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
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Blade Runner (1982) 1,445,283
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Secrets & Lies (1996) 13,417,292
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 L.A. Confidential (1997) 64,604,977
Blade Runner (1982) 1,445,283 L.A. Confidential (1997) 64,604,977 To Kill a Mockingbird (1962) 20,629,846
Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347 Terminator 2: Judgment Day (1991) 207,064,802
Clockwork Orange, A (1971) 38,589,355 Boot, Das (1981) 11,433,134 Monty Python's Life of Brian (1979) 646,124
Secrets & Lies (1996) 13,417,292 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134
Taxi Driver (1976) 33,669,000 Secrets & Lies (1996) 13,417,292 Godfather: Part II, The (1974) 87,973,000
Alien (1979) 42,285,739 Scream (1996) 103,001,286 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 120,383,200 Average 129,885,036 Average 55,162,370

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
Die Hard (1988) 116,707,729
Flirting With Disaster (1996) 14,891,000
Dead Man Walking (1995) 39,025,000
Princess Bride, The (1987) 21,277,649
Strictly Ballroom (1992) 11,738,022
Fargo (1996) 24,611,975
Chasing Amy (1997) 12,006,514
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Tin Cup (1996) 77,003,584
Naked (1993) 1,769,305
Good Will Hunting (1997) 192,328,280
Eat Drink Man Woman (1994) 7,294,403
Trainspotting (1996) 16,501,785
Clerks (1994) 3,151,130
Star Trek: First Contact (1996) 207,001,027
Grosse Pointe Blank (1997) 28,014,536
Babe (1995) 66,600,000
Perfect Candidate, A (1996) 48,522
Boogie Nights (1997) 26,384,919
Newton Boys, The (1998) 10,297,897
Reservoir Dogs (1992) 2,687,008
Jerry Maguire (1996) 228,557,864
Chasing Amy (1997) 12,006,514
Bob Roberts (1992) 4,479,470
Speed (1994) 121,248,145
Celluloid Closet, The (1995) 1,507,800
Back to the Future (1985) 303,398,294
GoodFellas (1990) 67,336,394
Beavis and Butt-head Do America (1996) 90,162,233
Sense and Sensibility (1995) 62,493,774
Chinatown (1974) 42,400,000
Shawshank Redemption, The (1994) 28,341,469
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Three Colors: White (1994) 1,464,625
Star Trek: The Wrath of Khan (1982) 118,633,541
In the Line of Fire (1993) 151,314,283
To Catch a Thief (1955) 13,250,000
Muriel's Wedding (1994) 15,185,594
Men in Black (1997) 367,992,228
Raise the Red Lantern (1991) 2,603,061
Star Wars (1977) 731,853,665
Casablanca (1942) 5,806,467
Swingers (1996) 4,505,922
Before Sunrise (1995) 1,423,537
Frighteners, The (1996) 16,524,115
Heavenly Creatures (1994) 3,049,135
Trust (1990) 356,122
Crumb (1994) 3,174,695
Aliens (1986) 121,385,096
Lone Star (1996) 13,269,963
Seven (Se7en) (1995) 143,225,000
Paris Is Burning (1990) 3,779,620
Heathers (1989) 1,108,462
Annie Hall (1977) 57,253,791
Air Force One (1997) 250,384,803
Six Degrees of Separation (1993) 6,410,676
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Delicatessen (1991) 1,794,187
Empire Strikes Back, The (1980) 225,554,189
Brazil (1985) 6,500,000
Four Weddings and a Funeral (1994) 75,888,832
This Is Spinal Tap (1984) 188,751
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Private Parts (1997) 59,339,346
Full Monty, The (1997) 45,857,453
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Godfather, The (1972) 291,702,411
Usual Suspects, The (1995) 1,120,000
Lawrence of Arabia (1962) 20,652,481
My Best Friend's Wedding (1997) 185,360,508
Glory (1989) 100,326
2001: A Space Odyssey (1968) 25,761,621
Austin Powers: International Man of Mystery (1997) 78,171,630
Stand by Me (1986) 69,411,304
Silence of the Lambs, The (1991) 137,332,208
Bridge on the River Kwai, The (1957) 50,495,000
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Rear Window (1954) 6,759,601
Anne Frank Remembered (1995) 1,310,200
Mute Witness (1994) 1,204,430
Clueless (1995) 75,525,013
Indiana Jones and the Last Crusade (1989) 312,671,806
Fish Called Wanda, A (1988) 93,259,712
Titanic (1997) 600,779,824
Truth About Cats & Dogs, The (1996) 34,073,143
Living in Oblivion (1995) 1,148,752
Big Night (1996) 11,881,039
Toy Story (1995) 133,344,903
Citizen Kane (1941) 1,640,769
Unforgiven (1992) 119,081,912
Amadeus (1984) 23,401,401
Pulp Fiction (1994) 84,022,201
Queen Margot (Reine Margot, La) (1994) 2,017,346
Sling Blade (1996) 24,475,416
Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082
Secret Garden, The (1993) 30,000,000
Raising Arizona (1987) 22,847,564
Average 70,088,763
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