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
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Silence of the Lambs, The (1991) 137,332,208
Air Force One (1997) 250,384,803 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347
Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208 Amadeus (1984) 23,401,401
Ransom (1996) 207,758,522 Leaving Las Vegas (1995) 31,968,347 People vs. Larry Flynt, The (1996) 20,191,312
Pulp Fiction (1994) 84,022,201 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453 Twister (1996) 375,152,715
Leaving Las Vegas (1995) 31,968,347 Ransom (1996) 207,758,522 English Patient, The (1996) 111,415,132
Twister (1996) 375,152,715 Pulp Fiction (1994) 84,022,201 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 231,607,035 Average 182,582,587 Average 114,379,070

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
Fly Away Home (1996) 24,506,082
Apollo 13 (1995) 94,378,651
Back to the Future (1985) 303,398,294
Multiplicity (1996) 20,101,861
Jack (1996) 84,189,393
Michael Collins (1996) 11,085,316
Beauty and the Beast (1991) 94,902,028
Liar Liar (1997) 277,327,280
Princess Bride, The (1987) 21,277,649
Jerry Maguire (1996) 228,557,864
Twelve Monkeys (1995) 82,512,000
Grosse Pointe Blank (1997) 28,014,536
Nutty Professor, The (1996) 185,482,745
Fargo (1996) 24,611,975
River Wild, The (1994) 69,356,343
Star Trek: First Contact (1996) 207,001,027
Bridge on the River Kwai, The (1957) 50,495,000
Truth About Cats & Dogs, The (1996) 34,073,143
Bulletproof (1996) 21,162,420
Shawshank Redemption, The (1994) 28,341,469
Happy Gilmore (1996) 38,624,000
Austin Powers: International Man of Mystery (1997) 78,171,630
Schindler's List (1993) 140,409,248
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Return of the Jedi (1983) 500,773,409
Mission: Impossible (1996) 274,049,639
Broken Arrow (1996) 105,069,070
Breakdown (1997) 50,129,186
Babe (1995) 66,600,000
Clerks (1994) 3,151,130
It's a Wonderful Life (1946) 3,548,018
Scream (1996) 103,001,286
Contact (1997) 149,887,543
Courage Under Fire (1996) 87,335,823
That Thing You Do! (1996) 25,809,813
Beautician and the Beast, The (1997) 11,454,593
Matilda (1996) 33,084,249
Mr. Holland's Opus (1995) 119,078,097
Star Wars (1977) 731,853,665
Con Air (1997) 146,553,269
Toy Story (1995) 133,344,903
Men in Black (1997) 367,992,228
Juror, The (1996) 22,754,725
Independence Day (ID4) (1996) 483,359,255
Average 126,541,242
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