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 Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Scream 2 (1997) 140,865,935
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Chasing Amy (1997) 12,006,514
Return of the Jedi (1983) 500,773,409 Fargo (1996) 24,611,975 Conspiracy Theory (1997) 111,189,998
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Alien: Resurrection (1997) 47,748,610
Scream 2 (1997) 140,865,935 Godfather, The (1972) 291,702,411 Air Force One (1997) 250,384,803
Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977 Alien (1979) 42,285,739
Twelve Monkeys (1995) 82,512,000 English Patient, The (1996) 111,415,132 Trainspotting (1996) 16,501,785
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Seven (Se7en) (1995) 143,225,000
Average 291,281,781 Average 286,545,999 Average 87,133,235

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
Psycho (1960) 43,200,000
Contact (1997) 149,887,543
Starship Troopers (1997) 79,093,786
Austin Powers: International Man of Mystery (1997) 78,171,630
American Werewolf in London, An (1981) 20,445,527
Happy Gilmore (1996) 38,624,000
Bulletproof (1996) 21,162,420
Mission: Impossible (1996) 274,049,639
Scream (1996) 103,001,286
Silence of the Lambs, The (1991) 137,332,208
Jaws (1975) 199,275,376
Escape from L.A. (1996) 25,477,365
I Know What You Did Last Summer (1997) 103,145,788
Long Kiss Goodnight, The (1996) 33,328,051
Halloween: The Curse of Michael Myers (1995) 15,116,634
Interview with the Vampire (1994) 145,789,330
Pulp Fiction (1994) 84,022,201
How to Be a Player (1997) 13,960,203
Love Jones (1997) 12,514,138
Eraser (1996) 147,260,786
Lost Highway (1997) 3,796,699
Nightmare on Elm Street, A (1984) 65,398,755
Average 81,547,880
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