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 Air Force One (1997) 250,384,803 Independence Day (ID4) (1996) 483,359,255
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Independence Day (ID4) (1996) 483,359,255 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975 Scream (1996) 103,001,286
Fargo (1996) 24,611,975 Scream (1996) 103,001,286 Braveheart (1995) 110,286,945
Jerry Maguire (1996) 228,557,864 Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000
Godfather, The (1972) 291,702,411 Jerry Maguire (1996) 228,557,864 Full Monty, The (1997) 45,857,453
Scream (1996) 103,001,286 English Patient, The (1996) 111,415,132 Forrest Gump (1994) 485,691,196
Mission: Impossible (1996) 274,049,639 Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000
Ransom (1996) 207,758,522 Full Monty, The (1997) 45,857,453 Silence of the Lambs, The (1991) 137,332,208
Average 268,975,976 Average 236,522,419 Average 196,300,433

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
Men in Black (1997) 367,992,228
Courage Under Fire (1996) 87,335,823
Star Trek: First Contact (1996) 207,001,027
Jungle2Jungle (1997) 81,061,526
Return of the Jedi (1983) 500,773,409
Mr. Holland's Opus (1995) 119,078,097
Lion King, The (1994) 188,740,944
Muppet Treasure Island (1996) 33,609,000
Grumpier Old Men (1995) 105,662,663
Conspiracy Theory (1997) 111,189,998
Contact (1997) 149,887,543
Down Periscope (1996) 25,785,603
Mars Attacks! (1996) 37,754,208
Toy Story (1995) 133,344,903
Truth About Cats & Dogs, The (1996) 34,073,143
Sense and Sensibility (1995) 62,493,774
Phenomenon (1996) 155,732,573
Liar Liar (1997) 277,327,280
101 Dalmatians (1996) 197,767,821
Twister (1996) 375,152,715
Carrie (1976) 49,007,514
My Best Friend's Wedding (1997) 185,360,508
Aladdin (1992) 328,782,825
Star Wars (1977) 731,853,665
Average 189,448,699
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