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 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975 Twelve Monkeys (1995) 82,512,000
Mission: Impossible (1996) 274,049,639 Scream (1996) 103,001,286 Titanic (1997) 600,779,824
Fargo (1996) 24,611,975 Liar Liar (1997) 277,327,280 Aladdin (1992) 328,782,825
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Mission: Impossible (1996) 274,049,639
Braveheart (1995) 110,286,945 Jerry Maguire (1996) 228,557,864 Mrs. Doubtfire (1993) 330,200,000
Ransom (1996) 207,758,522 Mission: Impossible (1996) 274,049,639 Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864 English Patient, The (1996) 111,415,132 Mr. Holland's Opus (1995) 119,078,097
Average 217,440,676 Average 212,255,080 Average 236,929,825

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
Dragonheart (1996) 51,317,350
Broken Arrow (1996) 105,069,070
Hunt for Red October, The (1990) 179,209,868
Return of the Jedi (1983) 500,773,409
Godfather, The (1972) 291,702,411
Twister (1996) 375,152,715
Star Trek: First Contact (1996) 207,001,027
Dante's Peak (1997) 98,728,432
Star Wars (1977) 731,853,665
Lost World: Jurassic Park, The (1997) 359,161,284
Executive Decision (1996) 93,638,632
Glimmer Man, The (1996) 20,400,913
Indiana Jones and the Last Crusade (1989) 312,671,806
Pretty Woman (1990) 260,311,268
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Men in Black (1997) 367,992,228
Contact (1997) 149,887,543
Independence Day (ID4) (1996) 483,359,255
Average 262,974,725
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