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 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 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 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Blade Runner (1982) 1,445,283
North by Northwest (1959) 19,977,527 Pulp Fiction (1994) 84,022,201 E.T. the Extra-Terrestrial (1982) 259,597,332
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Casablanca (1942) 5,806,467 Boot, Das (1981) 11,433,134
Psycho (1960) 43,200,000 Titanic (1997) 600,779,824 Boys of St. Vincent, The (1993) 204,540
Lawrence of Arabia (1962) 20,652,481 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Monty Python and the Holy Grail (1974) 1,821,082
Average 124,447,114 Average 245,286,474 Average 53,134,884

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
Cop Land (1997) 64,207,716
It's a Wonderful Life (1946) 3,548,018
Raging Bull (1980) 49,034
Cinema Paradiso (1988) 392,045
Vertigo (1958) 7,024,928
Hoop Dreams (1994) 7,830,611
Streetcar Named Desire, A (1951) 4,414,474
Shawshank Redemption, The (1994) 28,341,469
Scream (1996) 103,001,286
Koyaanisqatsi (1983) 1,723,872
Rear Window (1954) 6,759,601
Usual Suspects, The (1995) 1,120,000
Godfather: Part II, The (1974) 87,973,000
Citizen Kane (1941) 1,640,769
Godfather, The (1972) 291,702,411
Thin Man, The (1934) 1,423,000
It Happened One Night (1934) 2,000,000
Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189
Boogie Nights (1997) 26,384,919
This Is Spinal Tap (1984) 188,751
Chasing Amy (1997) 12,006,514
Lost Highway (1997) 3,796,699
English Patient, The (1996) 111,415,132
To Kill a Mockingbird (1962) 20,629,846
L.A. Confidential (1997) 64,604,977
Gone with the Wind (1939) 200,155,278
Cool Hand Luke (1967) 7,300,000
Some Like It Hot (1959) 33,300,000
Average 50,306,820
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