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
Usual Suspects, The (1995) 1,120,000 Return of the Jedi (1983) 500,773,409 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Empire Strikes Back, The (1980) 225,554,189 Usual Suspects, The (1995) 1,120,000 Sense and Sensibility (1995) 62,493,774
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469
Casablanca (1942) 5,806,467 Empire Strikes Back, The (1980) 225,554,189 L.A. Confidential (1997) 64,604,977
Princess Bride, The (1987) 21,277,649 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Usual Suspects, The (1995) 1,120,000
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409
Monty Python and the Holy Grail (1974) 1,821,082 Sense and Sensibility (1995) 62,493,774 Secrets & Lies (1996) 13,417,292
Amadeus (1984) 23,401,401 Full Monty, The (1997) 45,857,453 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Average 98,148,094 Average 189,816,279 Average 94,154,500

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
Leaving Las Vegas (1995) 31,968,347
Babe (1995) 66,600,000
Men in Black (1997) 367,992,228
Toy Story (1995) 133,344,903
Heathers (1989) 1,108,462
Terminator 2: Judgment Day (1991) 207,064,802
Silence of the Lambs, The (1991) 137,332,208
Lawrence of Arabia (1962) 20,652,481
GoodFellas (1990) 67,336,394
Boot, Das (1981) 11,433,134
Schindler's List (1993) 140,409,248
Eat Drink Man Woman (1994) 7,294,403
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Pulp Fiction (1994) 84,022,201
Gandhi (1982) 77,737,889
Day the Earth Stood Still, The (1951) 79,366,978
Rear Window (1954) 6,759,601
Chinatown (1974) 42,400,000
Dead Man Walking (1995) 39,025,000
Miller's Crossing (1990) 5,080,409
Star Wars (1977) 731,853,665
Sunset Blvd. (1950) 7,500,000
Six Degrees of Separation (1993) 6,410,676
Twelve Monkeys (1995) 82,512,000
Remains of the Day, The (1993) 22,954,968
Fargo (1996) 24,611,975
Clerks (1994) 3,151,130
Heat (1995) 97,783,000
Bronx Tale, A (1993) 17,266,971
Courage Under Fire (1996) 87,335,823
Trainspotting (1996) 16,501,785
Forrest Gump (1994) 485,691,196
Delicatessen (1991) 1,794,187
Naked (1993) 1,769,305
Raging Bull (1980) 49,034
Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945
Average 95,137,939
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