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
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Twister (1996) 375,152,715
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Long Kiss Goodnight, The (1996) 33,328,051
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453
Twelve Monkeys (1995) 82,512,000 Toy Story (1995) 133,344,903 Chasing Amy (1997) 12,006,514
Mr. Holland's Opus (1995) 119,078,097 L.A. Confidential (1997) 64,604,977 Contact (1997) 149,887,543
Pulp Fiction (1994) 84,022,201 Twelve Monkeys (1995) 82,512,000 Swingers (1996) 4,505,922
Twister (1996) 375,152,715 Mr. Holland's Opus (1995) 119,078,097 Shawshank Redemption, The (1994) 28,341,469
English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514 Monty Python's Life of Brian (1979) 646,124
Average 219,827,962 Average 181,571,620 Average 102,394,020

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
Jerry Maguire (1996) 228,557,864
Dragonheart (1996) 51,317,350
Ghost and the Darkness, The (1996) 38,553,833
Beverly Hills Ninja (1997) 31,235,710
Beautiful Girls (1996) 20,837,000
Grumpier Old Men (1995) 105,662,663
Return of the Jedi (1983) 500,773,409
Escape from L.A. (1996) 25,477,365
Broken Arrow (1996) 105,069,070
Scream (1996) 103,001,286
Four Rooms (1995) 4,301,331
River Wild, The (1994) 69,356,343
Heat (1995) 97,783,000
U Turn (1997) 6,633,400
Happy Gilmore (1996) 38,624,000
Bean (1997) 45,298,656
Phenomenon (1996) 155,732,573
Breakdown (1997) 50,129,186
Murder at 1600 (1997) 25,826,788
Absolute Power (1997) 73,037,233
Sgt. Bilko (1996) 30,356,793
Monty Python and the Holy Grail (1974) 1,821,082
Jackie Chan's First Strike (1996) 14,511,338
Fargo (1996) 24,611,975
Executive Decision (1996) 93,638,632
Star Trek: First Contact (1996) 207,001,027
Crossing Guard, The (1995) 832,910
Mulholland Falls (1996) 11,500,000
2 Days in the Valley (1996) 11,090,856
Devil's Advocate, The (1997) 86,587,776
Private Parts (1997) 59,339,346
Sleepers (1996) 76,705,552
Bound (1996) 3,798,532
Othello (1995) 2,112,951
Donnie Brasco (1997) 60,851,988
Crash (1996) 3,168,660
Men in Black (1997) 367,992,228
Liar Liar (1997) 277,327,280
Ransom (1996) 207,758,522
Mission: Impossible (1996) 274,049,639
Star Wars (1977) 731,853,665
Boogie Nights (1997) 26,384,919
Dead Man Walking (1995) 39,025,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Down Periscope (1996) 25,785,603
Set It Off (1996) 36,049,108
Trainspotting (1996) 16,501,785
Fear (1996) 20,754,000
Things to Do in Denver when You're Dead (1995) 529,766
Independence Day (ID4) (1996) 483,359,255
One Fine Day (1996) 68,829,020
Leaving Las Vegas (1995) 31,968,347
Austin Powers: International Man of Mystery (1997) 78,171,630
Trees Lounge (1996) 673,269
Michael (1996) 144,887,370
Primal Fear (1996) 80,646,667
Grosse Pointe Blank (1997) 28,014,536
Fled (1996) 17,095,268
Nutty Professor, The (1996) 185,482,745
Average 95,123,340
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