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
Ulee's Gold (1997) 9,054,736 Contact (1997) 149,887,543 Ulee's Gold (1997) 9,054,736
Boogie Nights (1997) 26,384,919 Titanic (1997) 600,779,824 Boogie Nights (1997) 26,384,919
Titanic (1997) 600,779,824 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Smile Like Yours, A (1997) 3,247,524
Scream (1996) 103,001,286 Godfather, The (1972) 291,702,411 Dead Man Walking (1995) 39,025,000
Smile Like Yours, A (1997) 3,247,524 Air Force One (1997) 250,384,803 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Boogie Nights (1997) 26,384,919 Amadeus (1984) 23,401,401
Contact (1997) 149,887,543 Ulee's Gold (1997) 9,054,736 Career Girls (1997) 2,506,039
Air Force One (1997) 250,384,803 Good Will Hunting (1997) 192,328,280 Rosewood (1997) 13,104,494
Schindler's List (1993) 140,409,248 Dead Man Walking (1995) 39,025,000 Night Flier (1997) 91,549
Average 230,670,595 Average 239,440,246 Average 51,151,935

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
Twelve Monkeys (1995) 82,512,000
Ed Wood (1994) 5,887,457
Forrest Gump (1994) 485,691,196
Fargo (1996) 24,611,975
Restoration (1995) 4,100,000
Shawshank Redemption, The (1994) 28,341,469
Ice Storm, The (1997) 7,837,632
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Three Colors: Red (1994) 4,043,686
Candidate, The (1972) 82,274
GoodFellas (1990) 67,336,394
Kolya (1996) 5,730,711
Hudsucker Proxy, The (1994) 2,869,369
Apocalypse Now (1979) 42,606,290
Big Blue, The (Grand bleu, Le) (1988) 80,804
Sling Blade (1996) 24,475,416
Persuasion (1995) 5,462,325
Crumb (1994) 3,174,695
Lone Star (1996) 13,269,963
Philadelphia (1993) 114,946,440
To Live (Huozhe) (1994) 2,332,728
My Favorite Year (1982) 20,123,620
Jaws (1975) 199,275,376
Raising Arizona (1987) 22,847,564
English Patient, The (1996) 111,415,132
I Know What You Did Last Summer (1997) 103,145,788
Breaking the Waves (1996) 4,040,691
Indian Summer (1996) 202,167
Full Monty, The (1997) 45,857,453
Fly Away Home (1996) 24,506,082
Six Degrees of Separation (1993) 6,410,676
L.A. Confidential (1997) 64,604,977
Brazil (1985) 6,500,000
Chasing Amy (1997) 12,006,514
Braveheart (1995) 110,286,945
Glengarry Glen Ross (1992) 10,725,228
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Lawrence of Arabia (1962) 20,652,481
Average 44,704,710
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