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 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824 To Kill a Mockingbird (1962) 20,629,846
Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201 Psycho (1960) 43,200,000
Princess Bride, The (1987) 21,277,649 Boot, Das (1981) 11,433,134 When Harry Met Sally... (1989) 134,613,546
Titanic (1997) 600,779,824 Empire Strikes Back, The (1980) 225,554,189 Rear Window (1954) 6,759,601
To Kill a Mockingbird (1962) 20,629,846 Twelve Monkeys (1995) 82,512,000 Empire Strikes Back, The (1980) 225,554,189
Boot, Das (1981) 11,433,134 Air Force One (1997) 250,384,803 Alien (1979) 42,285,739
E.T. the Extra-Terrestrial (1982) 259,597,332 Jerry Maguire (1996) 228,557,864 Boot, Das (1981) 11,433,134
Average 260,580,879 Average 286,575,863 Average 73,966,344

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
Godfather, The (1972) 291,702,411
Gandhi (1982) 77,737,889
Shine (1996) 53,830,909
For Whom the Bell Tolls (1943) 7,100,000
Big Night (1996) 11,881,039
Apocalypse Now (1979) 42,606,290
Piano, The (1993) 40,158,000
Mr. Holland's Opus (1995) 119,078,097
Gone with the Wind (1939) 200,155,278
Dead Man Walking (1995) 39,025,000
Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248
Casablanca (1942) 5,806,467
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Amadeus (1984) 23,401,401
Boogie Nights (1997) 26,384,919
Lost World: Jurassic Park, The (1997) 359,161,284
Night Falls on Manhattan (1997) 9,881,286
Event Horizon (1997) 26,616,590
Aliens (1986) 121,385,096
Leaving Las Vegas (1995) 31,968,347
Scream (1996) 103,001,286
Fargo (1996) 24,611,975
Braveheart (1995) 110,286,945
Breakdown (1997) 50,129,186
It's a Wonderful Life (1946) 3,548,018
Killing Fields, The (1984) 50,509,720
English Patient, The (1996) 111,415,132
Sling Blade (1996) 24,475,416
Liar Liar (1997) 277,327,280
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fish Called Wanda, A (1988) 93,259,712
Spitfire Grill, The (1996) 12,643,776
Postino, Il (1994) 20,681,301
Forrest Gump (1994) 485,691,196
How to Make an American Quilt (1995) 23,574,130
Full Monty, The (1997) 45,857,453
Extreme Measures (1996) 17,305,211
Bridges of Madison County, The (1995) 105,823,517
L.A. Confidential (1997) 64,604,977
Usual Suspects, The (1995) 1,120,000
2001: A Space Odyssey (1968) 25,761,621
Toy Story (1995) 133,344,903
People vs. Larry Flynt, The (1996) 20,191,312
Cool Hand Luke (1967) 7,300,000
Ben-Hur (1959) 106,992,000
Preacher's Wife, The (1996) 69,743,611
Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469
Sense and Sensibility (1995) 62,493,774
Average 82,544,703
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