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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Secrets & Lies (1996) 13,417,292
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Trainspotting (1996) 16,501,785
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Amadeus (1984) 23,401,401 Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Amadeus (1984) 23,401,401
Average 150,013,179 Average 212,772,723 Average 67,099,466

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
Boot, Das (1981) 11,433,134
Lawrence of Arabia (1962) 20,652,481
English Patient, The (1996) 111,415,132
To Kill a Mockingbird (1962) 20,629,846
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Gandhi (1982) 77,737,889
Bridge on the River Kwai, The (1957) 50,495,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Chasing Amy (1997) 12,006,514
Killing Fields, The (1984) 50,509,720
Chasing Amy (1997) 12,006,514
Philadelphia (1993) 114,946,440
Remains of the Day, The (1993) 22,954,968
Schindler's List (1993) 140,409,248
Searching for Bobby Fischer (1993) 7,266,383
In the Name of the Father (1993) 25,096,862
Average 59,263,572
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