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 Return of the Jedi (1983) 500,773,409
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824 Braveheart (1995) 110,286,945
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208
Princess Bride, The (1987) 21,277,649 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945 Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000
Jurassic Park (1993) 563,476,625 Empire Strikes Back, The (1980) 225,554,189 Fifth Element, The (1997) 92,897,302
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649 Miracle on 34th Street (1994) 17,193,886
Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945 Alien (1979) 42,285,739
Average 306,583,403 Average 279,405,981 Average 165,042,563

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
Star Trek: First Contact (1996) 207,001,027
D3: The Mighty Ducks (1996) 22,936,273
Liar Liar (1997) 277,327,280
Star Trek: The Wrath of Khan (1982) 118,633,541
Star Trek: Generations (1994) 111,368,868
Mr. Holland's Opus (1995) 119,078,097
Clueless (1995) 75,525,013
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Billy Madison (1995) 25,588,750
Speed 2: Cruise Control (1997) 73,035,506
Star Trek IV: The Voyage Home (1986) 124,751,249
Ace Ventura: Pet Detective (1994) 106,217,000
Phenomenon (1996) 155,732,573
Forrest Gump (1994) 485,691,196
Scream (1996) 103,001,286
Air Force One (1997) 250,384,803
Mrs. Doubtfire (1993) 330,200,000
Star Trek: The Motion Picture (1979) 95,658,976
Jerry Maguire (1996) 228,557,864
Happy Gilmore (1996) 38,624,000
Michael (1996) 144,887,370
Mission: Impossible (1996) 274,049,639
Men in Black (1997) 367,992,228
Aladdin (1992) 328,782,825
Batman (1989) 401,685,407
Beauty and the Beast (1991) 94,902,028
Cool Runnings (1993) 98,839,263
Mortal Kombat (1995) 107,045,672
Batman Forever (1995) 289,097,904
My Best Friend's Wedding (1997) 185,360,508
Courage Under Fire (1996) 87,335,823
Monty Python and the Holy Grail (1974) 1,821,082
Casper (1995) 149,489,194
Independence Day (ID4) (1996) 483,359,255
Mighty Morphin Power Rangers: The Movie (1995) 37,765,144
Seven (Se7en) (1995) 143,225,000
Truth About Cats & Dogs, The (1996) 34,073,143
Pulp Fiction (1994) 84,022,201
Lion King, The (1994) 188,740,944
Next Karate Kid, The (1994) 8,751,228
Jumanji (1995) 152,675,249
Shawshank Redemption, The (1994) 28,341,469
Speed (1994) 121,248,145
Con Air (1997) 146,553,269
Santa Clause, The (1994) 139,225,854
Babe (1995) 66,600,000
Nutty Professor, The (1996) 185,482,745
Conspiracy Theory (1997) 111,189,998
Twister (1996) 375,152,715
Species (1995) 87,679,449
Dirty Dancing (1987) 89,171,578
Pinocchio (1940) 59,305,559
Ghost (1990) 226,931,306
Father of the Bride Part II (1995) 112,794,000
Back to the Future (1985) 303,398,294
Jack (1996) 84,189,393
Terminator 2: Judgment Day (1991) 207,064,802
True Lies (1994) 226,261,000
Space Jam (1996) 136,520,983
Multiplicity (1996) 20,101,861
Toy Story (1995) 133,344,903
Transformers: The Movie, The (1986) 5,706,456
Indiana Jones and the Last Crusade (1989) 312,671,806
Before and After (1996) 17,292,000
Ransom (1996) 207,758,522
Nightmare Before Christmas, The (1993) 22,782,289
Apollo 13 (1995) 94,378,651
Average 152,292,561
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