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 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Rear Window (1954) 6,759,601
Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208 Amadeus (1984) 23,401,401
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Pulp Fiction (1994) 84,022,201
Rear Window (1954) 6,759,601 Toy Story (1995) 133,344,903 Psycho (1960) 43,200,000
Amadeus (1984) 23,401,401 Empire Strikes Back, The (1980) 225,554,189 Boot, Das (1981) 11,433,134
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411
Citizen Kane (1941) 1,640,769 English Patient, The (1996) 111,415,132 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
North by Northwest (1959) 19,977,527 Amadeus (1984) 23,401,401 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Average 154,685,594 Average 226,401,149 Average 62,843,852

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
Raising Arizona (1987) 22,847,564
Forget Paris (1995) 33,194,500
Monty Python's Life of Brian (1979) 646,124
Casablanca (1942) 5,806,467
It's a Wonderful Life (1946) 3,548,018
E.T. the Extra-Terrestrial (1982) 259,597,332
Some Like It Hot (1959) 33,300,000
American in Paris, An (1951) 12,505,000
Schindler's List (1993) 140,409,248
Dances with Wolves (1990) 265,746,848
Postino, Il (1994) 20,681,301
Sleeper (1973) 18,344,729
Monty Python and the Holy Grail (1974) 1,821,082
Princess Bride, The (1987) 21,277,649
Mr. Holland's Opus (1995) 119,078,097
Birds, The (1963) 16,493,900
Apollo 13 (1995) 94,378,651
Vertigo (1958) 7,024,928
Manhattan (1979) 39,900,000
Shawshank Redemption, The (1994) 28,341,469
Raging Bull (1980) 49,034
Cinderella (1950) 75,188,149
Cool Hand Luke (1967) 7,300,000
Stand by Me (1986) 69,411,304
African Queen, The (1951) 4,300,000
Gigi (1958) 13,208,725
Mary Poppins (1964) 133,300,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
To Kill a Mockingbird (1962) 20,629,846
Average 56,561,033
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