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
Schindler's List (1993) 140,409,248 L.A. Confidential (1997) 64,604,977 Schindler's List (1993) 140,409,248
L.A. Confidential (1997) 64,604,977 Schindler's List (1993) 140,409,248 L.A. Confidential (1997) 64,604,977
Usual Suspects, The (1995) 1,120,000 Air Force One (1997) 250,384,803 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Usual Suspects, The (1995) 1,120,000 Rear Window (1954) 6,759,601
Princess Bride, The (1987) 21,277,649 Scream (1996) 103,001,286 Alien (1979) 42,285,739
Rear Window (1954) 6,759,601 Shawshank Redemption, The (1994) 28,341,469 Henry V (1989) 10,161,099
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
2001: A Space Odyssey (1968) 25,761,621 Willy Wonka and the Chocolate Factory (1971) 4,000,000 E.T. the Extra-Terrestrial (1982) 259,597,332
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Mr. Holland's Opus (1995) 119,078,097 Monty Python's Life of Brian (1979) 646,124
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Monty Python and the Holy Grail (1974) 1,821,082 Babe (1995) 66,600,000
Average 29,917,026 Average 73,403,861 Average 62,448,021

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
Singin' in the Rain (1952) 7,665,000
People vs. Larry Flynt, The (1996) 20,191,312
Angels and Insects (1995) 5,304,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Star Trek: First Contact (1996) 207,001,027
Day the Earth Stood Still, The (1951) 79,366,978
Diva (1981) 108,372
Grosse Pointe Blank (1997) 28,014,536
Contact (1997) 149,887,543
Kolya (1996) 5,730,711
Hoop Dreams (1994) 7,830,611
English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280
Sense and Sensibility (1995) 62,493,774
To Kill a Mockingbird (1962) 20,629,846
Much Ado About Nothing (1993) 22,551,000
Orlando (1993) 5,289,772
Things to Do in Denver when You're Dead (1995) 529,766
Crumb (1994) 3,174,695
Shallow Grave (1994) 2,881,508
Terminator 2: Judgment Day (1991) 207,064,802
Rosewood (1997) 13,104,494
Georgia (1995) 2,907,768
When We Were Kings (1996) 2,666,118
Chinatown (1974) 42,400,000
Once Upon a Time... When We Were Colored (1995) 3,375,000
Executive Decision (1996) 93,638,632
Silence of the Lambs, The (1991) 137,332,208
Restoration (1995) 4,100,000
Raising Arizona (1987) 22,847,564
My Fair Lady (1964) 42,805,000
Empire Strikes Back, The (1980) 225,554,189
Postino, Il (1994) 20,681,301
Amistad (1997) 44,175,394
Braveheart (1995) 110,286,945
Bonnie and Clyde (1967) 72,800,000
Raise the Red Lantern (1991) 2,603,061
Pulp Fiction (1994) 84,022,201
Sabrina (1995) 76,780,029
Trainspotting (1996) 16,501,785
Lone Star (1996) 13,269,963
Back to the Future (1985) 303,398,294
That Thing You Do! (1996) 25,809,813
Independence Day (ID4) (1996) 483,359,255
Some Like It Hot (1959) 33,300,000
Tin Cup (1996) 77,003,584
Clockwork Orange, A (1971) 38,589,355
Eat Drink Man Woman (1994) 7,294,403
Chasing Amy (1997) 12,006,514
Citizen Kane (1941) 1,640,769
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Blade Runner (1982) 1,445,283
Full Monty, The (1997) 45,857,453
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Amadeus (1984) 23,401,401
Men in Black (1997) 367,992,228
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Marvin's Room (1996) 12,782,508
Donnie Brasco (1997) 60,851,988
Fargo (1996) 24,611,975
Phenomenon (1996) 155,732,573
Being There (1979) 30,177,511
Cool Hand Luke (1967) 7,300,000
Apocalypse Now (1979) 42,606,290
Ulee's Gold (1997) 9,054,736
Bridge on the River Kwai, The (1957) 50,495,000
Killing Fields, The (1984) 50,509,720
Jerry Maguire (1996) 228,557,864
Shall We Dance? (1996) 9,676,677
Boot, Das (1981) 11,433,134
Die Hard (1988) 116,707,729
Love! Valour! Compassion! (1997) 2,874,242
Before and After (1996) 17,292,000
Breaking the Waves (1996) 4,040,691
North by Northwest (1959) 19,977,527
Godfather, The (1972) 291,702,411
Sleepers (1996) 76,705,552
Titanic (1997) 600,779,824
Waiting for Guffman (1996) 2,892,582
Star Wars (1977) 731,853,665
When the Cats Away (Chacun cherche son chat) (1996) 1,652,472
Antonia's Line (1995) 4,823,217
Ulee's Gold (1997) 9,054,736
In & Out (1997) 63,826,569
Apt Pupil (1998) 8,838,938
Toy Story (1995) 133,344,903
Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409
Casablanca (1942) 5,806,467
Seven (Se7en) (1995) 143,225,000
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Secrets & Lies (1996) 13,417,292
M*A*S*H (1970) 109,920,000
Leaving Las Vegas (1995) 31,968,347
Dead Man Walking (1995) 39,025,000
Sophie's Choice (1982) 19,962,353
Short Cuts (1993) 6,110,979
Fish Called Wanda, A (1988) 93,259,712
Chasing Amy (1997) 12,006,514
Annie Hall (1977) 57,253,791
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
City Hall (1996) 20,200,000
A Chef in Love (1996) 603,957
Godfather: Part II, The (1974) 87,973,000
African Queen, The (1951) 4,300,000
Taxi Driver (1976) 33,669,000
This Is Spinal Tap (1984) 188,751
Big Night (1996) 11,881,039
Average 75,053,848
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