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 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Princess Bride, The (1987) 21,277,649
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 North by Northwest (1959) 19,977,527
Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543 Monty Python and the Holy Grail (1974) 1,821,082
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134
Empire Strikes Back, The (1980) 225,554,189 Usual Suspects, The (1995) 1,120,000 Forrest Gump (1994) 485,691,196
Citizen Kane (1941) 1,640,769 Casablanca (1942) 5,806,467 Monty Python's Life of Brian (1979) 646,124
Average 164,405,313 Average 167,816,085 Average 71,367,198

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
Lone Star (1996) 13,269,963
Shawshank Redemption, The (1994) 28,341,469
Month by the Lake, A (1995) 2,196,534
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Manchurian Candidate, The (1962) 4,180,630
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Eat Drink Man Woman (1994) 7,294,403
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Amadeus (1984) 23,401,401
Return of the Jedi (1983) 500,773,409
Average 77,396,428
up

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