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
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Scream (1996) 103,001,286
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977
Scream (1996) 103,001,286 Air Force One (1997) 250,384,803 Princess Bride, The (1987) 21,277,649
Air Force One (1997) 250,384,803 Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Trainspotting (1996) 16,501,785
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Clerks (1994) 3,151,130
Usual Suspects, The (1995) 1,120,000 Full Monty, The (1997) 45,857,453 Apt Pupil (1998) 8,838,938
Schindler's List (1993) 140,409,248 Trainspotting (1996) 16,501,785 Return of the Jedi (1983) 500,773,409
Average 180,994,986 Average 161,664,079 Average 120,559,658

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
Cop Land (1997) 64,207,716
Toy Story (1995) 133,344,903
Down Periscope (1996) 25,785,603
Wag the Dog (1997) 43,022,524
Liar Liar (1997) 277,327,280
Men in Black (1997) 367,992,228
Austin Powers: International Man of Mystery (1997) 78,171,630
Seven (Se7en) (1995) 143,225,000
Pulp Fiction (1994) 84,022,201
True Romance (1993) 12,281,500
Con Air (1997) 146,553,269
Cape Fear (1991) 118,590,000
Strange Days (1995) 7,919,000
Reservoir Dogs (1992) 2,687,008
Jackie Brown (1997) 39,647,595
Primal Fear (1996) 80,646,667
Smoke (1995) 8,349,430
Grosse Pointe Blank (1997) 28,014,536
Chasing Amy (1997) 12,006,514
Apollo 13 (1995) 94,378,651
Leaving Las Vegas (1995) 31,968,347
Absolute Power (1997) 73,037,233
Evil Dead II (1987) 5,923,044
Silence of the Lambs, The (1991) 137,332,208
Boogie Nights (1997) 26,384,919
Young Frankenstein (1974) 125,123,000
Face/Off (1997) 163,746,077
That Thing You Do! (1996) 25,809,813
Star Wars (1977) 731,853,665
Jerry Maguire (1996) 228,557,864
Dead Man Walking (1995) 39,025,000
I Know What You Did Last Summer (1997) 103,145,788
Get Shorty (1995) 103,619,110
Independence Day (ID4) (1996) 483,359,255
Titanic (1997) 600,779,824
Broken Arrow (1996) 105,069,070
Kids in the Hall: Brain Candy (1996) 2,653,000
Better Off Dead... (1985) 10,297,601
Fargo (1996) 24,611,975
Blue in the Face (1995) 1,275,999
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Mars Attacks! (1996) 37,754,208
Monty Python and the Holy Grail (1974) 1,821,082
Star Trek: First Contact (1996) 207,001,027
Shawshank Redemption, The (1994) 28,341,469
Chasing Amy (1997) 12,006,514
Average 110,421,944
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