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 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Full Monty, The (1997) 45,857,453 Casablanca (1942) 5,806,467
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Postino, Il (1994) 20,681,301
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 Big Night (1996) 11,881,039
Usual Suspects, The (1995) 1,120,000 Dead Man Walking (1995) 39,025,000 Babe (1995) 66,600,000
Dead Man Walking (1995) 39,025,000 Silence of the Lambs, The (1991) 137,332,208 Godfather: Part II, The (1974) 87,973,000
Full Monty, The (1997) 45,857,453 Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649
Postino, Il (1994) 20,681,301 Toy Story (1995) 133,344,903 Monty Python's Life of Brian (1979) 646,124
Citizen Kane (1941) 1,640,769 L.A. Confidential (1997) 64,604,977 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Princess Bride, The (1987) 21,277,649 Leaving Las Vegas (1995) 31,968,347 Empire Strikes Back, The (1980) 225,554,189
Average 114,500,376 Average 197,505,675 Average 58,590,363

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
Red Firecracker, Green Firecracker (1994) 272,232
Amadeus (1984) 23,401,401
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Jane Eyre (1996) 5,173,860
Back to the Future (1985) 303,398,294
English Patient, The (1996) 111,415,132
Pulp Fiction (1994) 84,022,201
Sense and Sensibility (1995) 62,493,774
Farewell My Concubine (1993) 5,216,888
Double Happiness (1994) 759,393
Annie Hall (1977) 57,253,791
Raising Arizona (1987) 22,847,564
Remains of the Day, The (1993) 22,954,968
Hoop Dreams (1994) 7,830,611
Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411
Roman Holiday (1953) 8,000,000
Mrs. Doubtfire (1993) 330,200,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Manhattan (1979) 39,900,000
Muriel's Wedding (1994) 15,185,594
Bullets Over Broadway (1994) 13,383,737
People vs. Larry Flynt, The (1996) 20,191,312
Stand by Me (1986) 69,411,304
M*A*S*H (1970) 109,920,000
Raise the Red Lantern (1991) 2,603,061
Dead Poets Society (1989) 144,288,116
Secrets & Lies (1996) 13,417,292
Mighty Aphrodite (1995) 6,700,000
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Eat Drink Man Woman (1994) 7,294,403
When Harry Met Sally... (1989) 134,613,546
Strictly Ballroom (1992) 11,738,022
Shawshank Redemption, The (1994) 28,341,469
Nobody's Fool (1994) 57,487,686
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Four Weddings and a Funeral (1994) 75,888,832
I'm Not Rappaport (1996) 222,525
Rear Window (1954) 6,759,601
Emma (1996) 22,201,883
Get Shorty (1995) 103,619,110
Night on Earth (1991) 2,015,810
Cool Hand Luke (1967) 7,300,000
Average 60,269,060
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