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 2001: A Space Odyssey (1968) 25,761,621
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Chinatown (1974) 42,400,000
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Some Like It Hot (1959) 33,300,000
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Usual Suspects, The (1995) 1,120,000
Godfather: Part II, The (1974) 87,973,000 Toy Story (1995) 133,344,903 North by Northwest (1959) 19,977,527
Blade Runner (1982) 1,445,283 Contact (1997) 149,887,543 Leaving Las Vegas (1995) 31,968,347
2001: A Space Odyssey (1968) 25,761,621 Usual Suspects, The (1995) 1,120,000 Empire Strikes Back, The (1980) 225,554,189
Chinatown (1974) 42,400,000 Empire Strikes Back, The (1980) 225,554,189 Brazil (1985) 6,500,000
North by Northwest (1959) 19,977,527 Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134
Average 136,051,673 Average 208,981,342 Average 53,842,406

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
Annie Hall (1977) 57,253,791
Amadeus (1984) 23,401,401
Killing Fields, The (1984) 50,509,720
Fargo (1996) 24,611,975
M*A*S*H (1970) 109,920,000
Taxi Driver (1976) 33,669,000
Boys of St. Vincent, The (1993) 204,540
Apollo 13 (1995) 94,378,651
Silence of the Lambs, The (1991) 137,332,208
Alien (1979) 42,285,739
Much Ado About Nothing (1993) 22,551,000
Vertigo (1958) 7,024,928
E.T. the Extra-Terrestrial (1982) 259,597,332
Bridge on the River Kwai, The (1957) 50,495,000
Rear Window (1954) 6,759,601
Psycho (1960) 43,200,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Henry V (1989) 10,161,099
Clockwork Orange, A (1971) 38,589,355
Dead Man Walking (1995) 39,025,000
My Fair Lady (1964) 42,805,000
Raising Arizona (1987) 22,847,564
Notorious (1946) 12,800,000
Apocalypse Now (1979) 42,606,290
Godfather, The (1972) 291,702,411
Citizen Kane (1941) 1,640,769
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
African Queen, The (1951) 4,300,000
Quiz Show (1994) 24,822,619
Casablanca (1942) 5,806,467
Shawshank Redemption, The (1994) 28,341,469
Average 55,021,211
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