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 Postino, Il (1994) 20,681,301
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Leaving Las Vegas (1995) 31,968,347
Toy Story (1995) 133,344,903 Return of the Jedi (1983) 500,773,409 Swingers (1996) 4,505,922
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Leaving Las Vegas (1995) 31,968,347 Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132
Silence of the Lambs, The (1991) 137,332,208 Full Monty, The (1997) 45,857,453 It's a Wonderful Life (1946) 3,548,018
Titanic (1997) 600,779,824 Leaving Las Vegas (1995) 31,968,347 Apollo 13 (1995) 94,378,651
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Big Night (1996) 11,881,039
Postino, Il (1994) 20,681,301 Silence of the Lambs, The (1991) 137,332,208 Usual Suspects, The (1995) 1,120,000
Average 259,887,620 Average 262,405,235 Average 65,522,302

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
Aladdin (1992) 328,782,825
It's My Party (1995) 616,663
Stealing Beauty (1996) 4,573,330
African Queen, The (1951) 4,300,000
Mission: Impossible (1996) 274,049,639
Manchurian Candidate, The (1962) 4,180,630
Marvin's Room (1996) 12,782,508
Shine (1996) 53,830,909
Mr. Holland's Opus (1995) 119,078,097
That Thing You Do! (1996) 25,809,813
To Kill a Mockingbird (1962) 20,629,846
Welcome to the Dollhouse (1995) 4,429,002
Sense and Sensibility (1995) 62,493,774
Ransom (1996) 207,758,522
Trainspotting (1996) 16,501,785
Courage Under Fire (1996) 87,335,823
Braveheart (1995) 110,286,945
Independence Day (ID4) (1996) 483,359,255
Back to the Future (1985) 303,398,294
Beauty and the Beast (1991) 94,902,028
Jerry Maguire (1996) 228,557,864
Mighty Aphrodite (1995) 6,700,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
One Fine Day (1996) 68,829,020
Truth About Cats & Dogs, The (1996) 34,073,143
Antonia's Line (1995) 4,823,217
2 Days in the Valley (1996) 11,090,856
Spitfire Grill, The (1996) 12,643,776
Secrets & Lies (1996) 13,417,292
Contact (1997) 149,887,543
Gandhi (1982) 77,737,889
Secret of Roan Inish, The (1994) 6,101,600
James and the Giant Peach (1996) 28,900,101
Schindler's List (1993) 140,409,248
Moll Flanders (1996) 3,363,968
City of Lost Children, The (1995) 1,513,028
Fargo (1996) 24,611,975
L.A. Confidential (1997) 64,604,977
Carried Away (1996) 290,978
Restoration (1995) 4,100,000
Amadeus (1984) 23,401,401
Twelve Monkeys (1995) 82,512,000
Average 76,444,513
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