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
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411
Indiana Jones and the Last Crusade (1989) 312,671,806 Titanic (1997) 600,779,824 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Princess Bride, The (1987) 21,277,649 Forrest Gump (1994) 485,691,196
Forrest Gump (1994) 485,691,196 Men in Black (1997) 367,992,228 Pulp Fiction (1994) 84,022,201
Independence Day (ID4) (1996) 483,359,255 Independence Day (ID4) (1996) 483,359,255 Apollo 13 (1995) 94,378,651
Pulp Fiction (1994) 84,022,201 Star Trek: First Contact (1996) 207,001,027 Titanic (1997) 600,779,824
It's a Wonderful Life (1946) 3,548,018 Air Force One (1997) 250,384,803 Rear Window (1954) 6,759,601
Apollo 13 (1995) 94,378,651 Sense and Sensibility (1995) 62,493,774 Leaving Las Vegas (1995) 31,968,347
Average 202,734,738 Average 257,528,776 Average 186,727,607

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
Shawshank Redemption, The (1994) 28,341,469
Walk in the Clouds, A (1995) 73,516,507
Hoop Dreams (1994) 7,830,611
Sleepless in Seattle (1993) 191,463,006
Truth About Cats & Dogs, The (1996) 34,073,143
Jerry Maguire (1996) 228,557,864
Sneakers (1992) 75,733,000
Back to the Future (1985) 303,398,294
Return of the Jedi (1983) 500,773,409
Four Weddings and a Funeral (1994) 75,888,832
American President, The (1995) 95,000,000
Ransom (1996) 207,758,522
Toy Story (1995) 133,344,903
Better Off Dead... (1985) 10,297,601
Lost World: Jurassic Park, The (1997) 359,161,284
Twister (1996) 375,152,715
Groundhog Day (1993) 103,406,973
Powder (1995) 30,862,146
Jurassic Park (1993) 563,476,625
Monty Python and the Holy Grail (1974) 1,821,082
I.Q. (1994) 26,372,663
Fargo (1996) 24,611,975
Grumpier Old Men (1995) 105,662,663
While You Were Sleeping (1995) 119,964,016
Hunt for Red October, The (1990) 179,209,868
Father of the Bride Part II (1995) 112,794,000
Babe (1995) 66,600,000
Casablanca (1942) 5,806,467
Mr. Holland's Opus (1995) 119,078,097
Field of Dreams (1989) 94,962,625
Star Wars (1977) 731,853,665
Santa Clause, The (1994) 139,225,854
Mrs. Doubtfire (1993) 330,200,000
Empire Strikes Back, The (1980) 225,554,189
Maverick (1994) 151,131,272
Dave (1993) 93,370,710
Much Ado About Nothing (1993) 22,551,000
Matilda (1996) 33,084,249
Silence of the Lambs, The (1991) 137,332,208
Average 156,903,166
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