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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Boogie Nights (1997) 26,384,919
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Amistad (1997) 44,175,394
Secrets & Lies (1996) 13,417,292 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Kolya (1996) 5,730,711 Chasing Amy (1997) 12,006,514 Secrets & Lies (1996) 13,417,292
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Toy Story (1995) 133,344,903
Trainspotting (1996) 16,501,785 Scream (1996) 103,001,286 Kolya (1996) 5,730,711
Toy Story (1995) 133,344,903 Secrets & Lies (1996) 13,417,292 Twelve Monkeys (1995) 82,512,000
Chasing Amy (1997) 12,006,514 Trainspotting (1996) 16,501,785 Independence Day (ID4) (1996) 483,359,255
Antonia's Line (1995) 4,823,217 Kolya (1996) 5,730,711 Monty Python and the Holy Grail (1974) 1,821,082
Average 133,523,991 Average 143,341,798 Average 114,705,294

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
Star Trek: First Contact (1996) 207,001,027
Starship Troopers (1997) 79,093,786
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Lone Star (1996) 13,269,963
Ulee's Gold (1997) 9,054,736
Sleepers (1996) 76,705,552
Return of the Jedi (1983) 500,773,409
Men in Black (1997) 367,992,228
Citizen Ruth (1996) 153,155
Tin Cup (1996) 77,003,584
Dead Man Walking (1995) 39,025,000
Sense and Sensibility (1995) 62,493,774
People vs. Larry Flynt, The (1996) 20,191,312
Air Force One (1997) 250,384,803
Gattaca (1997) 12,339,633
Mr. Holland's Opus (1995) 119,078,097
Full Monty, The (1997) 45,857,453
Seven Years in Tibet (1997) 37,901,509
Courage Under Fire (1996) 87,335,823
Brassed Off (1996) 2,560,471
Ulee's Gold (1997) 9,054,736
Star Wars (1977) 731,853,665
Contact (1997) 149,887,543
Postino, Il (1994) 20,681,301
English Patient, The (1996) 111,415,132
Evita (1996) 73,298,979
Boot, Das (1981) 11,433,134
Emma (1996) 22,201,883
Leaving Las Vegas (1995) 31,968,347
Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864
Average 110,722,509
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