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 Scream (1996) 103,001,286
Shadow Conspiracy (1997) 2,154,540 Scream (1996) 103,001,286 Kiss the Girls (1997) 86,753,012
Scream (1996) 103,001,286 English Patient, The (1996) 111,415,132 Rosewood (1997) 13,104,494
Kiss the Girls (1997) 86,753,012 Toy Story (1995) 133,344,903 Good Will Hunting (1997) 192,328,280
English Patient, The (1996) 111,415,132 Star Trek: First Contact (1996) 207,001,027 Fly Away Home (1996) 24,506,082
Money Talks (1997) 61,615,598 L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132
Rosewood (1997) 13,104,494 Good Will Hunting (1997) 192,328,280 Money Talks (1997) 61,615,598
Good Will Hunting (1997) 192,328,280 Mr. Holland's Opus (1995) 119,078,097 Twister (1996) 375,152,715
Seven Years in Tibet (1997) 37,901,509 Full Monty, The (1997) 45,857,453 Mad City (1997) 10,556,196
Star Trek: First Contact (1996) 207,001,027 Rosewood (1997) 13,104,494 Seven Years in Tibet (1997) 37,901,509
Average 141,605,470 Average 159,051,547 Average 101,633,430

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
Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803
Mulholland Falls (1996) 11,500,000
Liar Liar (1997) 277,327,280
Men in Black (1997) 367,992,228
Star Wars (1977) 731,853,665
Jungle2Jungle (1997) 81,061,526
Independence Day (ID4) (1996) 483,359,255
G.I. Jane (1997) 70,277,032
Devil's Advocate, The (1997) 86,587,776
Eraser (1996) 147,260,786
Contact (1997) 149,887,543
Donnie Brasco (1997) 60,851,988
Absolute Power (1997) 73,037,233
Sixth Man, The (1997) 14,708,874
Conspiracy Theory (1997) 111,189,998
Air Bud (1997) 23,125,940
Godfather, The (1972) 291,702,411
Jerry Maguire (1996) 228,557,864
Dante's Peak (1997) 98,728,432
Murder at 1600 (1997) 25,826,788
Fire Down Below (1997) 16,148,906
Beautician and the Beast, The (1997) 11,454,593
Return of the Jedi (1983) 500,773,409
Face/Off (1997) 163,746,077
Free Willy 3: The Rescue (1997) 3,519,178
Fifth Element, The (1997) 92,897,302
Vegas Vacation (1997) 36,429,528
George of the Jungle (1997) 149,879,375
Substitute, The (1996) 14,752,141
Leaving Las Vegas (1995) 31,968,347
Broken Arrow (1996) 105,069,070
Phenomenon (1996) 155,732,573
Picture Perfect (1997) 31,058,643
FairyTale: A True Story (1997) 14,036,249
My Best Friend's Wedding (1997) 185,360,508
Average 142,296,091
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