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 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000
Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000 Lone Star (1996) 13,269,963
Dead Man Walking (1995) 39,025,000 Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409 Chasing Amy (1997) 12,006,514 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Twelve Monkeys (1995) 82,512,000 Toy Story (1995) 133,344,903 Citizen Kane (1941) 1,640,769
Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Vertigo (1958) 7,024,928
Average 195,909,514 Average 245,046,432 Average 50,452,276

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
Mighty Aphrodite (1995) 6,700,000
Psycho (1960) 43,200,000
Ice Storm, The (1997) 7,837,632
Manchurian Candidate, The (1962) 4,180,630
Silence of the Lambs, The (1991) 137,332,208
Star Trek IV: The Voyage Home (1986) 124,751,249
Shine (1996) 53,830,909
Chinatown (1974) 42,400,000
When Harry Met Sally... (1989) 134,613,546
Sling Blade (1996) 24,475,416
L.A. Confidential (1997) 64,604,977
Exotica (1994) 4,183,379
Reservoir Dogs (1992) 2,687,008
M*A*S*H (1970) 109,920,000
Secrets & Lies (1996) 13,417,292
Godfather, The (1972) 291,702,411
Rear Window (1954) 6,759,601
Fargo (1996) 24,611,975
Apocalypse Now (1979) 42,606,290
Full Monty, The (1997) 45,857,453
Hoop Dreams (1994) 7,830,611
Strictly Ballroom (1992) 11,738,022
People vs. Larry Flynt, The (1996) 20,191,312
Raising Arizona (1987) 22,847,564
Usual Suspects, The (1995) 1,120,000
Bullets Over Broadway (1994) 13,383,737
Monty Python and the Holy Grail (1974) 1,821,082
Boogie Nights (1997) 26,384,919
Godfather: Part II, The (1974) 87,973,000
Smoke (1995) 8,349,430
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649
Aliens (1986) 121,385,096
Cop Land (1997) 64,207,716
Koyaanisqatsi (1983) 1,723,872
Leaving Las Vegas (1995) 31,968,347
Brazil (1985) 6,500,000
Cool Hand Luke (1967) 7,300,000
Monty Python's Life of Brian (1979) 646,124
Paris Is Burning (1990) 3,779,620
This Is Spinal Tap (1984) 188,751
English Patient, The (1996) 111,415,132
Grifters, The (1990) 13,446,769
Back to the Future (1985) 303,398,294
Taxi Driver (1976) 33,669,000
Ulee's Gold (1997) 9,054,736
Get Shorty (1995) 103,619,110
Big Night (1996) 11,881,039
Heathers (1989) 1,108,462
Trainspotting (1996) 16,501,785
Anne Frank Remembered (1995) 1,310,200
Schindler's List (1993) 140,409,248
Welcome to the Dollhouse (1995) 4,429,002
Average 46,140,990
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