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
Losing Chase (1996) 31,176 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Apt Pupil (1998) 8,838,938
Chasing Amy (1997) 12,006,514 Godfather, The (1972) 291,702,411 Rear Window (1954) 6,759,601
Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543
Silence of the Lambs, The (1991) 137,332,208 L.A. Confidential (1997) 64,604,977 Fargo (1996) 24,611,975
L.A. Confidential (1997) 64,604,977 Air Force One (1997) 250,384,803 Full Monty, The (1997) 45,857,453
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Monty Python and the Holy Grail (1974) 1,821,082
Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208 Titanic (1997) 600,779,824
Average 186,575,223 Average 207,794,111 Average 127,680,896

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
Face/Off (1997) 163,746,077
Dark City (1998) 14,337,579
Roman Holiday (1953) 8,000,000
English Patient, The (1996) 111,415,132
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Vertigo (1958) 7,024,928
Boogie Nights (1997) 26,384,919
Streetcar Named Desire, A (1951) 4,414,474
Leaving Las Vegas (1995) 31,968,347
Liar Liar (1997) 277,327,280
Casablanca (1942) 5,806,467
Ghost (1990) 226,931,306
Bridges of Madison County, The (1995) 105,823,517
Kolya (1996) 5,730,711
Evil Dead II (1987) 5,923,044
Star Wars (1977) 731,853,665
Twelve Monkeys (1995) 82,512,000
True Lies (1994) 226,261,000
Average 113,208,913
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