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 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Indiana Jones and the Last Crusade (1989) 312,671,806
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Godfather: Part II, The (1974) 87,973,000
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Casablanca (1942) 5,806,467
Indiana Jones and the Last Crusade (1989) 312,671,806 Princess Bride, The (1987) 21,277,649 Alien (1979) 42,285,739
Rear Window (1954) 6,759,601 English Patient, The (1996) 111,415,132 Aladdin (1992) 328,782,825
Usual Suspects, The (1995) 1,120,000 Casablanca (1942) 5,806,467 Aliens (1986) 121,385,096
Monty Python and the Holy Grail (1974) 1,821,082 Usual Suspects, The (1995) 1,120,000 Monty Python and the Holy Grail (1974) 1,821,082
Average 83,452,170 Average 90,791,679 Average 136,117,914

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
Forrest Gump (1994) 485,691,196
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Four Weddings and a Funeral (1994) 75,888,832
Glory (1989) 100,326
Sleepless in Seattle (1993) 191,463,006
Silence of the Lambs, The (1991) 137,332,208
Jaws (1975) 199,275,376
Sense and Sensibility (1995) 62,493,774
Hoop Dreams (1994) 7,830,611
Scream (1996) 103,001,286
Field of Dreams (1989) 94,962,625
It's a Wonderful Life (1946) 3,548,018
Philadelphia Story, The (1940) 3,000,000
Batman (1989) 401,685,407
Mr. Holland's Opus (1995) 119,078,097
Clear and Present Danger (1994) 176,112,710
Back to the Future (1985) 303,398,294
To Kill a Mockingbird (1962) 20,629,846
Hunt for Red October, The (1990) 179,209,868
Citizen Kane (1941) 1,640,769
Ransom (1996) 207,758,522
French Kiss (1995) 38,900,000
Little Women (1994) 75,083,616
Sabrina (1995) 76,780,029
Return of the Jedi (1983) 500,773,409
Apocalypse Now (1979) 42,606,290
North by Northwest (1959) 19,977,527
Braveheart (1995) 110,286,945
Much Ado About Nothing (1993) 22,551,000
Pulp Fiction (1994) 84,022,201
Star Wars (1977) 731,853,665
Dead Poets Society (1989) 144,288,116
Dave (1993) 93,370,710
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Breakfast at Tiffany's (1961) 15,500,000
Forget Paris (1995) 33,194,500
When Harry Met Sally... (1989) 134,613,546
Empire Strikes Back, The (1980) 225,554,189
Vertigo (1958) 7,024,928
Emma (1996) 22,201,883
Titanic (1997) 600,779,824
Cape Fear (1991) 118,590,000
Circle of Friends (1995) 23,397,365
Charade (1963) 6,209,420
Average 141,338,957
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