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
Bogus (1996) 4,340,826 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Back to the Future (1985) 303,398,294
Blade Runner (1982) 1,445,283 Liar Liar (1997) 277,327,280 Die Hard (1988) 116,707,729
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Monty Python and the Holy Grail (1974) 1,821,082 Jerry Maguire (1996) 228,557,864 Stand by Me (1986) 69,411,304
Back to the Future (1985) 303,398,294 Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543
Die Hard (1988) 116,707,729 Star Trek: First Contact (1996) 207,001,027 Psycho (1960) 43,200,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Air Force One (1997) 250,384,803 Men in Black (1997) 367,992,228
Titanic (1997) 600,779,824 Men in Black (1997) 367,992,228 Casablanca (1942) 5,806,467
Average 130,867,701 Average 219,017,454 Average 133,546,754

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
Nightmare on Elm Street, A (1984) 65,398,755
Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945
Apollo 13 (1995) 94,378,651
Phenomenon (1996) 155,732,573
Hunt for Red October, The (1990) 179,209,868
Godfather: Part II, The (1974) 87,973,000
True Romance (1993) 12,281,500
Jurassic Park (1993) 563,476,625
True Lies (1994) 226,261,000
Terminator 2: Judgment Day (1991) 207,064,802
GoldenEye (1995) 146,028,496
Murder in the First (1995) 17,382,000
Donnie Brasco (1997) 60,851,988
Cape Fear (1991) 118,590,000
Pulp Fiction (1994) 84,022,201
Speed (1994) 121,248,145
Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409
Top Gun (1986) 256,050,237
Indiana Jones and the Last Crusade (1989) 312,671,806
People vs. Larry Flynt, The (1996) 20,191,312
Bram Stoker's Dracula (1992) 129,722,790
Unforgiven (1992) 119,081,912
Princess Bride, The (1987) 21,277,649
Junior (1994) 56,276,640
Seven (Se7en) (1995) 143,225,000
Raging Bull (1980) 49,034
Empire Strikes Back, The (1980) 225,554,189
Program, The (1993) 23,004,026
Demolition Man (1993) 83,555,768
Jaws (1975) 199,275,376
Highlander (1986) 5,735,847
Friday (1995) 27,900,000
Broken Arrow (1996) 105,069,070
Young Guns (1988) 64,686,644
Star Wars (1977) 731,853,665
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
To Kill a Mockingbird (1962) 20,629,846
Alien (1979) 42,285,739
Schindler's List (1993) 140,409,248
Dances with Wolves (1990) 265,746,848
Dragonheart (1996) 51,317,350
Waterworld (1995) 130,604,220
Days of Thunder (1990) 122,670,733
Independence Day (ID4) (1996) 483,359,255
Heat (1995) 97,783,000
Copycat (1995) 32,051,917
GoodFellas (1990) 67,336,394
Fifth Element, The (1997) 92,897,302
Forrest Gump (1994) 485,691,196
Dazed and Confused (1993) 7,993,039
Aliens (1986) 121,385,096
Young Guns II (1990) 63,843,410
Silence of the Lambs, The (1991) 137,332,208
Glory (1989) 100,326
Bulletproof (1996) 21,162,420
Scream (1996) 103,001,286
Twister (1996) 375,152,715
Eraser (1996) 147,260,786
Boot, Das (1981) 11,433,134
Basketball Diaries, The (1995) 2,424,439
Casino (1995) 62,726,000
From Dusk Till Dawn (1996) 45,553,840
Glimmer Man, The (1996) 20,400,913
Cliffhanger (1993) 127,356,211
Toy Story (1995) 133,344,903
Average 135,055,141
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