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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Postino, Il (1994) 20,681,301
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Kolya (1996) 5,730,711
Hotel de Love (1996) 111,106 Godfather, The (1972) 291,702,411 Boot, Das (1981) 11,433,134
Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Godfather, The (1972) 291,702,411 Leaving Las Vegas (1995) 31,968,347 Spitfire Grill, The (1996) 12,643,776
L.A. Confidential (1997) 64,604,977 Air Force One (1997) 250,384,803 Return of the Jedi (1983) 500,773,409
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Swingers (1996) 4,505,922
Good Will Hunting (1997) 192,328,280 Return of the Jedi (1983) 500,773,409 L.A. Confidential (1997) 64,604,977
Air Force One (1997) 250,384,803 Sense and Sensibility (1995) 62,493,774 Cement Garden, The (1993) 322,975
Average 237,814,983 Average 274,897,762 Average 65,666,455

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
Fargo (1996) 24,611,975
Lost Highway (1997) 3,796,699
Things to Do in Denver when You're Dead (1995) 529,766
Contact (1997) 149,887,543
Crash (1996) 3,168,660
Cats Don't Dance (1997) 3,562,749
Secrets & Lies (1996) 13,417,292
Breaking the Waves (1996) 4,040,691
Chasing Amy (1997) 12,006,514
Lost World: Jurassic Park, The (1997) 359,161,284
Fifth Element, The (1997) 92,897,302
Twister (1996) 375,152,715
Face/Off (1997) 163,746,077
Mighty Aphrodite (1995) 6,700,000
Taxi Driver (1976) 33,669,000
FairyTale: A True Story (1997) 14,036,249
Bound (1996) 3,798,532
Heaven's Prisoners (1996) 5,005,000
2 Days in the Valley (1996) 11,090,856
Boogie Nights (1997) 26,384,919
Silence of the Lambs, The (1991) 137,332,208
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Emma (1996) 22,201,883
Big Night (1996) 11,881,039
Richard III (1995) 2,600,000
Lone Star (1996) 13,269,963
Fly Away Home (1996) 24,506,082
Chasing Amy (1997) 12,006,514
Portrait of a Lady, The (1996) 3,692,836
Of Love and Shadows (1994) 19,710
Psycho (1960) 43,200,000
Gattaca (1997) 12,339,633
Angels and Insects (1995) 5,304,000
Antonia's Line (1995) 4,823,217
Full Monty, The (1997) 45,857,453
Stealing Beauty (1996) 4,573,330
Dante's Peak (1997) 98,728,432
Trainspotting (1996) 16,501,785
Four Weddings and a Funeral (1994) 75,888,832
Average 48,053,850
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