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 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Contact (1997) 149,887,543 Amadeus (1984) 23,401,401
Amadeus (1984) 23,401,401 Full Monty, The (1997) 45,857,453 Richard III (1995) 2,600,000
Clockwork Orange, A (1971) 38,589,355 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Secrets & Lies (1996) 13,417,292
Rear Window (1954) 6,759,601 Sense and Sensibility (1995) 62,493,774 Rear Window (1954) 6,759,601
Godfather: Part II, The (1974) 87,973,000 L.A. Confidential (1997) 64,604,977 People vs. Larry Flynt, The (1996) 20,191,312
Psycho (1960) 43,200,000 Titanic (1997) 600,779,824 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Terminator 2: Judgment Day (1991) 207,064,802 Boot, Das (1981) 11,433,134 Godfather, The (1972) 291,702,411
GoodFellas (1990) 67,336,394 Amadeus (1984) 23,401,401 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Secrets & Lies (1996) 13,417,292 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Godfather: Part II, The (1974) 87,973,000
Average 95,138,425 Average 142,610,051 Average 62,288,599

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
Fargo (1996) 24,611,975
American Buffalo (1996) 540,364
Smilla's Sense of Snow (1997) 2,221,994
Cinema Paradiso (1988) 392,045
Brazil (1985) 6,500,000
Hudsucker Proxy, The (1994) 2,869,369
Exotica (1994) 4,183,379
Jurassic Park (1993) 563,476,625
Mrs. Parker and the Vicious Circle (1994) 2,144,667
Natural Born Killers (1994) 72,282,766
From Dusk Till Dawn (1996) 45,553,840
Strange Days (1995) 7,919,000
Sex, Lies, and Videotape (1989) 24,741,700
Postino, Il (1994) 20,681,301
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Stalingrad (1993) 77,848
Apollo 13 (1995) 94,378,651
Nightmare Before Christmas, The (1993) 22,782,289
Mallrats (1995) 2,122,561
Immortal Beloved (1994) 9,914,409
Citizen Kane (1941) 1,640,769
Monty Python's Life of Brian (1979) 646,124
To Kill a Mockingbird (1962) 20,629,846
In the Name of the Father (1993) 25,096,862
Braveheart (1995) 110,286,945
Get Shorty (1995) 103,619,110
2001: A Space Odyssey (1968) 25,761,621
Star Wars (1977) 731,853,665
Unbearable Lightness of Being, The (1988) 10,006,806
Sling Blade (1996) 24,475,416
Hoop Dreams (1994) 7,830,611
Henry V (1989) 10,161,099
Gandhi (1982) 77,737,889
Chasing Amy (1997) 12,006,514
My Left Foot (1989) 14,743,391
Breaking the Waves (1996) 4,040,691
Dead Man Walking (1995) 39,025,000
Pulp Fiction (1994) 84,022,201
Bram Stoker's Dracula (1992) 129,722,790
Dazed and Confused (1993) 7,993,039
Toy Story (1995) 133,344,903
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Four Weddings and a Funeral (1994) 75,888,832
Indiana Jones and the Last Crusade (1989) 312,671,806
Delicatessen (1991) 1,794,187
Hunt for Red October, The (1990) 179,209,868
Return of the Jedi (1983) 500,773,409
Basketball Diaries, The (1995) 2,424,439
Schindler's List (1993) 140,409,248
Princess Bride, The (1987) 21,277,649
Flirting With Disaster (1996) 14,891,000
North by Northwest (1959) 19,977,527
To Die For (1995) 21,284,514
Belle de jour (1967) 4,037,017
Wings of Desire (1987) 3,806,540
Raging Bull (1980) 49,034
When Harry Met Sally... (1989) 134,613,546
Jaws (1975) 199,275,376
Lawrence of Arabia (1962) 20,652,481
Philadelphia (1993) 114,946,440
Kalifornia (1993) 2,395,231
City of Lost Children, The (1995) 1,513,028
Casablanca (1942) 5,806,467
Citizen Ruth (1996) 153,155
Sleepless in Seattle (1993) 191,463,006
Alien (1979) 42,285,739
Chasing Amy (1997) 12,006,514
Clerks (1994) 3,151,130
Three Colors: Blue (1993) 1,324,974
Swingers (1996) 4,505,922
Dead Poets Society (1989) 144,288,116
Twelve Monkeys (1995) 82,512,000
Truth About Cats & Dogs, The (1996) 34,073,143
English Patient, The (1996) 111,415,132
Apocalypse Now (1979) 42,606,290
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Bob Roberts (1992) 4,479,470
Speed (1994) 121,248,145
Quiz Show (1994) 24,822,619
Monty Python and the Holy Grail (1974) 1,821,082
Mediterraneo (1991) 4,532,791
Dances with Wolves (1990) 265,746,848
Six Degrees of Separation (1993) 6,410,676
Fifth Element, The (1997) 92,897,302
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
True Romance (1993) 12,281,500
Piano, The (1993) 40,158,000
Trainspotting (1996) 16,501,785
Romeo Is Bleeding (1993) 3,275,585
Naked (1993) 1,769,305
M*A*S*H (1970) 109,920,000
Forrest Gump (1994) 485,691,196
Living in Oblivion (1995) 1,148,752
Remains of the Day, The (1993) 22,954,968
Once Were Warriors (1994) 2,201,126
Shawshank Redemption, The (1994) 28,341,469
2 Days in the Valley (1996) 11,090,856
Seven (Se7en) (1995) 143,225,000
Killing Zoe (1994) 418,953
Leaving Las Vegas (1995) 31,968,347
Aliens (1986) 121,385,096
Basquiat (1996) 2,961,991
Much Ado About Nothing (1993) 22,551,000
Shine (1996) 53,830,909
Unforgiven (1992) 119,081,912
Raising Arizona (1987) 22,847,564
Blade Runner (1982) 1,445,283
Menace II Society (1993) 27,900,000
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Platoon (1986) 207,900,328
Empire Strikes Back, The (1980) 225,554,189
Big Night (1996) 11,881,039
Silence of the Lambs, The (1991) 137,332,208
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Madness of King George, The (1994) 15,238,994
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Taxi Driver (1976) 33,669,000
Shallow Grave (1994) 2,881,508
Stealing Beauty (1996) 4,573,330
My Own Private Idaho (1991) 6,258,980
Usual Suspects, The (1995) 1,120,000
Reservoir Dogs (1992) 2,687,008
Smoke (1995) 8,349,430
Farinelli: il castrato (1994) 2,122,948
Average 60,576,653
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