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 Contact (1997) 149,887,543 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Star Wars (1977) 731,853,665 Courage Under Fire (1996) 87,335,823
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Happy Gilmore (1996) 38,624,000
Courage Under Fire (1996) 87,335,823 English Patient, The (1996) 111,415,132 High School High (1996) 20,951,277
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Michael (1996) 144,887,370 Men in Black (1997) 367,992,228 Mirror Has Two Faces, The (1996) 59,629,485
Phenomenon (1996) 155,732,573 Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409
Men in Black (1997) 367,992,228 Courage Under Fire (1996) 87,335,823 Diabolique (1996) 17,000,000
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Michael (1996) 144,887,370
Average 270,703,843 Average 280,953,603 Average 127,347,371

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
Sleepers (1996) 76,705,552
Mary Reilly (1996) 5,600,000
Mission: Impossible (1996) 274,049,639
Eddie (1996) 31,356,117
Scream (1996) 103,001,286
Toy Story (1995) 133,344,903
Ransom (1996) 207,758,522
Long Kiss Goodnight, The (1996) 33,328,051
Fear (1996) 20,754,000
Liar Liar (1997) 277,327,280
Thinner (1996) 15,171,475
Dragonheart (1996) 51,317,350
Nutty Professor, The (1996) 185,482,745
Halloween: The Curse of Michael Myers (1995) 15,116,634
Mr. Holland's Opus (1995) 119,078,097
Titanic (1997) 600,779,824
Grumpier Old Men (1995) 105,662,663
First Wives Club, The (1996) 150,063,383
Fargo (1996) 24,611,975
Evening Star, The (1996) 12,747,242
White Squall (1996) 10,300,000
Escape from L.A. (1996) 25,477,365
Jack (1996) 84,189,393
Moll Flanders (1996) 3,363,968
Preacher's Wife, The (1996) 69,743,611
Spitfire Grill, The (1996) 12,643,776
Truth About Cats & Dogs, The (1996) 34,073,143
Independence Day (ID4) (1996) 483,359,255
Absolute Power (1997) 73,037,233
Dante's Peak (1997) 98,728,432
Twelve Monkeys (1995) 82,512,000
Father of the Bride Part II (1995) 112,794,000
Twister (1996) 375,152,715
Frighteners, The (1996) 16,524,115
Eye for an Eye (1996) 26,792,700
Jerry Maguire (1996) 228,557,864
Executive Decision (1996) 93,638,632
Daylight (1996) 32,885,565
Average 113,342,908
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