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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Independence Day (ID4) (1996) 483,359,255 Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000
Mr. Holland's Opus (1995) 119,078,097 Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977
Godfather, The (1972) 291,702,411 Mr. Holland's Opus (1995) 119,078,097 Silence of the Lambs, The (1991) 137,332,208
Star Trek: First Contact (1996) 207,001,027 Independence Day (ID4) (1996) 483,359,255 Shawshank Redemption, The (1994) 28,341,469
Mission: Impossible (1996) 274,049,639 Star Trek: First Contact (1996) 207,001,027 Independence Day (ID4) (1996) 483,359,255
English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347 Star Trek: First Contact (1996) 207,001,027
Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977 G.I. Jane (1997) 70,277,032
Average 335,198,080 Average 314,253,614 Average 159,562,360

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
Twister (1996) 375,152,715
Courage Under Fire (1996) 87,335,823
Conspiracy Theory (1997) 111,189,998
Ransom (1996) 207,758,522
Phenomenon (1996) 155,732,573
Kingpin (1996) 24,944,213
Men in Black (1997) 367,992,228
Contact (1997) 149,887,543
Air Force One (1997) 250,384,803
Primal Fear (1996) 80,646,667
Jerry Maguire (1996) 228,557,864
Face/Off (1997) 163,746,077
Donnie Brasco (1997) 60,851,988
Father of the Bride Part II (1995) 112,794,000
Sleepers (1996) 76,705,552
Fargo (1996) 24,611,975
Scream (1996) 103,001,286
Tin Cup (1996) 77,003,584
Fear (1996) 20,754,000
Liar Liar (1997) 277,327,280
Heat (1995) 97,783,000
Toy Story (1995) 133,344,903
Average 144,886,663
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