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
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Rear Window (1954) 6,759,601
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Terminator 2: Judgment Day (1991) 207,064,802
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 North by Northwest (1959) 19,977,527
Princess Bride, The (1987) 21,277,649 Schindler's List (1993) 140,409,248 E.T. the Extra-Terrestrial (1982) 259,597,332
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082 One Flew Over the Cuckoo's Nest (1975) 171,940,000 It's a Wonderful Life (1946) 3,548,018
Braveheart (1995) 110,286,945 Full Monty, The (1997) 45,857,453 Forrest Gump (1994) 485,691,196
Alien (1979) 42,285,739 Princess Bride, The (1987) 21,277,649 Blade Runner (1982) 1,445,283
Average 71,194,035 Average 159,626,616 Average 117,189,560

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
Casablanca (1942) 5,806,467
Fargo (1996) 24,611,975
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Godfather, The (1972) 291,702,411
Lost Highway (1997) 3,796,699
Shawshank Redemption, The (1994) 28,341,469
Sling Blade (1996) 24,475,416
Patton (1970) 89,800,000
Back to the Future (1985) 303,398,294
Apocalypse Now (1979) 42,606,290
Amadeus (1984) 23,401,401
Batman (1989) 401,685,407
Godfather: Part II, The (1974) 87,973,000
Searching for Bobby Fischer (1993) 7,266,383
Cop Land (1997) 64,207,716
Return of the Jedi (1983) 500,773,409
2001: A Space Odyssey (1968) 25,761,621
Star Wars (1977) 731,853,665
Empire Strikes Back, The (1980) 225,554,189
Citizen Kane (1941) 1,640,769
L.A. Confidential (1997) 64,604,977
Santa with Muscles (1996) 220,198
Dances with Wolves (1990) 265,746,848
Cool Hand Luke (1967) 7,300,000
Clockwork Orange, A (1971) 38,589,355
Indiana Jones and the Last Crusade (1989) 312,671,806
Average 137,648,630
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