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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Kolya (1996) 5,730,711
Good Will Hunting (1997) 192,328,280 Fargo (1996) 24,611,975 Cop Land (1997) 64,207,716
Fargo (1996) 24,611,975 Air Force One (1997) 250,384,803 Seven Years in Tibet (1997) 37,901,509
Air Force One (1997) 250,384,803 Good Will Hunting (1997) 192,328,280 Big Lebowski, The (1998) 17,439,163
Boogie Nights (1997) 26,384,919 Scream (1996) 103,001,286 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286
Seven Years in Tibet (1997) 37,901,509 Boogie Nights (1997) 26,384,919 Monty Python and the Holy Grail (1974) 1,821,082
Kolya (1996) 5,730,711 Return of the Jedi (1983) 500,773,409 Boogie Nights (1997) 26,384,919
Average 231,156,564 Average 287,170,811 Average 43,606,052

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
Kiss the Girls (1997) 86,753,012
Tie Me Up! Tie Me Down! (1990) 4,087,361
Silence of the Lambs, The (1991) 137,332,208
George of the Jungle (1997) 149,879,375
Gattaca (1997) 12,339,633
Full Monty, The (1997) 45,857,453
Career Girls (1997) 2,506,039
L.A. Confidential (1997) 64,604,977
Liar Liar (1997) 277,327,280
English Patient, The (1996) 111,415,132
North by Northwest (1959) 19,977,527
High Noon (1952) 7,150,000
GoodFellas (1990) 67,336,394
Chasing Amy (1997) 12,006,514
Usual Suspects, The (1995) 1,120,000
Midnight in the Garden of Good and Evil (1997) 25,078,937
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Apocalypse Now (1979) 42,606,290
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Manchurian Candidate, The (1962) 4,180,630
Ulee's Gold (1997) 9,054,736
Average 52,766,024
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