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
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Princess Bride, The (1987) 21,277,649
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097
Ransom (1996) 207,758,522 Fargo (1996) 24,611,975 Ransom (1996) 207,758,522
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Forrest Gump (1994) 485,691,196
Back to the Future (1985) 303,398,294 Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201
Titanic (1997) 600,779,824 Scream (1996) 103,001,286 Alien (1979) 42,285,739
Godfather, The (1972) 291,702,411 Liar Liar (1997) 277,327,280 Lost World: Jurassic Park, The (1997) 359,161,284
Fargo (1996) 24,611,975 Ransom (1996) 207,758,522 Beauty and the Beast (1991) 94,902,028
Average 216,005,103 Average 222,825,899 Average 177,706,311

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
Daylight (1996) 32,885,565
Face/Off (1997) 163,746,077
Swiss Family Robinson (1960) 20,178,000
Dead Poets Society (1989) 144,288,116
Hunt for Red October, The (1990) 179,209,868
Star Wars (1977) 731,853,665
True Lies (1994) 226,261,000
Independence Day (ID4) (1996) 483,359,255
Shawshank Redemption, The (1994) 28,341,469
Toy Story (1995) 133,344,903
Air Force One (1997) 250,384,803
First Kid (1996) 26,459,681
Sense and Sensibility (1995) 62,493,774
Apollo 13 (1995) 94,378,651
Speed (1994) 121,248,145
My Best Friend's Wedding (1997) 185,360,508
Truth About Cats & Dogs, The (1996) 34,073,143
Mission: Impossible (1996) 274,049,639
Twister (1996) 375,152,715
Schindler's List (1993) 140,409,248
Braveheart (1995) 110,286,945
First Knight (1995) 37,600,435
Angels in the Outfield (1994) 72,693,831
101 Dalmatians (1996) 197,767,821
Ghost and the Darkness, The (1996) 38,553,833
Batman Forever (1995) 289,097,904
Executive Decision (1996) 93,638,632
Home Alone (1990) 425,860,243
Star Trek: First Contact (1996) 207,001,027
Aladdin (1992) 328,782,825
Indiana Jones and the Last Crusade (1989) 312,671,806
Batman (1989) 401,685,407
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Little Women (1994) 75,083,616
Stargate (1994) 105,565,669
Cool Runnings (1993) 98,839,263
It Takes Two (1995) 19,474,589
Jurassic Park (1993) 563,476,625
Eraser (1996) 147,260,786
Lion King, The (1994) 188,740,944
Much Ado About Nothing (1993) 22,551,000
Jumanji (1995) 152,675,249
Terminator 2: Judgment Day (1991) 207,064,802
Men in Black (1997) 367,992,228
Clear and Present Danger (1994) 176,112,710
Heavyweights (1994) 17,689,177
Star Trek IV: The Voyage Home (1986) 124,751,249
Mrs. Doubtfire (1993) 330,200,000
Cliffhanger (1993) 127,356,211
Emma (1996) 22,201,883
Top Gun (1986) 256,050,237
Return of the Jedi (1983) 500,773,409
Timecop (1994) 65,478,580
Courage Under Fire (1996) 87,335,823
Average 185,012,629
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