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
Phantoms (1998) 5,657,370 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Telling Lies in America (1997) 252,318 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Fargo (1996) 24,611,975 Star Wars (1977) 731,853,665 Secrets & Lies (1996) 13,417,292
That Darn Cat! (1997) 18,239,932 Contact (1997) 149,887,543 Big Night (1996) 11,881,039
Full Monty, The (1997) 45,857,453 Titanic (1997) 600,779,824 Money Talks (1997) 61,615,598
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Lone Star (1996) 13,269,963
Secrets & Lies (1996) 13,417,292 Dead Man Walking (1995) 39,025,000 Ma vie en rose (My Life in Pink) (1997) 2,280,573
Washington Square (1997) 1,710,693 L.A. Confidential (1997) 64,604,977 Godfather, The (1972) 291,702,411
Big Night (1996) 11,881,039 Secrets & Lies (1996) 13,417,292 Dead Man Walking (1995) 39,025,000
Ma vie en rose (My Life in Pink) (1997) 2,280,573 Return of the Jedi (1983) 500,773,409 Two Bits (1995) 26,282
Average 85,576,231 Average 246,251,354 Average 50,368,758

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
English Patient, The (1996) 111,415,132
Piano, The (1993) 40,158,000
Rosewood (1997) 13,104,494
Sense and Sensibility (1995) 62,493,774
Shine (1996) 53,830,909
Air Force One (1997) 250,384,803
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
My Left Foot (1989) 14,743,391
Jean de Florette (1986) 4,940,939
Postino, Il (1994) 20,681,301
Air Bud (1997) 23,125,940
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Soul Food (1997) 43,490,057
Mad City (1997) 10,556,196
Remains of the Day, The (1993) 22,954,968
Cinema Paradiso (1988) 392,045
Enchanted April (1991) 13,200,170
G.I. Jane (1997) 70,277,032
Ridicule (1996) 2,503,829
Average 40,491,110
up

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