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 Star Wars (1977) 731,853,665 Rear Window (1954) 6,759,601
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Amadeus (1984) 23,401,401
Citizen Kane (1941) 1,640,769 English Patient, The (1996) 111,415,132 To Kill a Mockingbird (1962) 20,629,846
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Chinatown (1974) 42,400,000
Rear Window (1954) 6,759,601 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Full Monty, The (1997) 45,857,453 Secrets & Lies (1996) 13,417,292
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134 Godfather: Part II, The (1974) 87,973,000
Amadeus (1984) 23,401,401 L.A. Confidential (1997) 64,604,977 Vertigo (1958) 7,024,928
To Kill a Mockingbird (1962) 20,629,846 Return of the Jedi (1983) 500,773,409 Manchurian Candidate, The (1962) 4,180,630
Godfather: Part II, The (1974) 87,973,000 Contact (1997) 149,887,543 Citizen Kane (1941) 1,640,769
Average 161,364,214 Average 218,526,918 Average 23,576,893

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
Roman Holiday (1953) 8,000,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Moll Flanders (1996) 3,363,968
Remains of the Day, The (1993) 22,954,968
Killing Fields, The (1984) 50,509,720
Looking for Richard (1996) 1,361,420
Apocalypse Now (1979) 42,606,290
Eat Drink Man Woman (1994) 7,294,403
African Queen, The (1951) 4,300,000
Trainspotting (1996) 16,501,785
Lawrence of Arabia (1962) 20,652,481
Casablanca (1942) 5,806,467
Belle de jour (1967) 4,037,017
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
M*A*S*H (1970) 109,920,000
Enchanted April (1991) 13,200,170
Sense and Sensibility (1995) 62,493,774
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Big Night (1996) 11,881,039
Diva (1981) 108,372
Fargo (1996) 24,611,975
Some Like It Hot (1959) 33,300,000
Raising Arizona (1987) 22,847,564
Pulp Fiction (1994) 84,022,201
Average 24,369,125
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