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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Jerry Maguire (1996) 228,557,864
Jerry Maguire (1996) 228,557,864 Scream (1996) 103,001,286 Mr. Holland's Opus (1995) 119,078,097
Mr. Holland's Opus (1995) 119,078,097 Jerry Maguire (1996) 228,557,864 Scream (1996) 103,001,286
Scream (1996) 103,001,286 Mr. Holland's Opus (1995) 119,078,097 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 G.I. Jane (1997) 70,277,032
Phenomenon (1996) 155,732,573 English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Forrest Gump (1994) 485,691,196
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Aladdin (1992) 328,782,825
G.I. Jane (1997) 70,277,032 Twelve Monkeys (1995) 82,512,000 Phenomenon (1996) 155,732,573
Michael (1996) 144,887,370 Truth About Cats & Dogs, The (1996) 34,073,143 Sabrina (1995) 76,780,029
Average 185,004,356 Average 166,033,670 Average 194,211,531

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
Con Air (1997) 146,553,269
Kiss the Girls (1997) 86,753,012
Air Force One (1997) 250,384,803
Contact (1997) 149,887,543
Face/Off (1997) 163,746,077
Toy Story (1995) 133,344,903
Independence Day (ID4) (1996) 483,359,255
Ransom (1996) 207,758,522
Men in Black (1997) 367,992,228
Thousand Acres, A (1997) 7,928,412
Conspiracy Theory (1997) 111,189,998
Sense and Sensibility (1995) 62,493,774
Star Trek: First Contact (1996) 207,001,027
Father of the Bride Part II (1995) 112,794,000
Mission: Impossible (1996) 274,049,639
Mirror Has Two Faces, The (1996) 59,629,485
Courage Under Fire (1996) 87,335,823
Star Wars (1977) 731,853,665
Twister (1996) 375,152,715
Liar Liar (1997) 277,327,280
River Wild, The (1994) 69,356,343
Return of the Jedi (1983) 500,773,409
Dante's Peak (1997) 98,728,432
Average 215,886,678
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