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 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543
Independence Day (ID4) (1996) 483,359,255 Contact (1997) 149,887,543 Mr. Holland's Opus (1995) 119,078,097
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Fargo (1996) 24,611,975
Ransom (1996) 207,758,522 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Return of the Jedi (1983) 500,773,409
Mr. Holland's Opus (1995) 119,078,097 Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514
Silence of the Lambs, The (1991) 137,332,208 Mr. Holland's Opus (1995) 119,078,097 Shawshank Redemption, The (1994) 28,341,469
Fargo (1996) 24,611,975 Independence Day (ID4) (1996) 483,359,255 Silence of the Lambs, The (1991) 137,332,208
Average 270,804,076 Average 276,606,757 Average 140,943,950

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
Sabrina (1995) 76,780,029
Schindler's List (1993) 140,409,248
Murder at 1600 (1997) 25,826,788
Jerry Maguire (1996) 228,557,864
Tombstone (1993) 82,627,065
That Thing You Do! (1996) 25,809,813
Toy Story (1995) 133,344,903
When Harry Met Sally... (1989) 134,613,546
Face/Off (1997) 163,746,077
Forrest Gump (1994) 485,691,196
My Best Friend's Wedding (1997) 185,360,508
Leaving Las Vegas (1995) 31,968,347
Romy and Michele's High School Reunion (1997) 29,205,077
Braveheart (1995) 110,286,945
Truth About Cats & Dogs, The (1996) 34,073,143
Eraser (1996) 147,260,786
Liar Liar (1997) 277,327,280
Kiss the Girls (1997) 86,753,012
Aladdin (1992) 328,782,825
Michael (1996) 144,887,370
I Know What You Did Last Summer (1997) 103,145,788
Down Periscope (1996) 25,785,603
Hercules (1997) 142,729,205
Men in Black (1997) 367,992,228
Con Air (1997) 146,553,269
Double Team (1997) 11,438,337
Deceiver (1997) 572,433
Space Jam (1996) 136,520,983
Mad City (1997) 10,556,196
Lion King, The (1994) 188,740,944
Titanic (1997) 600,779,824
Dirty Dancing (1987) 89,171,578
Bed of Roses (1996) 19,030,691
Apollo 13 (1995) 94,378,651
Princess Bride, The (1987) 21,277,649
Broken Arrow (1996) 105,069,070
Average 137,140,396
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