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
Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411
Alien (1979) 42,285,739 Pulp Fiction (1994) 84,022,201 To Kill a Mockingbird (1962) 20,629,846
It's a Wonderful Life (1946) 3,548,018 Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132
To Kill a Mockingbird (1962) 20,629,846 Scream (1996) 103,001,286 Jaws (1975) 199,275,376
Babe (1995) 66,600,000 Dead Man Walking (1995) 39,025,000 Babe (1995) 66,600,000
English Patient, The (1996) 111,415,132 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Raising Arizona (1987) 22,847,564
Rear Window (1954) 6,759,601 Leaving Las Vegas (1995) 31,968,347 It's a Wonderful Life (1946) 3,548,018
Die Hard (1988) 116,707,729 Boot, Das (1981) 11,433,134 Rear Window (1954) 6,759,601
Raising Arizona (1987) 22,847,564 Alien (1979) 42,285,739 Firm, The (1993) 686,502
Average 76,651,824 Average 96,923,805 Average 80,748,665

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
Terminator 2: Judgment Day (1991) 207,064,802
Mr. Holland's Opus (1995) 119,078,097
Day the Earth Stood Still, The (1951) 79,366,978
Real Genius (1985) 13,000,000
Ed Wood (1994) 5,887,457
Ghost (1990) 226,931,306
Brazil (1985) 6,500,000
L.A. Confidential (1997) 64,604,977
Full Monty, The (1997) 45,857,453
Father of the Bride (1950) 4,054,400
Clockwork Orange, A (1971) 38,589,355
Much Ado About Nothing (1993) 22,551,000
Heavenly Creatures (1994) 3,049,135
Get Shorty (1995) 103,619,110
Toy Story (1995) 133,344,903
Seven (Se7en) (1995) 143,225,000
Eat Drink Man Woman (1994) 7,294,403
Devil's Advocate, The (1997) 86,587,776
E.T. the Extra-Terrestrial (1982) 259,597,332
Schindler's List (1993) 140,409,248
Back to the Future (1985) 303,398,294
I Know What You Did Last Summer (1997) 103,145,788
Dave (1993) 93,370,710
Amistad (1997) 44,175,394
Clueless (1995) 75,525,013
Man Without a Face, The (1993) 24,760,338
Clerks (1994) 3,151,130
Quiz Show (1994) 24,822,619
Indiana Jones and the Last Crusade (1989) 312,671,806
To Die For (1995) 21,284,514
Star Trek: Generations (1994) 111,368,868
Sneakers (1992) 75,733,000
Pump Up the Volume (1990) 11,541,758
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Men in Black (1997) 367,992,228
Forrest Gump (1994) 485,691,196
2001: A Space Odyssey (1968) 25,761,621
Glory (1989) 100,326
Nell (1994) 33,592,700
Philadelphia (1993) 114,946,440
Sense and Sensibility (1995) 62,493,774
Casablanca (1942) 5,806,467
Four Weddings and a Funeral (1994) 75,888,832
Bullets Over Broadway (1994) 13,383,737
Star Trek: The Wrath of Khan (1982) 118,633,541
Maverick (1994) 151,131,272
Apollo 13 (1995) 94,378,651
Antonia's Line (1995) 4,823,217
Pink Floyd - The Wall (1982) 14,844,106
Contact (1997) 149,887,543
Return of the Jedi (1983) 500,773,409
Mr. Smith Goes to Washington (1939) 1,500,000
Field of Dreams (1989) 94,962,625
Titanic (1997) 600,779,824
George of the Jungle (1997) 149,879,375
In & Out (1997) 63,826,569
Emma (1996) 22,201,883
Gandhi (1982) 77,737,889
Reservoir Dogs (1992) 2,687,008
Highlander (1986) 5,735,847
Piano, The (1993) 40,158,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Princess Bride, The (1987) 21,277,649
Twelve Monkeys (1995) 82,512,000
Hoop Dreams (1994) 7,830,611
Empire Strikes Back, The (1980) 225,554,189
Love! Valour! Compassion! (1997) 2,874,242
Richard III (1995) 2,600,000
Crimson Tide (1995) 135,266,000
Shawshank Redemption, The (1994) 28,341,469
Bob Roberts (1992) 4,479,470
Benny & Joon (1993) 23,202,734
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Dances with Wolves (1990) 265,746,848
Monty Python's Life of Brian (1979) 646,124
Groundhog Day (1993) 103,406,973
Star Wars (1977) 731,853,665
Hour of the Pig, The (1993) 667,078
When Harry Met Sally... (1989) 134,613,546
Amadeus (1984) 23,401,401
Aliens (1986) 121,385,096
Sleeper (1973) 18,344,729
Truth About Cats & Dogs, The (1996) 34,073,143
Aladdin (1992) 328,782,825
Hamlet (1996) 4,414,535
Stand by Me (1986) 69,411,304
Young Frankenstein (1974) 125,123,000
Reality Bites (1994) 20,982,557
Mary Poppins (1964) 133,300,000
Good Will Hunting (1997) 192,328,280
Monty Python and the Holy Grail (1974) 1,821,082
Braveheart (1995) 110,286,945
Sleepless in Seattle (1993) 191,463,006
Hudsucker Proxy, The (1994) 2,869,369
Twelfth Night (1996) 551,545
Guantanamera (1994) 751,478
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Usual Suspects, The (1995) 1,120,000
Blade Runner (1982) 1,445,283
Don Juan DeMarco (1995) 22,200,000
Better Off Dead... (1985) 10,297,601
Platoon (1986) 207,900,328
Speechless (1994) 20,664,501
Hunt for Red October, The (1990) 179,209,868
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Sabrina (1995) 76,780,029
Full Metal Jacket (1987) 69,057,676
Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864
Silence of the Lambs, The (1991) 137,332,208
Chasing Amy (1997) 12,006,514
Searching for Bobby Fischer (1993) 7,266,383
Star Trek: First Contact (1996) 207,001,027
Speed (1994) 121,248,145
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Henry V (1989) 10,161,099
Fish Called Wanda, A (1988) 93,259,712
Fantasia (1940) 49,310,882
Dead Poets Society (1989) 144,288,116
Six Degrees of Separation (1993) 6,410,676
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Heathers (1989) 1,108,462
Average 92,256,881
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