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
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Braveheart (1995) 110,286,945 Shawshank Redemption, The (1994) 28,341,469 Braveheart (1995) 110,286,945
Usual Suspects, The (1995) 1,120,000 Air Force One (1997) 250,384,803 Apollo 13 (1995) 94,378,651
Indiana Jones and the Last Crusade (1989) 312,671,806 Sense and Sensibility (1995) 62,493,774 Indiana Jones and the Last Crusade (1989) 312,671,806
Contact (1997) 149,887,543 Braveheart (1995) 110,286,945 Contact (1997) 149,887,543
Amadeus (1984) 23,401,401 Full Monty, The (1997) 45,857,453 Dead Man Walking (1995) 39,025,000
Monty Python and the Holy Grail (1974) 1,821,082 Dead Man Walking (1995) 39,025,000 Aladdin (1992) 328,782,825
Casablanca (1942) 5,806,467 Usual Suspects, The (1995) 1,120,000 Boot, Das (1981) 11,433,134
Average 105,838,402 Average 111,244,430 Average 149,985,468

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
M*A*S*H (1970) 109,920,000
Copycat (1995) 32,051,917
Empire Strikes Back, The (1980) 225,554,189
Dead Poets Society (1989) 144,288,116
Ghost (1990) 226,931,306
When Harry Met Sally... (1989) 134,613,546
Four Weddings and a Funeral (1994) 75,888,832
While You Were Sleeping (1995) 119,964,016
Fargo (1996) 24,611,975
Lion King, The (1994) 188,740,944
Phenomenon (1996) 155,732,573
Much Ado About Nothing (1993) 22,551,000
Firm, The (1993) 686,502
Poetic Justice (1993) 27,515,786
Alien (1979) 42,285,739
Forrest Gump (1994) 485,691,196
On Golden Pond (1981) 80,430,967
Basic Instinct (1992) 126,227,000
Michael (1996) 144,887,370
Get Shorty (1995) 103,619,110
Homeward Bound: The Incredible Journey (1993) 60,039,088
Speed (1994) 121,248,145
E.T. the Extra-Terrestrial (1982) 259,597,332
Mr. Holland's Opus (1995) 119,078,097
Brothers McMullen, The (1995) 10,246,600
Princess Bride, The (1987) 21,277,649
Star Wars (1977) 731,853,665
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Boys on the Side (1995) 23,450,000
Fried Green Tomatoes (1991) 117,503,000
Top Gun (1986) 256,050,237
English Patient, The (1996) 111,415,132
Dirty Dancing (1987) 89,171,578
Silence of the Lambs, The (1991) 137,332,208
Twister (1996) 375,152,715
True Lies (1994) 226,261,000
Pulp Fiction (1994) 84,022,201
Pretty Woman (1990) 260,311,268
Some Kind of Wonderful (1987) 18,553,948
Benny & Joon (1993) 23,202,734
Little Women (1994) 75,083,616
Dangerous Minds (1995) 124,506,291
Seven (Se7en) (1995) 143,225,000
Primal Fear (1996) 80,646,667
Dances with Wolves (1990) 265,746,848
My Best Friend's Wedding (1997) 185,360,508
Gone with the Wind (1939) 200,155,278
Scream (1996) 103,001,286
Fish Called Wanda, A (1988) 93,259,712
Jerry Maguire (1996) 228,557,864
Breakfast at Tiffany's (1961) 15,500,000
Schindler's List (1993) 140,409,248
In & Out (1997) 63,826,569
Philadelphia (1993) 114,946,440
Back to the Future (1985) 303,398,294
Raising Arizona (1987) 22,847,564
Ransom (1996) 207,758,522
Independence Day (ID4) (1996) 483,359,255
Truth About Cats & Dogs, The (1996) 34,073,143
Beautiful Girls (1996) 20,837,000
Emma (1996) 22,201,883
Philadelphia Story, The (1940) 3,000,000
Die Hard (1988) 116,707,729
Con Air (1997) 146,553,269
Tin Cup (1996) 77,003,584
Sleepless in Seattle (1993) 191,463,006
It's a Wonderful Life (1946) 3,548,018
Clockwork Orange, A (1971) 38,589,355
Mrs. Doubtfire (1993) 330,200,000
Return of the Pink Panther, The (1974) 37,170,000
Titanic (1997) 600,779,824
Good Will Hunting (1997) 192,328,280
Spitfire Grill, The (1996) 12,643,776
Return of the Jedi (1983) 500,773,409
Quiz Show (1994) 24,822,619
Sling Blade (1996) 24,475,416
Average 143,666,552
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