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
I Know What You Did Last Summer (1997) 103,145,788 Full Monty, The (1997) 45,857,453 I Know What You Did Last Summer (1997) 103,145,788
Full Monty, The (1997) 45,857,453 Liar Liar (1997) 277,327,280 Murder at 1600 (1997) 25,826,788
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Amistad (1997) 44,175,394 Amistad (1997) 44,175,394 Liar Liar (1997) 277,327,280
G.I. Jane (1997) 70,277,032 Cop Land (1997) 64,207,716 Big Lebowski, The (1998) 17,439,163
Liar Liar (1997) 277,327,280 Star Wars (1977) 731,853,665 Full Monty, The (1997) 45,857,453
Wag the Dog (1997) 43,022,524 In & Out (1997) 63,826,569 Conspiracy Theory (1997) 111,189,998
Seven Years in Tibet (1997) 37,901,509 Wag the Dog (1997) 43,022,524 Usual Suspects, The (1995) 1,120,000
Cop Land (1997) 64,207,716 G.I. Jane (1997) 70,277,032 Kolya (1996) 5,730,711
Average 86,170,967 Average 151,634,260 Average 66,146,008

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
Ulee's Gold (1997) 9,054,736
Good Will Hunting (1997) 192,328,280
Alien: Resurrection (1997) 47,748,610
Air Force One (1997) 250,384,803
George of the Jungle (1997) 149,879,375
Scream (1996) 103,001,286
Crash (1996) 3,168,660
Bean (1997) 45,298,656
Boogie Nights (1997) 26,384,919
Dark City (1998) 14,337,579
Starship Troopers (1997) 79,093,786
As Good As It Gets (1997) 215,563,842
Gattaca (1997) 12,339,633
Thousand Acres, A (1997) 7,928,412
English Patient, The (1996) 111,415,132
Fly Away Home (1996) 24,506,082
Kiss the Girls (1997) 86,753,012
Scream 2 (1997) 140,865,935
Dante's Peak (1997) 98,728,432
Titanic (1997) 600,779,824
Chasing Amy (1997) 12,006,514
Mimic (1997) 25,454,187
Wild Things (1998) 29,753,944
Apt Pupil (1998) 8,838,938
Contact (1997) 149,887,543
Star Maps (1997) 592,573
Devil's Advocate, The (1997) 86,587,776
In the Company of Men (1997) 2,856,622
Event Horizon (1997) 26,616,590
Ice Storm, The (1997) 7,837,632
Nightwatch (1997) 1,154,237
Average 82,940,243
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