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 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248 Braveheart (1995) 110,286,945
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Godfather: Part II, The (1974) 87,973,000
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409
Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649 Groundhog Day (1993) 103,406,973
Monty Python and the Holy Grail (1974) 1,821,082 Braveheart (1995) 110,286,945 Princess Bride, The (1987) 21,277,649
Casablanca (1942) 5,806,467 Monty Python and the Holy Grail (1974) 1,821,082 Apollo 13 (1995) 94,378,651
Back to the Future (1985) 303,398,294 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Average 206,579,292 Average 198,898,770 Average 131,447,850

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
Cape Fear (1991) 118,590,000
Ace Ventura: Pet Detective (1994) 106,217,000
Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469
Once Upon a Time in America (1984) 7,800,000
Cool Hand Luke (1967) 7,300,000
Sleepless in Seattle (1993) 191,463,006
Being There (1979) 30,177,511
Home Alone (1990) 425,860,243
Usual Suspects, The (1995) 1,120,000
Tin Men (1987) 25,411,386
When Harry Met Sally... (1989) 134,613,546
Sling Blade (1996) 24,475,416
Jerry Maguire (1996) 228,557,864
Jaws (1975) 199,275,376
Just Cause (1995) 36,853,222
In the Line of Fire (1993) 151,314,283
It's a Wonderful Life (1946) 3,548,018
Babe (1995) 66,600,000
Broken Arrow (1996) 105,069,070
Grumpier Old Men (1995) 105,662,663
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Dumb & Dumber (1994) 190,775,354
Grease (1978) 96,605,260
Stand by Me (1986) 69,411,304
Happy Gilmore (1996) 38,624,000
Raising Arizona (1987) 22,847,564
Young Frankenstein (1974) 125,123,000
Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fish Called Wanda, A (1988) 93,259,712
Mrs. Doubtfire (1993) 330,200,000
Toy Story (1995) 133,344,903
Young Guns (1988) 64,686,644
Unforgiven (1992) 119,081,912
Weekend at Bernie's (1989) 30,218,387
Escape from New York (1981) 25,244,700
Godfather, The (1972) 291,702,411
Forrest Gump (1994) 485,691,196
Twister (1996) 375,152,715
Tin Cup (1996) 77,003,584
Average 124,532,471
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