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 Fargo (1996) 24,611,975
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Indiana Jones and the Last Crusade (1989) 312,671,806
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 It's a Wonderful Life (1946) 3,548,018
Forrest Gump (1994) 485,691,196 Boot, Das (1981) 11,433,134 Godfather: Part II, The (1974) 87,973,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Casablanca (1942) 5,806,467 Apocalypse Now (1979) 42,606,290
It's a Wonderful Life (1946) 3,548,018 Leaving Las Vegas (1995) 31,968,347 Casablanca (1942) 5,806,467
2001: A Space Odyssey (1968) 25,761,621 Sense and Sensibility (1995) 62,493,774 Citizen Kane (1941) 1,640,769
E.T. the Extra-Terrestrial (1982) 259,597,332 Indiana Jones and the Last Crusade (1989) 312,671,806 E.T. the Extra-Terrestrial (1982) 259,597,332
Average 186,322,185 Average 179,529,877 Average 98,321,569

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
Snow White and the Seven Dwarfs (1937) 103,921,550
Quiz Show (1994) 24,822,619
One Flew Over the Cuckoo's Nest (1975) 171,940,000
True Romance (1993) 12,281,500
Usual Suspects, The (1995) 1,120,000
Gandhi (1982) 77,737,889
Hunt for Red October, The (1990) 179,209,868
Jerry Maguire (1996) 228,557,864
Silence of the Lambs, The (1991) 137,332,208
Jaws (1975) 199,275,376
Swimming with Sharks (1995) 376,928
Die Hard (1988) 116,707,729
Godfather, The (1972) 291,702,411
Trainspotting (1996) 16,501,785
Psycho (1960) 43,200,000
Stand by Me (1986) 69,411,304
Groundhog Day (1993) 103,406,973
Brazil (1985) 6,500,000
Alien (1979) 42,285,739
L.A. Confidential (1997) 64,604,977
Full Monty, The (1997) 45,857,453
Blade Runner (1982) 1,445,283
Princess Bride, The (1987) 21,277,649
When Harry Met Sally... (1989) 134,613,546
Rear Window (1954) 6,759,601
Amistad (1997) 44,175,394
Monty Python and the Holy Grail (1974) 1,821,082
Miller's Crossing (1990) 5,080,409
In the Name of the Father (1993) 25,096,862
Dead Man Walking (1995) 39,025,000
Twelve Monkeys (1995) 82,512,000
Priest (1994) 4,176,932
Antonia's Line (1995) 4,823,217
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Aliens (1986) 121,385,096
Shawshank Redemption, The (1994) 28,341,469
Back to the Future (1985) 303,398,294
Smoke (1995) 8,349,430
Amadeus (1984) 23,401,401
Star Trek: The Wrath of Khan (1982) 118,633,541
Seven (Se7en) (1995) 143,225,000
Much Ado About Nothing (1993) 22,551,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Mary Poppins (1964) 133,300,000
Star Wars (1977) 731,853,665
Breakfast at Tiffany's (1961) 15,500,000
Philadelphia Story, The (1940) 3,000,000
Aladdin (1992) 328,782,825
To Kill a Mockingbird (1962) 20,629,846
City of Lost Children, The (1995) 1,513,028
Manchurian Candidate, The (1962) 4,180,630
Terminator 2: Judgment Day (1991) 207,064,802
Pulp Fiction (1994) 84,022,201
Braveheart (1995) 110,286,945
Contact (1997) 149,887,543
Empire Strikes Back, The (1980) 225,554,189
Get Shorty (1995) 103,619,110
Evita (1996) 73,298,979
Unforgiven (1992) 119,081,912
Schindler's List (1993) 140,409,248
Average 92,298,432
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