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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Alien (1979) 42,285,739
Alien (1979) 42,285,739 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Scream (1996) 103,001,286 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Candyman (1992) 25,792,310 English Patient, The (1996) 111,415,132 GoodFellas (1990) 67,336,394
Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Body Snatchers (1993) 428,868 L.A. Confidential (1997) 64,604,977 Casablanca (1942) 5,806,467
Usual Suspects, The (1995) 1,120,000 Trainspotting (1996) 16,501,785 This Is Spinal Tap (1984) 188,751
Return of the Jedi (1983) 500,773,409 Alien (1979) 42,285,739 Candyman (1992) 25,792,310
Empire Strikes Back, The (1980) 225,554,189 Leaving Las Vegas (1995) 31,968,347 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Trainspotting (1996) 16,501,785 Air Force One (1997) 250,384,803 Godfather: Part II, The (1974) 87,973,000
Average 224,809,107 Average 245,356,896 Average 62,761,773

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
Heavenly Creatures (1994) 3,049,135
Bound (1996) 3,798,532
Carrie (1976) 49,007,514
Lost Highway (1997) 3,796,699
Silence of the Lambs, The (1991) 137,332,208
Army of Darkness (1993) 11,502,976
Face/Off (1997) 163,746,077
Cape Fear (1991) 118,590,000
Pulp Fiction (1994) 84,022,201
Nightmare on Elm Street, A (1984) 65,398,755
Jaws (1975) 199,275,376
Crash (1996) 3,168,660
Freeway (1996) 295,493
She's So Lovely (1997) 7,221,836
G.I. Jane (1997) 70,277,032
Fargo (1996) 24,611,975
Contact (1997) 149,887,543
Jaws 2 (1978) 60,298,023
Frighteners, The (1996) 16,524,115
From Dusk Till Dawn (1996) 45,553,840
Evil Dead II (1987) 5,923,044
Beavis and Butt-head Do America (1996) 90,162,233
American Werewolf in London, An (1981) 20,445,527
In & Out (1997) 63,826,569
Smilla's Sense of Snow (1997) 2,221,994
Birds, The (1963) 16,493,900
In the Company of Men (1997) 2,856,622
Hercules (1997) 142,729,205
Twelve Monkeys (1995) 82,512,000
Psycho (1960) 43,200,000
Howling, The (1981) 17,986,000
Braindead (1992) 242,623
Mr. Holland's Opus (1995) 119,078,097
Godfather, The (1972) 291,702,411
Dead Man Walking (1995) 39,025,000
Natural Born Killers (1994) 72,282,766
Heat (1995) 97,783,000
Toy Story (1995) 133,344,903
Average 64,715,102
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