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 Empire Strikes Back, The (1980) 225,554,189
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 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Independence Day (ID4) (1996) 483,359,255 Air Force One (1997) 250,384,803 Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649 Independence Day (ID4) (1996) 483,359,255 Babe (1995) 66,600,000
Silence of the Lambs, The (1991) 137,332,208 Mr. Holland's Opus (1995) 119,078,097 Return of the Jedi (1983) 500,773,409
Indiana Jones and the Last Crusade (1989) 312,671,806 Fargo (1996) 24,611,975 Twelve Monkeys (1995) 82,512,000
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Princess Bride, The (1987) 21,277,649
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Indiana Jones and the Last Crusade (1989) 312,671,806
Shawshank Redemption, The (1994) 28,341,469 Empire Strikes Back, The (1980) 225,554,189 Casablanca (1942) 5,806,467
Average 273,146,044 Average 291,453,755 Average 157,695,917

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
Aladdin (1992) 328,782,825
Conspiracy Theory (1997) 111,189,998
Fish Called Wanda, A (1988) 93,259,712
Top Gun (1986) 256,050,237
Conan the Barbarian (1981) 60,241,612
When Harry Met Sally... (1989) 134,613,546
Beverly Hillbillies, The (1993) 63,442,335
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
E.T. the Extra-Terrestrial (1982) 259,597,332
Man Without a Face, The (1993) 24,760,338
Dumb & Dumber (1994) 190,775,354
Snow White and the Seven Dwarfs (1937) 103,921,550
First Knight (1995) 37,600,435
Ace Ventura: Pet Detective (1994) 106,217,000
Black Beauty (1994) 4,630,377
Mrs. Doubtfire (1993) 330,200,000
101 Dalmatians (1996) 197,767,821
Romy and Michele's High School Reunion (1997) 29,205,077
Lion King, The (1994) 188,740,944
Pinocchio (1940) 59,305,559
Home Alone (1990) 425,860,243
Toy Story (1995) 133,344,903
Twister (1996) 375,152,715
Jurassic Park (1993) 563,476,625
Lost World: Jurassic Park, The (1997) 359,161,284
Lost in Space (1998) 69,102,910
Homeward Bound: The Incredible Journey (1993) 60,039,088
Mary Poppins (1964) 133,300,000
Apollo 13 (1995) 94,378,651
Braveheart (1995) 110,286,945
Sleepless in Seattle (1993) 191,463,006
Jaws (1975) 199,275,376
Flipper (1996) 20,047,715
Forrest Gump (1994) 485,691,196
Wishmaster (1997) 15,719,109
Ransom (1996) 207,758,522
Robert A. Heinlein's The Puppet Masters (1994) 8,638,072
Four Weddings and a Funeral (1994) 75,888,832
Dances with Wolves (1990) 265,746,848
Ghost (1990) 226,931,306
Beauty and the Beast (1991) 94,902,028
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Cool Runnings (1993) 98,839,263
Turbo: A Power Rangers Movie (1997) 8,109,349
Titanic (1997) 600,779,824
Drop Dead Fred (1991) 13,878,334
Cinderella (1950) 75,188,149
Mission: Impossible (1996) 274,049,639
Jaws 2 (1978) 60,298,023
Dirty Dancing (1987) 89,171,578
Jack (1996) 84,189,393
Lassie (1994) 9,979,683
Free Willy (1993) 113,698,625
Die Hard (1988) 116,707,729
Scream (1996) 103,001,286
G.I. Jane (1997) 70,277,032
Liar Liar (1997) 277,327,280
Grumpier Old Men (1995) 105,662,663
Con Air (1997) 146,553,269
Free Willy 2: The Adventure Home (1995) 30,077,111
Grease (1978) 96,605,260
Heathers (1989) 1,108,462
Little Big League (1994) 12,211,068
On Golden Pond (1981) 80,430,967
Grease 2 (1982) 17,545,234
Casper (1995) 149,489,194
Robin Hood: Prince of Thieves (1991) 173,380,000
Volcano (1997) 71,496,882
Carrie (1976) 49,007,514
Average 141,026,797
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