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 Star Wars (1977) 731,853,665 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453 Air Force One (1997) 250,384,803
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Scream (1996) 103,001,286
Fargo (1996) 24,611,975 Air Force One (1997) 250,384,803 Casablanca (1942) 5,806,467
Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975 Independence Day (ID4) (1996) 483,359,255
Good Will Hunting (1997) 192,328,280 Godfather, The (1972) 291,702,411 Good Will Hunting (1997) 192,328,280
Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286 Silence of the Lambs, The (1991) 137,332,208
Scream (1996) 103,001,286 Good Will Hunting (1997) 192,328,280 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Silence of the Lambs, The (1991) 137,332,208 Toy Story (1995) 133,344,903 Star Wars (1977) 731,853,665
Seven Years in Tibet (1997) 37,901,509 Conspiracy Theory (1997) 111,189,998 Full Monty, The (1997) 45,857,453
Average 187,957,856 Average 194,887,975 Average 202,374,632

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
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Jurassic Park (1993) 563,476,625
Return of the Jedi (1983) 500,773,409
Waiting for Guffman (1996) 2,892,582
My Best Friend's Wedding (1997) 185,360,508
English Patient, The (1996) 111,415,132
Apollo 13 (1995) 94,378,651
Liar Liar (1997) 277,327,280
Anastasia (1997) 83,412,682
Shine (1996) 53,830,909
In & Out (1997) 63,826,569
Twelve Monkeys (1995) 82,512,000
Kolya (1996) 5,730,711
Contact (1997) 149,887,543
George of the Jungle (1997) 149,879,375
Fly Away Home (1996) 24,506,082
Empire Strikes Back, The (1980) 225,554,189
Flubber (1997) 135,747,068
Apt Pupil (1998) 8,838,938
Titanic (1997) 600,779,824
Men in Black (1997) 367,992,228
Top Gun (1986) 256,050,237
2001: A Space Odyssey (1968) 25,761,621
Dumb & Dumber (1994) 190,775,354
Forrest Gump (1994) 485,691,196
Everyone Says I Love You (1996) 9,714,482
Average 184,670,360
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