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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Apt Pupil (1998) 8,838,938
Big Lebowski, The (1998) 17,439,163 Contact (1997) 149,887,543 Everyone Says I Love You (1996) 9,714,482
Boogie Nights (1997) 26,384,919 Fargo (1996) 24,611,975 Dead Man Walking (1995) 39,025,000
Apt Pupil (1998) 8,838,938 Chasing Amy (1997) 12,006,514 Boogie Nights (1997) 26,384,919
Good Will Hunting (1997) 192,328,280 Titanic (1997) 600,779,824 Daytrippers, The (1996) 2,084,559
Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Good Will Hunting (1997) 192,328,280 Antonia's Line (1995) 4,823,217
Deconstructing Harry (1997) 10,569,071 Boogie Nights (1997) 26,384,919 Casablanca (1942) 5,806,467
Reckless (1995) 103,351 Apt Pupil (1998) 8,838,938 Piano, The (1993) 40,158,000
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Some Mother's Son (1996) 608,032
Average 95,766,701 Average 210,299,904 Average 28,733,115

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
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Shine (1996) 53,830,909
My Left Foot (1989) 14,743,391
Ice Storm, The (1997) 7,837,632
Entertaining Angels: The Dorothy Day Story (1996) 711,872
Six Degrees of Separation (1993) 6,410,676
Wag the Dog (1997) 43,022,524
Career Girls (1997) 2,506,039
Waiting for Guffman (1996) 2,892,582
Schindler's List (1993) 140,409,248
Kundun (1997) 5,532,301
Secret of Roan Inish, The (1994) 6,101,600
English Patient, The (1996) 111,415,132
Lamerica (1994) 438,483
Sweet Hereafter, The (1997) 3,252,652
Ulee's Gold (1997) 9,054,736
Remains of the Day, The (1993) 22,954,968
Amistad (1997) 44,175,394
To Kill a Mockingbird (1962) 20,629,846
Kolya (1996) 5,730,711
Full Monty, The (1997) 45,857,453
Average 26,510,765
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