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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Toy Story (1995) 133,344,903 Usual Suspects, The (1995) 1,120,000
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Empire Strikes Back, The (1980) 225,554,189
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Empire Strikes Back, The (1980) 225,554,189 Twelve Monkeys (1995) 82,512,000
Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248 It's a Wonderful Life (1946) 3,548,018
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Boot, Das (1981) 11,433,134
Braveheart (1995) 110,286,945 Twelve Monkeys (1995) 82,512,000 Amadeus (1984) 23,401,401
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Usual Suspects, The (1995) 1,120,000 Return of the Jedi (1983) 500,773,409
Average 174,080,478 Average 169,097,738 Average 115,442,507

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
Faithful (1996) 2,104,000
Fantasia (1940) 49,310,882
That Thing You Do! (1996) 25,809,813
Much Ado About Nothing (1993) 22,551,000
Four Weddings and a Funeral (1994) 75,888,832
Beauty and the Beast (1991) 94,902,028
Robin Hood: Prince of Thieves (1991) 173,380,000
Clerks (1994) 3,151,130
Rumble in the Bronx (1995) 32,333,860
When Harry Met Sally... (1989) 134,613,546
Strictly Ballroom (1992) 11,738,022
Raising Arizona (1987) 22,847,564
Indiana Jones and the Last Crusade (1989) 312,671,806
Jackie Chan's First Strike (1996) 14,511,338
Star Wars (1977) 731,853,665
Phenomenon (1996) 155,732,573
Aladdin (1992) 328,782,825
This Is Spinal Tap (1984) 188,751
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Brazil (1985) 6,500,000
Groundhog Day (1993) 103,406,973
Monty Python and the Holy Grail (1974) 1,821,082
I.Q. (1994) 26,372,663
Liar Liar (1997) 277,327,280
Jack (1996) 84,189,393
Young Frankenstein (1974) 125,123,000
Space Jam (1996) 136,520,983
Mrs. Doubtfire (1993) 330,200,000
Pulp Fiction (1994) 84,022,201
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Joe's Apartment (1996) 4,611,624
Back to the Future (1985) 303,398,294
Heathers (1989) 1,108,462
Very Brady Sequel, A (1996) 21,397,954
Nightmare Before Christmas, The (1993) 22,782,289
Fargo (1996) 24,611,975
M*A*S*H (1970) 109,920,000
Princess Bride, The (1987) 21,277,649
Dave (1993) 93,370,710
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Lion King, The (1994) 188,740,944
Average 105,107,173
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