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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Rear Window (1954) 6,759,601
English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665 Full Monty, The (1997) 45,857,453
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Big Night (1996) 11,881,039
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 L.A. Confidential (1997) 64,604,977 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 Usual Suspects, The (1995) 1,120,000
Rear Window (1954) 6,759,601 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
L.A. Confidential (1997) 64,604,977 Silence of the Lambs, The (1991) 137,332,208 2001: A Space Odyssey (1968) 25,761,621
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 8 1/2 (1963) 50,690
Average 159,778,603 Average 178,169,681 Average 20,696,028

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
Three Colors: Red (1994) 4,043,686
Annie Hall (1977) 57,253,791
Much Ado About Nothing (1993) 22,551,000
Lone Star (1996) 13,269,963
Raging Bull (1980) 49,034
Forbidden Planet (1956) 3,000,000
Ice Storm, The (1997) 7,837,632
Chasing Amy (1997) 12,006,514
Blade Runner (1982) 1,445,283
To Kill a Mockingbird (1962) 20,629,846
Secrets & Lies (1996) 13,417,292
Kolya (1996) 5,730,711
Ice Storm, The (1997) 7,837,632
This Is Spinal Tap (1984) 188,751
Hamlet (1996) 4,414,535
Lawrence of Arabia (1962) 20,652,481
Shawshank Redemption, The (1994) 28,341,469
Belle de jour (1967) 4,037,017
Citizen Kane (1941) 1,640,769
Taxi Driver (1976) 33,669,000
Manchurian Candidate, The (1962) 4,180,630
Heavenly Creatures (1994) 3,049,135
Unforgiven (1992) 119,081,912
Casablanca (1942) 5,806,467
In & Out (1997) 63,826,569
Fantasia (1940) 49,310,882
Killing Fields, The (1984) 50,509,720
Bringing Up Baby (1938) 10,863
Average 19,921,163
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