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
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Blade Runner (1982) 1,445,283 Dead Man Walking (1995) 39,025,000 Secrets & Lies (1996) 13,417,292
Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469 Blade Runner (1982) 1,445,283
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Full Monty, The (1997) 45,857,453 Twelve Monkeys (1995) 82,512,000
Clockwork Orange, A (1971) 38,589,355 Empire Strikes Back, The (1980) 225,554,189 Reservoir Dogs (1992) 2,687,008
Citizen Kane (1941) 1,640,769 Twelve Monkeys (1995) 82,512,000 Empire Strikes Back, The (1980) 225,554,189
Apocalypse Now (1979) 42,606,290 Leaving Las Vegas (1995) 31,968,347 Rear Window (1954) 6,759,601
Taxi Driver (1976) 33,669,000 Titanic (1997) 600,779,824 Clockwork Orange, A (1971) 38,589,355
Average 101,810,363 Average 184,510,848 Average 54,479,006

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
Beauty and the Beast (1991) 94,902,028
Sleepless in Seattle (1993) 191,463,006
Toy Story (1995) 133,344,903
Naked (1993) 1,769,305
English Patient, The (1996) 111,415,132
Raising Arizona (1987) 22,847,564
Seven (Se7en) (1995) 143,225,000
Smoke (1995) 8,349,430
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Braveheart (1995) 110,286,945
Sense and Sensibility (1995) 62,493,774
Bitter Moon (1992) 1,862,805
Ransom (1996) 207,758,522
Dead Poets Society (1989) 144,288,116
Aliens (1986) 121,385,096
Victor/Victoria (1982) 28,215,453
Streetcar Named Desire, A (1951) 4,414,474
Emma (1996) 22,201,883
Godfather, The (1972) 291,702,411
Forrest Gump (1994) 485,691,196
Cinderella (1950) 75,188,149
Silence of the Lambs, The (1991) 137,332,208
Short Cuts (1993) 6,110,979
On Golden Pond (1981) 80,430,967
Copycat (1995) 32,051,917
Orlando (1993) 5,289,772
This Is Spinal Tap (1984) 188,751
Platoon (1986) 207,900,328
Four Weddings and a Funeral (1994) 75,888,832
Dial M for Murder (1954) 3,012,562
Pulp Fiction (1994) 84,022,201
French Twist (Gazon maudit) (1995) 1,400,000
Princess Bride, The (1987) 21,277,649
Three Colors: White (1994) 1,464,625
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Koyaanisqatsi (1983) 1,723,872
Miller's Crossing (1990) 5,080,409
Strange Days (1995) 7,919,000
Trainspotting (1996) 16,501,785
Rebecca (1940) 1,526,957
Queen Margot (Reine Margot, La) (1994) 2,017,346
Star Trek: First Contact (1996) 207,001,027
My Left Foot (1989) 14,743,391
Fish Called Wanda, A (1988) 93,259,712
Monty Python and the Holy Grail (1974) 1,821,082
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Chungking Express (1994) 600,200
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Fantasia (1940) 49,310,882
Fargo (1996) 24,611,975
Man Without a Face, The (1993) 24,760,338
Star Wars (1977) 731,853,665
Casablanca (1942) 5,806,467
Three Colors: Red (1994) 4,043,686
Unbearable Lightness of Being, The (1988) 10,006,806
Ridicule (1996) 2,503,829
Three Colors: Blue (1993) 1,324,974
2001: A Space Odyssey (1968) 25,761,621
Big Night (1996) 11,881,039
Usual Suspects, The (1995) 1,120,000
Get Shorty (1995) 103,619,110
Hamlet (1996) 4,414,535
Brothers McMullen, The (1995) 10,246,600
Boot, Das (1981) 11,433,134
Henry V (1989) 10,161,099
Snow White and the Seven Dwarfs (1937) 103,921,550
Amadeus (1984) 23,401,401
Red Rock West (1992) 2,502,551
That Thing You Do! (1996) 25,809,813
Widows' Peak (1994) 6,243,722
Father of the Bride (1950) 4,054,400
African Queen, The (1951) 4,300,000
Average 65,043,460
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