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
Jerry Maguire (1996) 228,557,864 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665 Jerry Maguire (1996) 228,557,864 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Courage Under Fire (1996) 87,335,823
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Spitfire Grill, The (1996) 12,643,776
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000
Courage Under Fire (1996) 87,335,823 Return of the Jedi (1983) 500,773,409 Willy Wonka and the Chocolate Factory (1971) 4,000,000
English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803 Secrets & Lies (1996) 13,417,292
Spitfire Grill, The (1996) 12,643,776 Godfather, The (1972) 291,702,411 Full Monty, The (1997) 45,857,453
Sabrina (1995) 76,780,029 Full Monty, The (1997) 45,857,453 One Night Stand (1997) 2,618,335
Independence Day (ID4) (1996) 483,359,255 Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132
Average 240,721,847 Average 246,838,915 Average 49,081,232

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
Truth About Cats & Dogs, The (1996) 34,073,143
Austin Powers: International Man of Mystery (1997) 78,171,630
Leaving Las Vegas (1995) 31,968,347
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Romy and Michele's High School Reunion (1997) 29,205,077
Beautiful Girls (1996) 20,837,000
To Gillian on Her 37th Birthday (1996) 4,137,645
Evening Star, The (1996) 12,747,242
Before Sunrise (1995) 1,423,537
Donnie Brasco (1997) 60,851,988
Inventing the Abbotts (1997) 5,936,344
Addicted to Love (1997) 34,656,904
Marvin's Room (1996) 12,782,508
Mr. Holland's Opus (1995) 119,078,097
First Wives Club, The (1996) 150,063,383
Stealing Beauty (1996) 4,573,330
Muriel's Wedding (1994) 15,185,594
Happy Gilmore (1996) 38,624,000
Scream (1996) 103,001,286
Kingpin (1996) 24,944,213
I Shot Andy Warhol (1996) 1,814,290
Trainspotting (1996) 16,501,785
Titanic (1997) 600,779,824
Four Rooms (1995) 4,301,331
Average 61,454,110
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