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
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Monty Python and the Holy Grail (1974) 1,821,082 Schindler's List (1993) 140,409,248 Star Trek: The Wrath of Khan (1982) 118,633,541
Star Trek: The Wrath of Khan (1982) 118,633,541 Scream (1996) 103,001,286 Godfather: Part II, The (1974) 87,973,000
Usual Suspects, The (1995) 1,120,000 Men in Black (1997) 367,992,228 Babe (1995) 66,600,000
Titanic (1997) 600,779,824 Mr. Holland's Opus (1995) 119,078,097 Men in Black (1997) 367,992,228
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Usual Suspects, The (1995) 1,120,000 2001: A Space Odyssey (1968) 25,761,621
It's a Wonderful Life (1946) 3,548,018 Monty Python and the Holy Grail (1974) 1,821,082 It's a Wonderful Life (1946) 3,548,018
Men in Black (1997) 367,992,228 English Patient, The (1996) 111,415,132 Dances with Wolves (1990) 265,746,848
Average 172,255,832 Average 176,193,128 Average 139,297,889

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
Independence Day (ID4) (1996) 483,359,255
Lion King, The (1994) 188,740,944
Star Trek: The Motion Picture (1979) 95,658,976
Multiplicity (1996) 20,101,861
Nightmare Before Christmas, The (1993) 22,782,289
Star Trek: First Contact (1996) 207,001,027
Carrie (1976) 49,007,514
Army of Darkness (1993) 11,502,976
Empire Strikes Back, The (1980) 225,554,189
Timecop (1994) 65,478,580
Forrest Gump (1994) 485,691,196
Field of Dreams (1989) 94,962,625
Star Trek IV: The Voyage Home (1986) 124,751,249
Sneakers (1992) 75,733,000
Speed (1994) 121,248,145
Transformers: The Movie, The (1986) 5,706,456
Toy Story (1995) 133,344,903
Crimson Tide (1995) 135,266,000
Silence of the Lambs, The (1991) 137,332,208
Jurassic Park (1993) 563,476,625
Home Alone (1990) 425,860,243
Twister (1996) 375,152,715
Nightmare on Elm Street, A (1984) 65,398,755
Aladdin (1992) 328,782,825
American President, The (1995) 95,000,000
Return of the Jedi (1983) 500,773,409
Terminator 2: Judgment Day (1991) 207,064,802
Maverick (1994) 151,131,272
Real Genius (1985) 13,000,000
Pulp Fiction (1994) 84,022,201
One Fine Day (1996) 68,829,020
Heathers (1989) 1,108,462
Evil Dead II (1987) 5,923,044
When Harry Met Sally... (1989) 134,613,546
Liar Liar (1997) 277,327,280
Groundhog Day (1993) 103,406,973
Congo (1995) 113,871,668
Beauty and the Beast (1991) 94,902,028
Four Weddings and a Funeral (1994) 75,888,832
Man Without a Face, The (1993) 24,760,338
Fantasia (1940) 49,310,882
Dolores Claiborne (1994) 24,361,867
Benny & Joon (1993) 23,202,734
Contact (1997) 149,887,543
Waterworld (1995) 130,604,220
Twelve Monkeys (1995) 82,512,000
Ghost (1990) 226,931,306
Shawshank Redemption, The (1994) 28,341,469
Willy Wonka and the Chocolate Factory (1971) 4,000,000
French Kiss (1995) 38,900,000
Casablanca (1942) 5,806,467
Batman (1989) 401,685,407
E.T. the Extra-Terrestrial (1982) 259,597,332
Alien (1979) 42,285,739
Die Hard: With a Vengeance (1995) 147,009,359
Jaws (1975) 199,275,376
Indiana Jones and the Last Crusade (1989) 312,671,806
Young Guns (1988) 64,686,644
Cool Runnings (1993) 98,839,263
Amadeus (1984) 23,401,401
Seven (Se7en) (1995) 143,225,000
Princess Bride, The (1987) 21,277,649
Cool Hand Luke (1967) 7,300,000
Fox and the Hound, The (1981) 53,368,988
Don Juan DeMarco (1995) 22,200,000
Aliens (1986) 121,385,096
Die Hard 2 (1990) 120,083,665
Clerks (1994) 3,151,130
Stand by Me (1986) 69,411,304
Hunt for Red October, The (1990) 179,209,868
Fish Called Wanda, A (1988) 93,259,712
Birds, The (1963) 16,493,900
Judge Dredd (1995) 34,693,481
Die Hard (1988) 116,707,729
Blade Runner (1982) 1,445,283
True Lies (1994) 226,261,000
Back to the Future (1985) 303,398,294
Braveheart (1995) 110,286,945
Dave (1993) 93,370,710
Air Force One (1997) 250,384,803
Searching for Bobby Fischer (1993) 7,266,383
Stargate (1994) 105,565,669
Grumpier Old Men (1995) 105,662,663
Jerry Maguire (1996) 228,557,864
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Up Close and Personal (1996) 74,045,801
Kingpin (1996) 24,944,213
Star Wars (1977) 731,853,665
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Top Gun (1986) 256,050,237
Interview with the Vampire (1994) 145,789,330
Volcano (1997) 71,496,882
Raising Arizona (1987) 22,847,564
Face/Off (1997) 163,746,077
Escape from New York (1981) 25,244,700
Mrs. Doubtfire (1993) 330,200,000
Mission: Impossible (1996) 274,049,639
Apollo 13 (1995) 94,378,651
Average 136,995,747
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