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
Turbo: A Power Rangers Movie (1997) 8,109,349 Twister (1996) 375,152,715 Free Willy 2: The Adventure Home (1995) 30,077,111
Lassie (1994) 9,979,683 Titanic (1997) 600,779,824 Twister (1996) 375,152,715
Free Willy 2: The Adventure Home (1995) 30,077,111 Independence Day (ID4) (1996) 483,359,255 Free Willy (1993) 113,698,625
Beverly Hillbillies, The (1993) 63,442,335 Toy Story (1995) 133,344,903 Ransom (1996) 207,758,522
Twister (1996) 375,152,715 Liar Liar (1997) 277,327,280 Mission: Impossible (1996) 274,049,639
Robert A. Heinlein's The Puppet Masters (1994) 8,638,072 Mission: Impossible (1996) 274,049,639 Toy Story (1995) 133,344,903
Free Willy (1993) 113,698,625 Ransom (1996) 207,758,522 Titanic (1997) 600,779,824
Ransom (1996) 207,758,522 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Mission: Impossible (1996) 274,049,639 Mr. Holland's Opus (1995) 119,078,097 First Knight (1995) 37,600,435
Independence Day (ID4) (1996) 483,359,255 Jerry Maguire (1996) 228,557,864 Romy and Michele's High School Reunion (1997) 29,205,077
Average 157,426,530 Average 280,240,938 Average 190,466,813

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
Grumpier Old Men (1995) 105,662,663
Return of the Jedi (1983) 500,773,409
Star Trek: First Contact (1996) 207,001,027
Flipper (1996) 20,047,715
Star Wars (1977) 731,853,665
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Eraser (1996) 147,260,786
Air Force One (1997) 250,384,803
Contact (1997) 149,887,543
Juror, The (1996) 22,754,725
Average 216,833,575
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