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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Princess Bride, The (1987) 21,277,649
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 North by Northwest (1959) 19,977,527
Empire Strikes Back, The (1980) 225,554,189 Full Monty, The (1997) 45,857,453 Eat Drink Man Woman (1994) 7,294,403
Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409 Singin' in the Rain (1952) 7,665,000
Blade Runner (1982) 1,445,283 Usual Suspects, The (1995) 1,120,000 Apocalypse Now (1979) 42,606,290
Apocalypse Now (1979) 42,606,290 Contact (1997) 149,887,543 Hudsucker Proxy, The (1994) 2,869,369
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Strictly Ballroom (1992) 11,738,022
Full Monty, The (1997) 45,857,453 Toy Story (1995) 133,344,903 Crumb (1994) 3,174,695
Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189 Monty Python's Life of Brian (1979) 646,124
Average 176,441,507 Average 204,692,327 Average 22,866,421

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
Bonnie and Clyde (1967) 72,800,000
Godfather, The (1972) 291,702,411
Down by Law (1986) 1,419,835
Chasing Amy (1997) 12,006,514
Streetcar Named Desire, A (1951) 4,414,474
Mighty Aphrodite (1995) 6,700,000
Dead Man Walking (1995) 39,025,000
Ed Wood (1994) 5,887,457
Crooklyn (1994) 13,640,000
Secrets & Lies (1996) 13,417,292
Reservoir Dogs (1992) 2,687,008
Night of the Living Dead (1968) 13,600,000
Raise the Red Lantern (1991) 2,603,061
Annie Hall (1977) 57,253,791
Philadelphia Story, The (1940) 3,000,000
Mr. Smith Goes to Washington (1939) 1,500,000
Orlando (1993) 5,289,772
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Dead Man (1995) 1,025,488
Monty Python and the Holy Grail (1974) 1,821,082
Boogie Nights (1997) 26,384,919
Breakfast at Tiffany's (1961) 15,500,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Spellbound (1945) 11,970,500
Dazed and Confused (1993) 7,993,039
Casablanca (1942) 5,806,467
This Is Spinal Tap (1984) 188,751
Paris, Texas (1984) 2,164,507
M*A*S*H (1970) 109,920,000
Chinatown (1974) 42,400,000
Clockwork Orange, A (1971) 38,589,355
East of Eden (1955) 5,000,000
Shawshank Redemption, The (1994) 28,341,469
Big Night (1996) 11,881,039
As Good As It Gets (1997) 215,563,842
Big Lebowski, The (1998) 17,439,163
City of Lost Children, The (1995) 1,513,028
Good, The Bad and The Ugly, The (1966) 19,000,000
Paris Is Burning (1990) 3,779,620
Rebel Without a Cause (1955) 4,600,000
Night on Earth (1991) 2,015,810
Silence of the Lambs, The (1991) 137,332,208
Shine (1996) 53,830,909
Brazil (1985) 6,500,000
Leaving Las Vegas (1995) 31,968,347
Trainspotting (1996) 16,501,785
Delicatessen (1991) 1,794,187
Gandhi (1982) 77,737,889
Koyaanisqatsi (1983) 1,723,872
Raising Arizona (1987) 22,847,564
Six Degrees of Separation (1993) 6,410,676
E.T. the Extra-Terrestrial (1982) 259,597,332
Wings of Desire (1987) 3,806,540
Sleeper (1973) 18,344,729
Stand by Me (1986) 69,411,304
To Kill a Mockingbird (1962) 20,629,846
Cat on a Hot Tin Roof (1958) 26,355,486
Home for the Holidays (1995) 17,518,220
Cabin Boy (1994) 3,662,459
Serial Mom (1994) 7,881,335
African Queen, The (1951) 4,300,000
Fargo (1996) 24,611,975
Trees Lounge (1996) 673,269
Bob Roberts (1992) 4,479,470
Short Cuts (1993) 6,110,979
Tom & Viv (1994) 538,534
Manhattan (1979) 39,900,000
Sunset Blvd. (1950) 7,500,000
My Own Private Idaho (1991) 6,258,980
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Killing Fields, The (1984) 50,509,720
Hoop Dreams (1994) 7,830,611
Piano, The (1993) 40,158,000
Psycho (1960) 43,200,000
To Die For (1995) 21,284,514
Unbearable Lightness of Being, The (1988) 10,006,806
Miller's Crossing (1990) 5,080,409
2 Days in the Valley (1996) 11,090,856
Sophie's Choice (1982) 19,962,353
GoodFellas (1990) 67,336,394
Clerks (1994) 3,151,130
Apt Pupil (1998) 8,838,938
Pulp Fiction (1994) 84,022,201
Citizen Kane (1941) 1,640,769
Cool Hand Luke (1967) 7,300,000
Amadeus (1984) 23,401,401
Kingpin (1996) 24,944,213
Schindler's List (1993) 140,409,248
Willy Wonka and the Chocolate Factory (1971) 4,000,000
American in Paris, An (1951) 12,505,000
Ran (1985) 113,948
Raging Bull (1980) 49,034
High Noon (1952) 7,150,000
Bullets Over Broadway (1994) 13,383,737
It's a Wonderful Life (1946) 3,548,018
People vs. Larry Flynt, The (1996) 20,191,312
SubUrbia (1997) 482,665
My Left Foot (1989) 14,743,391
Three Colors: Red (1994) 4,043,686
Being There (1979) 30,177,511
2001: A Space Odyssey (1968) 25,761,621
Manchurian Candidate, The (1962) 4,180,630
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Trust (1990) 356,122
What's Eating Gilbert Grape (1993) 9,170,214
Madness of King George, The (1994) 15,238,994
Taxi Driver (1976) 33,669,000
Fantasia (1940) 49,310,882
Godfather: Part II, The (1974) 87,973,000
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Rear Window (1954) 6,759,601
Bridges of Madison County, The (1995) 105,823,517
Benny & Joon (1993) 23,202,734
Vertigo (1958) 7,024,928
Basketball Diaries, The (1995) 2,424,439
Kids in the Hall: Brain Candy (1996) 2,653,000
Chasing Amy (1997) 12,006,514
Sex, Lies, and Videotape (1989) 24,741,700
Lone Star (1996) 13,269,963
Boot, Das (1981) 11,433,134
Average 27,377,493
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