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
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Contact (1997) 149,887,543 Amadeus (1984) 23,401,401
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453 Boot, Das (1981) 11,433,134
2001: A Space Odyssey (1968) 25,761,621 Boot, Das (1981) 11,433,134 Cool Hand Luke (1967) 7,300,000
Psycho (1960) 43,200,000 Twelve Monkeys (1995) 82,512,000 Mr. Smith Goes to Washington (1939) 1,500,000
Lawrence of Arabia (1962) 20,652,481 Amadeus (1984) 23,401,401 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Alien (1979) 42,285,739 Dead Man Walking (1995) 39,025,000 Psycho (1960) 43,200,000
Raising Arizona (1987) 22,847,564 Sense and Sensibility (1995) 62,493,774 E.T. the Extra-Terrestrial (1982) 259,597,332
Taxi Driver (1976) 33,669,000 Titanic (1997) 600,779,824 High Noon (1952) 7,150,000
Average 88,960,583 Average 168,810,353 Average 61,310,848

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
Clockwork Orange, A (1971) 38,589,355
Blade Runner (1982) 1,445,283
Godfather: Part II, The (1974) 87,973,000
Philadelphia Story, The (1940) 3,000,000
Annie Hall (1977) 57,253,791
Red Rock West (1992) 2,502,551
Monty Python and the Holy Grail (1974) 1,821,082
Being There (1979) 30,177,511
Hudsucker Proxy, The (1994) 2,869,369
Indiana Jones and the Last Crusade (1989) 312,671,806
Philadelphia (1993) 114,946,440
Sling Blade (1996) 24,475,416
Manhattan Murder Mystery (1993) 11,285,588
Empire Strikes Back, The (1980) 225,554,189
Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411
True Romance (1993) 12,281,500
Unbearable Lightness of Being, The (1988) 10,006,806
Vertigo (1958) 7,024,928
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Ed Wood (1994) 5,887,457
Sex, Lies, and Videotape (1989) 24,741,700
Once Upon a Time in America (1984) 7,800,000
Rear Window (1954) 6,759,601
Madness of King George, The (1994) 15,238,994
Devil in a Blue Dress (1995) 16,030,096
This Is Spinal Tap (1984) 188,751
Apocalypse Now (1979) 42,606,290
Unforgiven (1992) 119,081,912
English Patient, The (1996) 111,415,132
Bonnie and Clyde (1967) 72,800,000
To Kill a Mockingbird (1962) 20,629,846
Brazil (1985) 6,500,000
Eat Drink Man Woman (1994) 7,294,403
In the Line of Fire (1993) 151,314,283
North by Northwest (1959) 19,977,527
Usual Suspects, The (1995) 1,120,000
Dead Poets Society (1989) 144,288,116
Raging Bull (1980) 49,034
Monty Python's Life of Brian (1979) 646,124
Lion King, The (1994) 188,740,944
Everyone Says I Love You (1996) 9,714,482
Fish Called Wanda, A (1988) 93,259,712
On Golden Pond (1981) 80,430,967
Leaving Las Vegas (1995) 31,968,347
Killing Fields, The (1984) 50,509,720
Star Wars (1977) 731,853,665
L.A. Confidential (1997) 64,604,977
Pulp Fiction (1994) 84,022,201
Barcelona (1994) 7,266,973
Reservoir Dogs (1992) 2,687,008
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Field of Dreams (1989) 94,962,625
Secrets & Lies (1996) 13,417,292
Paris, Texas (1984) 2,164,507
Postino, Il (1994) 20,681,301
Death and the Maiden (1994) 2,104,000
Casablanca (1942) 5,806,467
Miller's Crossing (1990) 5,080,409
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Priest (1994) 4,176,932
Much Ado About Nothing (1993) 22,551,000
GoodFellas (1990) 67,336,394
Chinatown (1974) 42,400,000
Princess Bride, The (1987) 21,277,649
Silence of the Lambs, The (1991) 137,332,208
Manchurian Candidate, The (1962) 4,180,630
Crimson Tide (1995) 135,266,000
Grifters, The (1990) 13,446,769
Clear and Present Danger (1994) 176,112,710
Some Like It Hot (1959) 33,300,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Singin' in the Rain (1952) 7,665,000
Aladdin (1992) 328,782,825
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
My Favorite Year (1982) 20,123,620
Toy Story (1995) 133,344,903
Get Shorty (1995) 103,619,110
It's a Wonderful Life (1946) 3,548,018
Citizen Kane (1941) 1,640,769
Schindler's List (1993) 140,409,248
Bullets Over Broadway (1994) 13,383,737
Aliens (1986) 121,385,096
My Left Foot (1989) 14,743,391
Fargo (1996) 24,611,975
Local Hero (1983) 5,767,363
If Lucy Fell (1996) 4,635,344
Quiz Show (1994) 24,822,619
Groundhog Day (1993) 103,406,973
Average 60,659,549
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