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 Fargo (1996) 24,611,975
Return of the Jedi (1983) 500,773,409 Fargo (1996) 24,611,975 Phenomenon (1996) 155,732,573
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Fifth Element, The (1997) 92,897,302
Mission: Impossible (1996) 274,049,639 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Phenomenon (1996) 155,732,573 Titanic (1997) 600,779,824 Dragonheart (1996) 51,317,350
Star Trek: First Contact (1996) 207,001,027 Godfather, The (1972) 291,702,411 Swingers (1996) 4,505,922
Titanic (1997) 600,779,824 Star Trek: First Contact (1996) 207,001,027 Mission: Impossible (1996) 274,049,639
Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228 Maximum Risk (1996) 14,502,483
Godfather, The (1972) 291,702,411 Mission: Impossible (1996) 274,049,639 Chasing Amy (1997) 12,006,514
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Usual Suspects, The (1995) 1,120,000
Average 330,438,429 Average 326,006,685 Average 71,476,595

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
Multiplicity (1996) 20,101,861
Jackie Chan's First Strike (1996) 14,511,338
Down Periscope (1996) 25,785,603
Jerry Maguire (1996) 228,557,864
Grumpier Old Men (1995) 105,662,663
Primal Fear (1996) 80,646,667
Chain Reaction (1996) 20,550,712
Rumble in the Bronx (1995) 32,333,860
Beavis and Butt-head Do America (1996) 90,162,233
Beverly Hills Ninja (1997) 31,235,710
Fierce Creatures (1997) 9,202,671
Cemetery Man (Dellamorte Dellamore) (1994) 253,969
Sleepers (1996) 76,705,552
Courage Under Fire (1996) 87,335,823
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Mary Reilly (1996) 5,600,000
Murder at 1600 (1997) 25,826,788
Crash (1996) 3,168,660
Ransom (1996) 207,758,522
McHale's Navy (1997) 4,529,843
Turbulence (1997) 11,466,088
Long Kiss Goodnight, The (1996) 33,328,051
Extreme Measures (1996) 17,305,211
Mulholland Falls (1996) 11,500,000
Father of the Bride Part II (1995) 112,794,000
Heat (1995) 97,783,000
Liar Liar (1997) 277,327,280
Toy Story (1995) 133,344,903
Happy Gilmore (1996) 38,624,000
Independence Day (ID4) (1996) 483,359,255
Four Rooms (1995) 4,301,331
Heaven's Prisoners (1996) 5,005,000
Mr. Holland's Opus (1995) 119,078,097
Broken Arrow (1996) 105,069,070
Muppet Treasure Island (1996) 33,609,000
Mars Attacks! (1996) 37,754,208
Sgt. Bilko (1996) 30,356,793
Trainspotting (1996) 16,501,785
Mr. Wrong (1996) 12,350,030
Dracula: Dead and Loving It (1995) 10,693,649
Ghost and the Darkness, The (1996) 38,553,833
Twelve Monkeys (1995) 82,512,000
Kingpin (1996) 24,944,213
Juror, The (1996) 22,754,725
Bound (1996) 3,798,532
Absolute Power (1997) 73,037,233
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Eraser (1996) 147,260,786
Scream (1996) 103,001,286
Blood & Wine (1997) 1,075,288
Great White Hype, The (1996) 7,874,000
Air Force One (1997) 250,384,803
Leaving Las Vegas (1995) 31,968,347
City of Lost Children, The (1995) 1,513,028
Twister (1996) 375,152,715
People vs. Larry Flynt, The (1996) 20,191,312
Average 68,241,471
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