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 Titanic (1997) 600,779,824 Empire Strikes Back, The (1980) 225,554,189
Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Apt Pupil (1998) 8,838,938
Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938 L.A. Confidential (1997) 64,604,977
Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201 Scream (1996) 103,001,286
Empire Strikes Back, The (1980) 225,554,189 Scream (1996) 103,001,286 Amadeus (1984) 23,401,401
Casablanca (1942) 5,806,467 Toy Story (1995) 133,344,903 Seven (Se7en) (1995) 143,225,000
Princess Bride, The (1987) 21,277,649 Dead Man Walking (1995) 39,025,000 Citizen Kane (1941) 1,640,769
Amadeus (1984) 23,401,401 Empire Strikes Back, The (1980) 225,554,189 Amistad (1997) 44,175,394
Godfather: Part II, The (1974) 87,973,000 Twelve Monkeys (1995) 82,512,000 As Good As It Gets (1997) 215,563,842
Average 162,303,205 Average 184,245,672 Average 85,128,344

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
Ice Storm, The (1997) 7,837,632
Good Will Hunting (1997) 192,328,280
Godfather, The (1972) 291,702,411
Dead Poets Society (1989) 144,288,116
GoodFellas (1990) 67,336,394
Dances with Wolves (1990) 265,746,848
Groundhog Day (1993) 103,406,973
Kundun (1997) 5,532,301
Usual Suspects, The (1995) 1,120,000
In the Name of the Father (1993) 25,096,862
Boogie Nights (1997) 26,384,919
Platoon (1986) 207,900,328
Mr. Holland's Opus (1995) 119,078,097
Mighty Aphrodite (1995) 6,700,000
Eve's Bayou (1997) 14,821,531
Air Force One (1997) 250,384,803
Leaving Las Vegas (1995) 31,968,347
Star Wars (1977) 731,853,665
Forrest Gump (1994) 485,691,196
Shawshank Redemption, The (1994) 28,341,469
Jerry Maguire (1996) 228,557,864
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Schindler's List (1993) 140,409,248
Jackie Brown (1997) 39,647,595
Braveheart (1995) 110,286,945
Apocalypse Now (1979) 42,606,290
Things to Do in Denver when You're Dead (1995) 529,766
To Kill a Mockingbird (1962) 20,629,846
Deconstructing Harry (1997) 10,569,071
Jaws (1975) 199,275,376
Chasing Amy (1997) 12,006,514
Boot, Das (1981) 11,433,134
When Harry Met Sally... (1989) 134,613,546
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Lawrence of Arabia (1962) 20,652,481
Mr. Smith Goes to Washington (1939) 1,500,000
Glory (1989) 100,326
Sophie's Choice (1982) 19,962,353
Koyaanisqatsi (1983) 1,723,872
Killing Fields, The (1984) 50,509,720
Full Monty, The (1997) 45,857,453
Silence of the Lambs, The (1991) 137,332,208
M*A*S*H (1970) 109,920,000
Bridge on the River Kwai, The (1957) 50,495,000
Aliens (1986) 121,385,096
Contact (1997) 149,887,543
Patton (1970) 89,800,000
Fargo (1996) 24,611,975
English Patient, The (1996) 111,415,132
Average 106,336,585
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