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 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
English Patient, The (1996) 111,415,132 Return of the Jedi (1983) 500,773,409 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 Boot, Das (1981) 11,433,134
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 To Kill a Mockingbird (1962) 20,629,846
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 E.T. the Extra-Terrestrial (1982) 259,597,332
Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Titanic (1997) 600,779,824 Boot, Das (1981) 11,433,134 2001: A Space Odyssey (1968) 25,761,621
Monty Python and the Holy Grail (1974) 1,821,082 Chasing Amy (1997) 12,006,514 Citizen Kane (1941) 1,640,769
Rear Window (1954) 6,759,601 Trainspotting (1996) 16,501,785 English Patient, The (1996) 111,415,132
Average 173,501,941 Average 176,057,369 Average 66,579,037

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
Vertigo (1958) 7,024,928
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Maya Lin: A Strong Clear Vision (1994) 62,186
Extreme Measures (1996) 17,305,211
Emma (1996) 22,201,883
People vs. Larry Flynt, The (1996) 20,191,312
Brazil (1985) 6,500,000
Back to the Future (1985) 303,398,294
My Own Private Idaho (1991) 6,258,980
Dead Poets Society (1989) 144,288,116
Being There (1979) 30,177,511
Grease (1978) 96,605,260
Speed (1994) 121,248,145
Enchanted April (1991) 13,200,170
Apt Pupil (1998) 8,838,938
Truth About Cats & Dogs, The (1996) 34,073,143
Eat Drink Man Woman (1994) 7,294,403
Henry V (1989) 10,161,099
Searching for Bobby Fischer (1993) 7,266,383
Waiting for Guffman (1996) 2,892,582
Scream (1996) 103,001,286
Usual Suspects, The (1995) 1,120,000
Heathers (1989) 1,108,462
Dead Man Walking (1995) 39,025,000
Grosse Pointe Blank (1997) 28,014,536
Star Trek: The Wrath of Khan (1982) 118,633,541
Empire Strikes Back, The (1980) 225,554,189
Amadeus (1984) 23,401,401
Aliens (1986) 121,385,096
Ulee's Gold (1997) 9,054,736
Lawrence of Arabia (1962) 20,652,481
Young Frankenstein (1974) 125,123,000
Alien (1979) 42,285,739
Star Trek: First Contact (1996) 207,001,027
Chasing Amy (1997) 12,006,514
Sweet Hereafter, The (1997) 3,252,652
Shall We Dance? (1996) 9,676,677
Sabrina (1954) 14,000,000
My Best Friend's Wedding (1997) 185,360,508
In & Out (1997) 63,826,569
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Twelve Monkeys (1995) 82,512,000
Passion Fish (1992) 5,414,619
My Left Foot (1989) 14,743,391
Good Will Hunting (1997) 192,328,280
Before Sunrise (1995) 1,423,537
Big Night (1996) 11,881,039
Bound (1996) 3,798,532
Cry, the Beloved Country (1995) 676,525
Roman Holiday (1953) 8,000,000
Groundhog Day (1993) 103,406,973
Ran (1985) 113,948
Babe (1995) 66,600,000
When We Were Kings (1996) 2,666,118
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Face/Off (1997) 163,746,077
Sense and Sensibility (1995) 62,493,774
Postino, Il (1994) 20,681,301
Indiana Jones and the Last Crusade (1989) 312,671,806
When Harry Met Sally... (1989) 134,613,546
Lone Star (1996) 13,269,963
Blade Runner (1982) 1,445,283
As Good As It Gets (1997) 215,563,842
Jeffrey (1995) 3,487,767
Romy and Michele's High School Reunion (1997) 29,205,077
Sex, Lies, and Videotape (1989) 24,741,700
Clueless (1995) 75,525,013
Unforgiven (1992) 119,081,912
Terminator 2: Judgment Day (1991) 207,064,802
Godfather, The (1972) 291,702,411
Secrets & Lies (1996) 13,417,292
Persuasion (1995) 5,462,325
Strictly Ballroom (1992) 11,738,022
Get Shorty (1995) 103,619,110
Ulee's Gold (1997) 9,054,736
Local Hero (1983) 5,767,363
Remains of the Day, The (1993) 22,954,968
Full Monty, The (1997) 45,857,453
Aladdin (1992) 328,782,825
Tomorrow Never Dies (1997) 184,221,129
Silence of the Lambs, The (1991) 137,332,208
Leaving Las Vegas (1995) 31,968,347
Heat (1995) 97,783,000
Philadelphia Story, The (1940) 3,000,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Star Wars (1977) 731,853,665
Antonia's Line (1995) 4,823,217
Beauty and the Beast (1991) 94,902,028
Much Ado About Nothing (1993) 22,551,000
Sleepers (1996) 76,705,552
Shawshank Redemption, The (1994) 28,341,469
Secret of Roan Inish, The (1994) 6,101,600
James and the Giant Peach (1996) 28,900,101
Fargo (1996) 24,611,975
It's a Wonderful Life (1946) 3,548,018
To Die For (1995) 21,284,514
Princess Bride, The (1987) 21,277,649
L.A. Confidential (1997) 64,604,977
Average 68,421,417
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