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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Godfather: Part II, The (1974) 87,973,000
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Apocalypse Now (1979) 42,606,290
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Rear Window (1954) 6,759,601
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000
Usual Suspects, The (1995) 1,120,000 Empire Strikes Back, The (1980) 225,554,189 It's a Wonderful Life (1946) 3,548,018
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Contact (1997) 149,887,543 Vertigo (1958) 7,024,928
Return of the Jedi (1983) 500,773,409 Twelve Monkeys (1995) 82,512,000 Philadelphia Story, The (1940) 3,000,000
Shawshank Redemption, The (1994) 28,341,469 Usual Suspects, The (1995) 1,120,000 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
2001: A Space Odyssey (1968) 25,761,621 Shawshank Redemption, The (1994) 28,341,469 Boot, Das (1981) 11,433,134
Godfather: Part II, The (1974) 87,973,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Empire Strikes Back, The (1980) 225,554,189
Average 149,818,732 Average 161,685,224 Average 47,131,213

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
Miller's Crossing (1990) 5,080,409
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Raising Arizona (1987) 22,847,564
Monty Python and the Holy Grail (1974) 1,821,082
Taxi Driver (1976) 33,669,000
African Queen, The (1951) 4,300,000
Highlander (1986) 5,735,847
Fish Called Wanda, A (1988) 93,259,712
Clockwork Orange, A (1971) 38,589,355
Aliens (1986) 121,385,096
Star Wars (1977) 731,853,665
Cool Hand Luke (1967) 7,300,000
Madness of King George, The (1994) 15,238,994
Blade Runner (1982) 1,445,283
Casablanca (1942) 5,806,467
Evil Dead II (1987) 5,923,044
Pulp Fiction (1994) 84,022,201
Chasing Amy (1997) 12,006,514
This Is Spinal Tap (1984) 188,751
Paths of Glory (1957) 899,327
Chasing Amy (1997) 12,006,514
Brazil (1985) 6,500,000
Toy Story (1995) 133,344,903
Monty Python's Life of Brian (1979) 646,124
Princess Bride, The (1987) 21,277,649
Apollo 13 (1995) 94,378,651
Gandhi (1982) 77,737,889
Reservoir Dogs (1992) 2,687,008
Bridge on the River Kwai, The (1957) 50,495,000
Silence of the Lambs, The (1991) 137,332,208
Citizen Kane (1941) 1,640,769
Star Trek: First Contact (1996) 207,001,027
Alien (1979) 42,285,739
Clerks (1994) 3,151,130
Average 58,439,163
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