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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977
Dead Man Walking (1995) 39,025,000 Contact (1997) 149,887,543 Chasing Amy (1997) 12,006,514
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 People vs. Larry Flynt, The (1996) 20,191,312
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Pillow Book, The (1995) 2,293,037
Contact (1997) 149,887,543 Dead Man Walking (1995) 39,025,000 Kolya (1996) 5,730,711
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Welcome to the Dollhouse (1995) 4,429,002
Lone Star (1996) 13,269,963 Boot, Das (1981) 11,433,134 Usual Suspects, The (1995) 1,120,000
Pulp Fiction (1994) 84,022,201 Twelve Monkeys (1995) 82,512,000 Dead Man Walking (1995) 39,025,000
Boot, Das (1981) 11,433,134 Lone Star (1996) 13,269,963 Jurassic Park (1993) 563,476,625
Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Average 84,914,140 Average 79,432,119 Average 71,469,826

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
Big Night (1996) 11,881,039
Deconstructing Harry (1997) 10,569,071
Three Colors: Red (1994) 4,043,686
Leaving Las Vegas (1995) 31,968,347
Evita (1996) 73,298,979
Ice Storm, The (1997) 7,837,632
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Devil's Advocate, The (1997) 86,587,776
Star Wars (1977) 731,853,665
Jean de Florette (1986) 4,940,939
Fargo (1996) 24,611,975
Shine (1996) 53,830,909
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Ridicule (1996) 2,503,829
I Shot Andy Warhol (1996) 1,814,290
Lost Highway (1997) 3,796,699
Four Weddings and a Funeral (1994) 75,888,832
Love! Valour! Compassion! (1997) 2,874,242
Return of the Jedi (1983) 500,773,409
Bound (1996) 3,798,532
Piano, The (1993) 40,158,000
Trainspotting (1996) 16,501,785
Chungking Express (1994) 600,200
Muriel's Wedding (1994) 15,185,594
Titanic (1997) 600,779,824
English Patient, The (1996) 111,415,132
Sense and Sensibility (1995) 62,493,774
Three Colors: Blue (1993) 1,324,974
Priest (1994) 4,176,932
Farewell My Concubine (1993) 5,216,888
Horseman on the Roof, The (Hussard sur le toit, Le) (1995) 1,877,179
Three Colors: White (1994) 1,464,625
Postino, Il (1994) 20,681,301
Remains of the Day, The (1993) 22,954,968
Secrets & Lies (1996) 13,417,292
Basquiat (1996) 2,961,991
Beautiful Thing (1996) 1,449,934
Brassed Off (1996) 2,560,471
Average 67,993,689
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