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 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Vertigo (1958) 7,024,928
Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469 Alien (1979) 42,285,739
Forrest Gump (1994) 485,691,196 Toy Story (1995) 133,344,903 Secrets & Lies (1996) 13,417,292
Braveheart (1995) 110,286,945 Pulp Fiction (1994) 84,022,201 Monty Python and the Holy Grail (1974) 1,821,082
Average 261,683,534 Average 276,945,276 Average 84,957,917

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
Sabrina (1954) 14,000,000
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Truth About Cats & Dogs, The (1996) 34,073,143
Back to the Future (1985) 303,398,294
Gandhi (1982) 77,737,889
Indiana Jones and the Last Crusade (1989) 312,671,806
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Rear Window (1954) 6,759,601
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Dead Poets Society (1989) 144,288,116
Fargo (1996) 24,611,975
Four Weddings and a Funeral (1994) 75,888,832
What's Eating Gilbert Grape (1993) 9,170,214
On Golden Pond (1981) 80,430,967
My Fair Lady (1964) 42,805,000
Die Hard (1988) 116,707,729
Groundhog Day (1993) 103,406,973
Killing Fields, The (1984) 50,509,720
Walk in the Clouds, A (1995) 73,516,507
Schindler's List (1993) 140,409,248
Casablanca (1942) 5,806,467
Sophie's Choice (1982) 19,962,353
Conspiracy Theory (1997) 111,189,998
Circle of Friends (1995) 23,397,365
As Good As It Gets (1997) 215,563,842
Much Ado About Nothing (1993) 22,551,000
Powder (1995) 30,862,146
Leaving Las Vegas (1995) 31,968,347
Thin Man, The (1934) 1,423,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
In the Line of Fire (1993) 151,314,283
My Left Foot (1989) 14,743,391
Glory (1989) 100,326
Dances with Wolves (1990) 265,746,848
Philadelphia (1993) 114,946,440
Stealing Beauty (1996) 4,573,330
Boot, Das (1981) 11,433,134
Streetcar Named Desire, A (1951) 4,414,474
Clear and Present Danger (1994) 176,112,710
Sense and Sensibility (1995) 62,493,774
Apt Pupil (1998) 8,838,938
Dolores Claiborne (1994) 24,361,867
Piano, The (1993) 40,158,000
Gone with the Wind (1939) 200,155,278
It Happened One Night (1934) 2,000,000
Courage Under Fire (1996) 87,335,823
Bed of Roses (1996) 19,030,691
When Harry Met Sally... (1989) 134,613,546
M*A*S*H (1970) 109,920,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Psycho (1960) 43,200,000
Sleepless in Seattle (1993) 191,463,006
Some Like It Hot (1959) 33,300,000
Unforgiven (1992) 119,081,912
Gigi (1958) 13,208,725
My Own Private Idaho (1991) 6,258,980
Amadeus (1984) 23,401,401
Average 76,851,598
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