (1996) 34,746,109
Red Corner (1997) 22,415,440
Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543
Air Force One (1997) 250,384,803
Dead Man Walking (1995) 39,025,000
Devil's Advocate, The (1997) 86,587,776
Murder at 1600 (1997) 25,826,788
Love Jones (1997) 12,514,138
Scream (1996) 103,001,286
My Best Friend's Wedding (1997) 185,360,508
Frighteners, The (1996) 16,524,115
Grosse Pointe Blank (1997) 28,014,536
Anastasia (1997) 83,412,682
Sense and Sensibility (1995) 62,493,774
Liar Liar (1997) 277,327,280
Event Horizon (1997) 26,616,590
Swingers (1996) 4,505,922
Dante's Peak (1997) 98,728,432
Daylight (1996) 32,885,565
Postino, Il (1994) 20,681,301
Star Wars (1977) 731,853,665
Evita (1996) 73,298,979
Donnie Brasco (1997) 60,851,988
George of the Jungle (1997) 149,879,375
Trainspotting (1996) 16,501,785
Toy Story (1995) 133,344,903
Conspiracy Theory (1997) 111,189,998
Leaving Las Vegas (1995) 31,968,347
Nutty Professor, The (1996) 185,482,745
In & Out (1997) 63,826,569
Cop Land (1997) 64,207,716
Gattaca (1997) 12,339,633
Fifth Element, The (1997) 92,897,302
Seven Years in Tibet (1997) 37,901,509
Secrets & Lies (1996) 13,417,292
Happy Gilmore (1996) 38,624,000
Boogie Nights (1997) 26,384,919
Phenomenon (1996) 155,732,573
English Patient, The (1996) 111,415,132
Picture Perfect (1997) 31,058,643
Heat (1995) 97,783,000
Chasing Amy (1997) 12,006,514
People vs. Larry Flynt, The (1996) 20,191,312
To Gillian on Her 37th Birthday (1996) 4,137,645
Ransom (1996) 207,758,522
Kingpin (1996) 24,944,213
Average 93,974,360
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