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 English Patient, The (1996) 111,415,132
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Big Night (1996) 11,881,039
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Secrets & Lies (1996) 13,417,292
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Usual Suspects, The (1995) 1,120,000
Shawshank Redemption, The (1994) 28,341,469 L.A. Confidential (1997) 64,604,977 Fargo (1996) 24,611,975
Usual Suspects, The (1995) 1,120,000 Leaving Las Vegas (1995) 31,968,347 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Casablanca (1942) 5,806,467 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Average 206,158,796 Average 263,146,389 Average 74,567,407

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
Crimson Tide (1995) 135,266,000
Jerry Maguire (1996) 228,557,864
Gattaca (1997) 12,339,633
Starship Troopers (1997) 79,093,786
Boot, Das (1981) 11,433,134
Sabrina (1995) 76,780,029
Three Colors: Blue (1993) 1,324,974
Three Colors: Red (1994) 4,043,686
Before Sunrise (1995) 1,423,537
When Harry Met Sally... (1989) 134,613,546
Sense and Sensibility (1995) 62,493,774
Dave (1993) 93,370,710
Clear and Present Danger (1994) 176,112,710
Anastasia (1997) 83,412,682
Cinema Paradiso (1988) 392,045
Full Monty, The (1997) 45,857,453
Barcelona (1994) 7,266,973
Aliens (1986) 121,385,096
Four Weddings and a Funeral (1994) 75,888,832
Unforgiven (1992) 119,081,912
Contact (1997) 149,887,543
Muriel's Wedding (1994) 15,185,594
Farewell My Concubine (1993) 5,216,888
Immortal Beloved (1994) 9,914,409
Rob Roy (1995) 31,600,000
Walk in the Clouds, A (1995) 73,516,507
Sleepless in Seattle (1993) 191,463,006
Farinelli: il castrato (1994) 2,122,948
Star Trek: The Wrath of Khan (1982) 118,633,541
G.I. Jane (1997) 70,277,032
Pulp Fiction (1994) 84,022,201
Basic Instinct (1992) 126,227,000
Threesome (1994) 14,815,000
Princess Bride, The (1987) 21,277,649
Groundhog Day (1993) 103,406,973
American President, The (1995) 95,000,000
Silence of the Lambs, The (1991) 137,332,208
Madness of King George, The (1994) 15,238,994
Secret of Roan Inish, The (1994) 6,101,600
Shine (1996) 53,830,909
Seven Years in Tibet (1997) 37,901,509
Postino, Il (1994) 20,681,301
Three Colors: White (1994) 1,464,625
Bridges of Madison County, The (1995) 105,823,517
Pretty Woman (1990) 260,311,268
Trainspotting (1996) 16,501,785
Grease (1978) 96,605,260
Secret Garden, The (1993) 30,000,000
Psycho (1960) 43,200,000
Michael Collins (1996) 11,085,316
Mediterraneo (1991) 4,532,791
Remains of the Day, The (1993) 22,954,968
Ciao, Professore! (1993) 1,113,435
Average 65,044,984
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