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
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Alien (1979) 42,285,739 Twelve Monkeys (1995) 82,512,000 Contact (1997) 149,887,543
Blade Runner (1982) 1,445,283 Indiana Jones and the Last Crusade (1989) 312,671,806 Godfather: Part II, The (1974) 87,973,000
Twelve Monkeys (1995) 82,512,000 English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134
Casablanca (1942) 5,806,467 Star Trek: First Contact (1996) 207,001,027 Blade Runner (1982) 1,445,283
It's a Wonderful Life (1946) 3,548,018 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Twister (1996) 375,152,715
E.T. the Extra-Terrestrial (1982) 259,597,332 Alien (1979) 42,285,739 Casablanca (1942) 5,806,467
Average 119,612,103 Average 199,480,745 Average 120,246,452

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
Groundhog Day (1993) 103,406,973
Kingpin (1996) 24,944,213
Return of the Jedi (1983) 500,773,409
When Harry Met Sally... (1989) 134,613,546
Tin Cup (1996) 77,003,584
Bob Roberts (1992) 4,479,470
Maverick (1994) 151,131,272
Back to the Future (1985) 303,398,294
Swingers (1996) 4,505,922
2 Days in the Valley (1996) 11,090,856
Quiz Show (1994) 24,822,619
Reservoir Dogs (1992) 2,687,008
Transformers: The Movie, The (1986) 5,706,456
Usual Suspects, The (1995) 1,120,000
Sneakers (1992) 75,733,000
Jurassic Park (1993) 563,476,625
Swimming with Sharks (1995) 376,928
Down Periscope (1996) 25,785,603
Face/Off (1997) 163,746,077
Much Ado About Nothing (1993) 22,551,000
Trainspotting (1996) 16,501,785
Searching for Bobby Fischer (1993) 7,266,383
Philadelphia (1993) 114,946,440
Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189
Hunt for Red October, The (1990) 179,209,868
So I Married an Axe Murderer (1993) 11,585,483
Before Sunrise (1995) 1,423,537
Forrest Gump (1994) 485,691,196
Stand by Me (1986) 69,411,304
Primal Fear (1996) 80,646,667
Scream (1996) 103,001,286
Young Guns (1988) 64,686,644
Clockwork Orange, A (1971) 38,589,355
Top Gun (1986) 256,050,237
Broken Arrow (1996) 105,069,070
Platoon (1986) 207,900,328
Tombstone (1993) 82,627,065
Toy Story (1995) 133,344,903
Clerks (1994) 3,151,130
Grosse Pointe Blank (1997) 28,014,536
Pump Up the Volume (1990) 11,541,758
Monty Python and the Holy Grail (1974) 1,821,082
Shawshank Redemption, The (1994) 28,341,469
Apollo 13 (1995) 94,378,651
Kids in the Hall: Brain Candy (1996) 2,653,000
Dead Poets Society (1989) 144,288,116
Patton (1970) 89,800,000
Hudsucker Proxy, The (1994) 2,869,369
Courage Under Fire (1996) 87,335,823
Get Shorty (1995) 103,619,110
Men in Black (1997) 367,992,228
Terminator 2: Judgment Day (1991) 207,064,802
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Beauty and the Beast (1991) 94,902,028
Seven (Se7en) (1995) 143,225,000
Jaws (1975) 199,275,376
Real Genius (1985) 13,000,000
Princess Bride, The (1987) 21,277,649
Cable Guy, The (1996) 93,754,431
Aliens (1986) 121,385,096
Aladdin (1992) 328,782,825
Heat (1995) 97,783,000
Chasing Amy (1997) 12,006,514
North by Northwest (1959) 19,977,527
Crimson Tide (1995) 135,266,000
Pulp Fiction (1994) 84,022,201
Austin Powers: International Man of Mystery (1997) 78,171,630
Dirty Dancing (1987) 89,171,578
Silence of the Lambs, The (1991) 137,332,208
Braveheart (1995) 110,286,945
Con Air (1997) 146,553,269
GoodFellas (1990) 67,336,394
Othello (1995) 2,112,951
Star Wars (1977) 731,853,665
Independence Day (ID4) (1996) 483,359,255
Akira (1988) 439,162
Jerry Maguire (1996) 228,557,864
Die Hard (1988) 116,707,729
Murder in the First (1995) 17,382,000
Average 116,171,583
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