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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469
Schindler's List (1993) 140,409,248 Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469 Air Force One (1997) 250,384,803 Secrets & Lies (1996) 13,417,292
Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000 GoodFellas (1990) 67,336,394
Casablanca (1942) 5,806,467 Scream (1996) 103,001,286 Godfather, The (1972) 291,702,411
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 It's a Wonderful Life (1946) 3,548,018
Amadeus (1984) 23,401,401 Empire Strikes Back, The (1980) 225,554,189 Citizen Kane (1941) 1,640,769
Leaving Las Vegas (1995) 31,968,347 Shawshank Redemption, The (1994) 28,341,469 Amadeus (1984) 23,401,401
Average 152,033,325 Average 184,451,148 Average 69,679,500

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
Gone with the Wind (1939) 200,155,278
Priest (1994) 4,176,932
Blade Runner (1982) 1,445,283
Sense and Sensibility (1995) 62,493,774
Fantasia (1940) 49,310,882
Beauty and the Beast (1991) 94,902,028
Shadowlands (1993) 25,842,000
Devil's Advocate, The (1997) 86,587,776
Sleepers (1996) 76,705,552
English Patient, The (1996) 111,415,132
When Harry Met Sally... (1989) 134,613,546
Angels and Insects (1995) 5,304,000
In & Out (1997) 63,826,569
Braveheart (1995) 110,286,945
Sling Blade (1996) 24,475,416
Aliens (1986) 121,385,096
North by Northwest (1959) 19,977,527
Remains of the Day, The (1993) 22,954,968
Usual Suspects, The (1995) 1,120,000
Little Women (1994) 75,083,616
Boot, Das (1981) 11,433,134
Dances with Wolves (1990) 265,746,848
Trainspotting (1996) 16,501,785
Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201
Star Wars (1977) 731,853,665
2001: A Space Odyssey (1968) 25,761,621
Brazil (1985) 6,500,000
Raising Arizona (1987) 22,847,564
Twelve Monkeys (1995) 82,512,000
Indian Summer (1996) 202,167
Heat (1995) 97,783,000
Princess Bride, The (1987) 21,277,649
Full Monty, The (1997) 45,857,453
This Is Spinal Tap (1984) 188,751
Good Will Hunting (1997) 192,328,280
Rumble in the Bronx (1995) 32,333,860
Waiting for Guffman (1996) 2,892,582
Supercop (1992) 16,249,557
Kids in the Hall: Brain Candy (1996) 2,653,000
Alien (1979) 42,285,739
Bound (1996) 3,798,532
Evil Dead II (1987) 5,923,044
Big Night (1996) 11,881,039
Four Weddings and a Funeral (1994) 75,888,832
Star Trek: First Contact (1996) 207,001,027
Carrie (1976) 49,007,514
People vs. Larry Flynt, The (1996) 20,191,312
Rear Window (1954) 6,759,601
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Babe (1995) 66,600,000
L.A. Confidential (1997) 64,604,977
Monty Python's Life of Brian (1979) 646,124
Jerry Maguire (1996) 228,557,864
Contact (1997) 149,887,543
Face/Off (1997) 163,746,077
Emma (1996) 22,201,883
Much Ado About Nothing (1993) 22,551,000
Seven (Se7en) (1995) 143,225,000
Chasing Amy (1997) 12,006,514
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Psycho (1960) 43,200,000
Jackie Chan's First Strike (1996) 14,511,338
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Replacement Killers, The (1998) 18,967,571
Piano, The (1993) 40,158,000
Amistad (1997) 44,175,394
Monty Python and the Holy Grail (1974) 1,821,082
M*A*S*H (1970) 109,920,000
Crumb (1994) 3,174,695
So I Married an Axe Murderer (1993) 11,585,483
Reservoir Dogs (1992) 2,687,008
Apollo 13 (1995) 94,378,651
Indiana Jones and the Last Crusade (1989) 312,671,806
Lone Star (1996) 13,269,963
Return of the Jedi (1983) 500,773,409
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dead Poets Society (1989) 144,288,116
Gandhi (1982) 77,737,889
Young Frankenstein (1974) 125,123,000
Vertigo (1958) 7,024,928
Tomorrow Never Dies (1997) 184,221,129
Fargo (1996) 24,611,975
Seven Years in Tibet (1997) 37,901,509
Tin Cup (1996) 77,003,584
Fish Called Wanda, A (1988) 93,259,712
Average 76,121,975
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