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 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 Secrets & Lies (1996) 13,417,292
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
English Patient, The (1996) 111,415,132 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 Casablanca (1942) 5,806,467
Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201 Blade Runner (1982) 1,445,283
Blade Runner (1982) 1,445,283 Full Monty, The (1997) 45,857,453 Sense and Sensibility (1995) 62,493,774
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Sense and Sensibility (1995) 62,493,774 Amadeus (1984) 23,401,401
Average 206,064,546 Average 270,265,202 Average 64,905,034

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
East of Eden (1955) 5,000,000
Henry V (1989) 10,161,099
Twelve Monkeys (1995) 82,512,000
Bob Roberts (1992) 4,479,470
Babe (1995) 66,600,000
Once Upon a Time in the West (1969) 5,321,508
Boot, Das (1981) 11,433,134
Fargo (1996) 24,611,975
Silence of the Lambs, The (1991) 137,332,208
Lone Star (1996) 13,269,963
Contact (1997) 149,887,543
To Kill a Mockingbird (1962) 20,629,846
Phenomenon (1996) 155,732,573
Shawshank Redemption, The (1994) 28,341,469
Terminator 2: Judgment Day (1991) 207,064,802
Usual Suspects, The (1995) 1,120,000
L.A. Confidential (1997) 64,604,977
Dead Man Walking (1995) 39,025,000
Richard III (1995) 2,600,000
Rear Window (1954) 6,759,601
Average 51,824,358
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