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
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469
Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000 Schindler's List (1993) 140,409,248
Twelve Monkeys (1995) 82,512,000 Scream (1996) 103,001,286 Twelve Monkeys (1995) 82,512,000
Back to the Future (1985) 303,398,294 Schindler's List (1993) 140,409,248 Back to the Future (1985) 303,398,294
Forrest Gump (1994) 485,691,196 Shawshank Redemption, The (1994) 28,341,469 Boot, Das (1981) 11,433,134
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
Titanic (1997) 600,779,824 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Clockwork Orange, A (1971) 38,589,355
Seven (Se7en) (1995) 143,225,000 English Patient, The (1996) 111,415,132 Seven (Se7en) (1995) 143,225,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Air Force One (1997) 250,384,803 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Star Trek: The Wrath of Khan (1982) 118,633,541 Jerry Maguire (1996) 228,557,864 Monty Python's Life of Brian (1979) 646,124
Average 211,399,159 Average 175,640,265 Average 123,824,582

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
Event Horizon (1997) 26,616,590
Killing Zoe (1994) 418,953
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Contact (1997) 149,887,543
Fargo (1996) 24,611,975
Jurassic Park (1993) 563,476,625
Beauty and the Beast (1991) 94,902,028
Heavy Metal (1981) 9,300,000
Rob Roy (1995) 31,600,000
Pulp Fiction (1994) 84,022,201
Lion King, The (1994) 188,740,944
Top Gun (1986) 256,050,237
Bram Stoker's Dracula (1992) 129,722,790
Monty Python and the Holy Grail (1974) 1,821,082
Stand by Me (1986) 69,411,304
Men in Black (1997) 367,992,228
Con Air (1997) 146,553,269
Chasing Amy (1997) 12,006,514
Blade Runner (1982) 1,445,283
Beavis and Butt-head Do America (1996) 90,162,233
Four Rooms (1995) 4,301,331
Die Hard: With a Vengeance (1995) 147,009,359
Godfather, The (1972) 291,702,411
Silence of the Lambs, The (1991) 137,332,208
Lawnmower Man, The (1992) 27,207,265
Johnny Mnemonic (1995) 19,076,000
Jackie Chan's First Strike (1996) 14,511,338
Robin Hood: Men in Tights (1993) 35,699,287
Highlander (1986) 5,735,847
Virtuosity (1995) 24,048,000
Demolition Man (1993) 83,555,768
Circle of Friends (1995) 23,397,365
Godfather: Part II, The (1974) 87,973,000
Fish Called Wanda, A (1988) 93,259,712
Real Genius (1985) 13,000,000
Princess Bride, The (1987) 21,277,649
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Glory (1989) 100,326
Aladdin (1992) 328,782,825
Antonia's Line (1995) 4,823,217
Alien (1979) 42,285,739
Heat (1995) 97,783,000
Rumble in the Bronx (1995) 32,333,860
Twister (1996) 375,152,715
Grosse Pointe Blank (1997) 28,014,536
Spawn (1997) 84,882,059
Judge Dredd (1995) 34,693,481
Four Weddings and a Funeral (1994) 75,888,832
Home for the Holidays (1995) 17,518,220
Interview with the Vampire (1994) 145,789,330
Terminator 2: Judgment Day (1991) 207,064,802
Trainspotting (1996) 16,501,785
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Groundhog Day (1993) 103,406,973
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Toy Story (1995) 133,344,903
Return of the Jedi (1983) 500,773,409
Brazil (1985) 6,500,000
Dances with Wolves (1990) 265,746,848
Mrs. Doubtfire (1993) 330,200,000
Usual Suspects, The (1995) 1,120,000
So I Married an Axe Murderer (1993) 11,585,483
Stargate (1994) 105,565,669
Indiana Jones and the Last Crusade (1989) 312,671,806
Braveheart (1995) 110,286,945
Batman Forever (1995) 289,097,904
Clueless (1995) 75,525,013
Liar Liar (1997) 277,327,280
Aliens (1986) 121,385,096
Fox and the Hound, The (1981) 53,368,988
Ghost (1990) 226,931,306
Truth About Cats & Dogs, The (1996) 34,073,143
Supercop (1992) 16,249,557
Mortal Kombat (1995) 107,045,672
Desperado (1995) 25,625,110
Sneakers (1992) 75,733,000
Pretty Woman (1990) 260,311,268
Jeffrey (1995) 3,487,767
Reservoir Dogs (1992) 2,687,008
Empire Strikes Back, The (1980) 225,554,189
Die Hard (1988) 116,707,729
Beverly Hills Cop III (1994) 61,358,400
Clerks (1994) 3,151,130
Austin Powers: International Man of Mystery (1997) 78,171,630
Good, The Bad and The Ugly, The (1966) 19,000,000
Hunt for Red October, The (1990) 179,209,868
Star Wars (1977) 731,853,665
Independence Day (ID4) (1996) 483,359,255
GoodFellas (1990) 67,336,394
Secret Garden, The (1993) 30,000,000
Average 112,411,156
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