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
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Secrets & Lies (1996) 13,417,292
Secrets & Lies (1996) 13,417,292 Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Emma (1996) 22,201,883
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467
Schindler's List (1993) 140,409,248 Secrets & Lies (1996) 13,417,292 Antonia's Line (1995) 4,823,217
Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514 Enchanted April (1991) 13,200,170
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Pulp Fiction (1994) 84,022,201
Enchanted April (1991) 13,200,170 Titanic (1997) 600,779,824 Rendezvous in Paris (Rendez-vous de Paris, Les) (1995) 730,099
Average 151,456,973 Average 197,374,665 Average 24,263,621

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
Cinema Paradiso (1988) 392,045
Carrington (1995) 3,242,342
How to Make an American Quilt (1995) 23,574,130
Evita (1996) 73,298,979
Madness of King George, The (1994) 15,238,994
Remains of the Day, The (1993) 22,954,968
Sense and Sensibility (1995) 62,493,774
Shadowlands (1993) 25,842,000
Young Poisoner's Handbook, The (1995) 749,812
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Much Ado About Nothing (1993) 22,551,000
Secret Garden, The (1993) 30,000,000
In & Out (1997) 63,826,569
Shine (1996) 53,830,909
Postino, Il (1994) 20,681,301
Stealing Beauty (1996) 4,573,330
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Everyone Says I Love You (1996) 9,714,482
English Patient, The (1996) 111,415,132
Jane Eyre (1996) 5,173,860
Kolya (1996) 5,730,711
Rosewood (1997) 13,104,494
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Eat Drink Man Woman (1994) 7,294,403
Four Weddings and a Funeral (1994) 75,888,832
My Left Foot (1989) 14,743,391
Muriel's Wedding (1994) 15,185,594
Angels and Insects (1995) 5,304,000
Thousand Acres, A (1997) 7,928,412
Ice Storm, The (1997) 7,837,632
Average 24,788,052
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