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
Hugo Pool (1997) 3,620 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 G.I. Jane (1997) 70,277,032
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
G.I. Jane (1997) 70,277,032 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Chairman of the Board (1998) 306,715 L.A. Confidential (1997) 64,604,977 Truman Show, The (1998) 182,124,704
Critical Care (1997) 141,853 Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824
Locusts, The (1997) 10,082 Chasing Amy (1997) 12,006,514 Ulee's Gold (1997) 9,054,736
L.A. Confidential (1997) 64,604,977 Liar Liar (1997) 277,327,280 Hurricane Streets (1998) 334,041
Truman Show, The (1998) 182,124,704 G.I. Jane (1997) 70,277,032 Princess Bride, The (1987) 21,277,649
Average 131,852,115 Average 193,138,680 Average 145,172,659

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
Assignment, The (1997) 540,063
Forrest Gump (1994) 485,691,196
Fargo (1996) 24,611,975
Terminator 2: Judgment Day (1991) 207,064,802
When Harry Met Sally... (1989) 134,613,546
Sliding Doors (1998) 11,883,495
Ben-Hur (1959) 106,992,000
Pulp Fiction (1994) 84,022,201
Cop Land (1997) 64,207,716
Dances with Wolves (1990) 265,746,848
Godfather: Part II, The (1974) 87,973,000
In & Out (1997) 63,826,569
Empire Strikes Back, The (1980) 225,554,189
Rear Window (1954) 6,759,601
Schindler's List (1993) 140,409,248
African Queen, The (1951) 4,300,000
Braveheart (1995) 110,286,945
Star Wars (1977) 731,853,665
Average 153,129,836
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