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
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Twelve Monkeys (1995) 82,512,000 Pulp Fiction (1994) 84,022,201 Amadeus (1984) 23,401,401
Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000 Pulp Fiction (1994) 84,022,201
Monty Python and the Holy Grail (1974) 1,821,082 Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248
Jaws (1975) 199,275,376 English Patient, The (1996) 111,415,132 Blade Runner (1982) 1,445,283
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Alien (1979) 42,285,739 L.A. Confidential (1997) 64,604,977 Forrest Gump (1994) 485,691,196
Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082 Chasing Amy (1997) 12,006,514
Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469 This Is Spinal Tap (1984) 188,751
Average 162,103,689 Average 155,549,588 Average 93,046,822

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
Evil Dead II (1987) 5,923,044
City of Lost Children, The (1995) 1,513,028
Alien 3 (1992) 87,235,600
Mallrats (1995) 2,122,561
Bob Roberts (1992) 4,479,470
Candyman: Farewell to the Flesh (1995) 13,940,383
Army of Darkness (1993) 11,502,976
Independence Day (ID4) (1996) 483,359,255
Silence of the Lambs, The (1991) 137,332,208
Shallow Grave (1994) 2,881,508
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Speed (1994) 121,248,145
Fargo (1996) 24,611,975
Six Degrees of Separation (1993) 6,410,676
Toy Story (1995) 133,344,903
Beauty and the Beast (1991) 94,902,028
Scream 2 (1997) 140,865,935
Canadian Bacon (1994) 178,104
Citizen Ruth (1996) 153,155
Young Poisoner's Handbook, The (1995) 749,812
Tombstone (1993) 82,627,065
Batman (1989) 401,685,407
Event Horizon (1997) 26,616,590
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Much Ado About Nothing (1993) 22,551,000
Aliens (1986) 121,385,096
Hunt for Red October, The (1990) 179,209,868
Fifth Element, The (1997) 92,897,302
Rosencrantz and Guildenstern Are Dead (1990) 739,104
M*A*S*H (1970) 109,920,000
Trainspotting (1996) 16,501,785
Braindead (1992) 242,623
Raising Arizona (1987) 22,847,564
Wes Craven's New Nightmare (1994) 14,461,031
Usual Suspects, The (1995) 1,120,000
Young Frankenstein (1974) 125,123,000
Real Genius (1985) 13,000,000
Rumble in the Bronx (1995) 32,333,860
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
Hudsucker Proxy, The (1994) 2,869,369
Princess Bride, The (1987) 21,277,649
Scream (1996) 103,001,286
Nightmare on Elm Street, A (1984) 65,398,755
Seven (Se7en) (1995) 143,225,000
Return of the Jedi (1983) 500,773,409
Empire Strikes Back, The (1980) 225,554,189
Candyman (1992) 25,792,310
Psycho (1960) 43,200,000
Sling Blade (1996) 24,475,416
Circle of Friends (1995) 23,397,365
Hamlet (1996) 4,414,535
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Night of the Living Dead (1968) 13,600,000
Men in Black (1997) 367,992,228
Glory (1989) 100,326
Star Wars (1977) 731,853,665
Philadelphia (1993) 114,946,440
Heathers (1989) 1,108,462
Brazil (1985) 6,500,000
Matilda (1996) 33,084,249
Pump Up the Volume (1990) 11,541,758
Average 83,960,723
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