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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Apollo 13 (1995) 94,378,651
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Trainspotting (1996) 16,501,785
Usual Suspects, The (1995) 1,120,000 Air Force One (1997) 250,384,803 Princess Bride, The (1987) 21,277,649
Independence Day (ID4) (1996) 483,359,255 Schindler's List (1993) 140,409,248 Courage Under Fire (1996) 87,335,823
Terminator 2: Judgment Day (1991) 207,064,802 Men in Black (1997) 367,992,228 Reservoir Dogs (1992) 2,687,008
Forrest Gump (1994) 485,691,196 Star Trek: First Contact (1996) 207,001,027 Terminator 2: Judgment Day (1991) 207,064,802
Average 181,692,290 Average 227,752,909 Average 101,931,425

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: Generations (1994) 111,368,868
Monty Python's Life of Brian (1979) 646,124
Little Princess, A (1995) 10,019,307
Tin Cup (1996) 77,003,584
Very Brady Sequel, A (1996) 21,397,954
Young Guns (1988) 64,686,644
Pulp Fiction (1994) 84,022,201
Brady Bunch Movie, The (1995) 68,467,136
Madness of King George, The (1994) 15,238,994
Johnny Mnemonic (1995) 19,076,000
Empire Strikes Back, The (1980) 225,554,189
Hunt for Red October, The (1990) 179,209,868
Clueless (1995) 75,525,013
Some Kind of Wonderful (1987) 18,553,948
Star Trek IV: The Voyage Home (1986) 124,751,249
My Fellow Americans (1996) 22,294,341
M*A*S*H (1970) 109,920,000
Grass Harp, The (1995) 493,007
Days of Thunder (1990) 122,670,733
Silence of the Lambs, The (1991) 137,332,208
Clerks (1994) 3,151,130
Scream (1996) 103,001,286
Batman Returns (1992) 262,844,850
American Werewolf in London, An (1981) 20,445,527
Bye Bye, Love (1995) 12,100,000
She's the One (1996) 9,449,219
Full Metal Jacket (1987) 69,057,676
French Kiss (1995) 38,900,000
Return of the Jedi (1983) 500,773,409
Beautiful Girls (1996) 20,837,000
Grosse Pointe Blank (1997) 28,014,536
Bram Stoker's Dracula (1992) 129,722,790
Mr. Holland's Opus (1995) 119,078,097
Ransom (1996) 207,758,522
What's Eating Gilbert Grape (1993) 9,170,214
Blade Runner (1982) 1,445,283
Heat (1995) 97,783,000
Chasing Amy (1997) 12,006,514
Twelve Monkeys (1995) 82,512,000
Star Wars (1977) 731,853,665
Face/Off (1997) 163,746,077
Secret Garden, The (1993) 30,000,000
Home for the Holidays (1995) 17,518,220
When Harry Met Sally... (1989) 134,613,546
Die Hard: With a Vengeance (1995) 147,009,359
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Fifth Element, The (1997) 92,897,302
Die Hard (1988) 116,707,729
Maverick (1994) 151,131,272
Jerry Maguire (1996) 228,557,864
Top Gun (1986) 256,050,237
Chasing Amy (1997) 12,006,514
Pretty Woman (1990) 260,311,268
Executive Decision (1996) 93,638,632
Powder (1995) 30,862,146
How to Make an American Quilt (1995) 23,574,130
Braveheart (1995) 110,286,945
To Kill a Mockingbird (1962) 20,629,846
Alien (1979) 42,285,739
Unforgiven (1992) 119,081,912
Monty Python and the Holy Grail (1974) 1,821,082
Sense and Sensibility (1995) 62,493,774
Tombstone (1993) 82,627,065
In the Name of the Father (1993) 25,096,862
Batman (1989) 401,685,407
Indiana Jones and the Last Crusade (1989) 312,671,806
Average 104,385,466
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