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
Independence Day (ID4) (1996) 483,359,255 English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280 Sense and Sensibility (1995) 62,493,774
Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228 Full Monty, The (1997) 45,857,453
Liar Liar (1997) 277,327,280 Mr. Holland's Opus (1995) 119,078,097 To Gillian on Her 37th Birthday (1996) 4,137,645
Mr. Holland's Opus (1995) 119,078,097 Independence Day (ID4) (1996) 483,359,255 Mirror Has Two Faces, The (1996) 59,629,485
For the Moment (1994) 121,548 Sense and Sensibility (1995) 62,493,774 Emma (1996) 22,201,883
Sense and Sensibility (1995) 62,493,774 Godfather, The (1972) 291,702,411 Independence Day (ID4) (1996) 483,359,255
Ransom (1996) 207,758,522 Full Monty, The (1997) 45,857,453 It's a Wonderful Life (1946) 3,548,018
Average 175,715,909 Average 188,683,889 Average 109,458,190

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
Courage Under Fire (1996) 87,335,823
Associate, The (1996) 12,772,657
Up Close and Personal (1996) 74,045,801
Toy Story (1995) 133,344,903
G.I. Jane (1997) 70,277,032
Tomorrow Never Dies (1997) 184,221,129
Preacher's Wife, The (1996) 69,743,611
If Lucy Fell (1996) 4,635,344
Seven Years in Tibet (1997) 37,901,509
Picture Perfect (1997) 31,058,643
Star Wars (1977) 731,853,665
Titanic (1997) 600,779,824
Happy Gilmore (1996) 38,624,000
My Best Friend's Wedding (1997) 185,360,508
Fly Away Home (1996) 24,506,082
Ghost and the Darkness, The (1996) 38,553,833
Long Kiss Goodnight, The (1996) 33,328,051
Surviving Picasso (1996) 1,985,001
Michael (1996) 144,887,370
Sabrina (1995) 76,780,029
Tin Cup (1996) 77,003,584
Jerry Maguire (1996) 228,557,864
Spitfire Grill, The (1996) 12,643,776
Swingers (1996) 4,505,922
Othello (1995) 2,112,951
Phenomenon (1996) 155,732,573
Air Force One (1997) 250,384,803
People vs. Larry Flynt, The (1996) 20,191,312
In Love and War (1996) 14,466,354
Bed of Roses (1996) 19,030,691
Contact (1997) 149,887,543
Truth About Cats & Dogs, The (1996) 34,073,143
Twister (1996) 375,152,715
Everyone Says I Love You (1996) 9,714,482
That Thing You Do! (1996) 25,809,813
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Hercules (1997) 142,729,205
River Wild, The (1994) 69,356,343
Mission: Impossible (1996) 274,049,639
Evita (1996) 73,298,979
Star Trek: First Contact (1996) 207,001,027
Free Willy 3: The Rescue (1997) 3,519,178
Jane Eyre (1996) 5,173,860
Return of the Jedi (1983) 500,773,409
Beautiful Girls (1996) 20,837,000
Average 116,933,355
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