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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Mr. Holland's Opus (1995) 119,078,097
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Courage Under Fire (1996) 87,335,823
Mr. Holland's Opus (1995) 119,078,097 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Courage Under Fire (1996) 87,335,823 Godfather, The (1972) 291,702,411 People vs. Larry Flynt, The (1996) 20,191,312
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Dead Man Walking (1995) 39,025,000
Twelve Monkeys (1995) 82,512,000 Mr. Holland's Opus (1995) 119,078,097 Boot, Das (1981) 11,433,134
Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000
Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228 Usual Suspects, The (1995) 1,120,000
Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132 Return of the Jedi (1983) 500,773,409
Average 318,229,980 Average 320,637,911 Average 115,897,765

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
Multiplicity (1996) 20,101,861
City of Lost Children, The (1995) 1,513,028
Tin Cup (1996) 77,003,584
Juror, The (1996) 22,754,725
Executive Decision (1996) 93,638,632
Mary Reilly (1996) 5,600,000
Fargo (1996) 24,611,975
Star Trek: First Contact (1996) 207,001,027
Broken Arrow (1996) 105,069,070
City Hall (1996) 20,200,000
Mighty Aphrodite (1995) 6,700,000
Twister (1996) 375,152,715
Heat (1995) 97,783,000
Michael (1996) 144,887,370
Spitfire Grill, The (1996) 12,643,776
2 Days in the Valley (1996) 11,090,856
Long Kiss Goodnight, The (1996) 33,328,051
First Wives Club, The (1996) 150,063,383
Up Close and Personal (1996) 74,045,801
Trainspotting (1996) 16,501,785
Looking for Richard (1996) 1,361,420
Leaving Las Vegas (1995) 31,968,347
Phenomenon (1996) 155,732,573
Independence Day (ID4) (1996) 483,359,255
Diabolique (1996) 17,000,000
Sleepers (1996) 76,705,552
Bound (1996) 3,798,532
Toy Story (1995) 133,344,903
Evita (1996) 73,298,979
Michael Collins (1996) 11,085,316
Othello (1995) 2,112,951
Jerry Maguire (1996) 228,557,864
Ransom (1996) 207,758,522
Mars Attacks! (1996) 37,754,208
Extreme Measures (1996) 17,305,211
Mission: Impossible (1996) 274,049,639
Average 90,413,441
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