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
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Toy Story (1995) 133,344,903
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Toy Story (1995) 133,344,903 2001: A Space Odyssey (1968) 25,761,621
2001: A Space Odyssey (1968) 25,761,621 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Boot, Das (1981) 11,433,134
Godfather: Part II, The (1974) 87,973,000 Full Monty, The (1997) 45,857,453 Brazil (1985) 6,500,000
Aliens (1986) 121,385,096 Dead Man Walking (1995) 39,025,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Clockwork Orange, A (1971) 38,589,355 Boot, Das (1981) 11,433,134 Godfather: Part II, The (1974) 87,973,000
Dead Man Walking (1995) 39,025,000 L.A. Confidential (1997) 64,604,977 Jerry Maguire (1996) 228,557,864
English Patient, The (1996) 111,415,132 Jerry Maguire (1996) 228,557,864 Postino, Il (1994) 20,681,301
Babe (1995) 66,600,000 Air Force One (1997) 250,384,803 Heathers (1989) 1,108,462
Average 71,168,072 Average 156,791,509 Average 60,294,690

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
Shawshank Redemption, The (1994) 28,341,469
Remains of the Day, The (1993) 22,954,968
Lawrence of Arabia (1962) 20,652,481
Con Air (1997) 146,553,269
Philadelphia (1993) 114,946,440
Strictly Ballroom (1992) 11,738,022
Highlander (1986) 5,735,847
Dances with Wolves (1990) 265,746,848
Casino (1995) 62,726,000
Schindler's List (1993) 140,409,248
Hamlet (1996) 4,414,535
To Kill a Mockingbird (1962) 20,629,846
Ghosts of Mississippi (1996) 13,052,741
Michael Collins (1996) 11,085,316
E.T. the Extra-Terrestrial (1982) 259,597,332
Better Off Dead... (1985) 10,297,601
Heat (1995) 97,783,000
Die Hard (1988) 116,707,729
Cat on a Hot Tin Roof (1958) 26,355,486
On Golden Pond (1981) 80,430,967
Nightmare on Elm Street, A (1984) 65,398,755
Bronx Tale, A (1993) 17,266,971
Kingpin (1996) 24,944,213
Godfather, The (1972) 291,702,411
Young Frankenstein (1974) 125,123,000
Fish Called Wanda, A (1988) 93,259,712
Crumb (1994) 3,174,695
Pulp Fiction (1994) 84,022,201
Citizen Kane (1941) 1,640,769
American Werewolf in London, An (1981) 20,445,527
Cinema Paradiso (1988) 392,045
Blade Runner (1982) 1,445,283
Top Hat (1935) 1,782,000
Batman (1989) 401,685,407
Singin' in the Rain (1952) 7,665,000
Mr. Holland's Opus (1995) 119,078,097
Absolute Power (1997) 73,037,233
Wyatt Earp (1994) 25,052,000
Rob Roy (1995) 31,600,000
M*A*S*H (1970) 109,920,000
Lone Star (1996) 13,269,963
Jean de Florette (1986) 4,940,939
When Harry Met Sally... (1989) 134,613,546
Contact (1997) 149,887,543
Big Night (1996) 11,881,039
Army of Darkness (1993) 11,502,976
Welcome to the Dollhouse (1995) 4,429,002
Beautiful Girls (1996) 20,837,000
Shine (1996) 53,830,909
Psycho (1960) 43,200,000
Usual Suspects, The (1995) 1,120,000
Ed Wood (1994) 5,887,457
American in Paris, An (1951) 12,505,000
Sling Blade (1996) 24,475,416
Monty Python and the Holy Grail (1974) 1,821,082
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Dial M for Murder (1954) 3,012,562
Barcelona (1994) 7,266,973
Much Ado About Nothing (1993) 22,551,000
Happy Gilmore (1996) 38,624,000
Platoon (1986) 207,900,328
Raising Arizona (1987) 22,847,564
Pinocchio (1940) 59,305,559
Swingers (1996) 4,505,922
Grosse Pointe Blank (1997) 28,014,536
Dave (1993) 93,370,710
Conan the Barbarian (1981) 60,241,612
Quiz Show (1994) 24,822,619
People vs. Larry Flynt, The (1996) 20,191,312
Hunt for Red October, The (1990) 179,209,868
This Is Spinal Tap (1984) 188,751
Full Metal Jacket (1987) 69,057,676
Leaving Las Vegas (1995) 31,968,347
Forrest Gump (1994) 485,691,196
Sense and Sensibility (1995) 62,493,774
2 Days in the Valley (1996) 11,090,856
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Alien (1979) 42,285,739
Trainspotting (1996) 16,501,785
Braveheart (1995) 110,286,945
That Thing You Do! (1996) 25,809,813
Face/Off (1997) 163,746,077
Terminator 2: Judgment Day (1991) 207,064,802
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Ransom (1996) 207,758,522
Frighteners, The (1996) 16,524,115
Jurassic Park (1993) 563,476,625
Taxi Driver (1976) 33,669,000
Gandhi (1982) 77,737,889
Madness of King George, The (1994) 15,238,994
Indiana Jones and the Last Crusade (1989) 312,671,806
Groundhog Day (1993) 103,406,973
Return of the Jedi (1983) 500,773,409
So I Married an Axe Murderer (1993) 11,585,483
It's a Wonderful Life (1946) 3,548,018
Get Shorty (1995) 103,619,110
Austin Powers: International Man of Mystery (1997) 78,171,630
My Own Private Idaho (1991) 6,258,980
Fantasia (1940) 49,310,882
Mary Poppins (1964) 133,300,000
Young Guns (1988) 64,686,644
Four Weddings and a Funeral (1994) 75,888,832
Chinatown (1974) 42,400,000
Cyrano de Bergerac (1990) 5,820,020
Secret Garden, The (1993) 30,000,000
Thin Man, The (1934) 1,423,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Grifters, The (1990) 13,446,769
Star Wars (1977) 731,853,665
Henry V (1989) 10,161,099
Rear Window (1954) 6,759,601
North by Northwest (1959) 19,977,527
Amadeus (1984) 23,401,401
True Romance (1993) 12,281,500
Boogie Nights (1997) 26,384,919
In the Line of Fire (1993) 151,314,283
Empire Strikes Back, The (1980) 225,554,189
Heavy Metal (1981) 9,300,000
Restoration (1995) 4,100,000
Casablanca (1942) 5,806,467
Unforgiven (1992) 119,081,912
Return of the Pink Panther, The (1974) 37,170,000
Tombstone (1993) 82,627,065
Up in Smoke (1978) 69,890,893
Passion Fish (1992) 5,414,619
Men in Black (1997) 367,992,228
Dead Poets Society (1989) 144,288,116
Jaws (1975) 199,275,376
Short Cuts (1993) 6,110,979
Rebel Without a Cause (1955) 4,600,000
Back to the Future (1985) 303,398,294
Fargo (1996) 24,611,975
Swimming with Sharks (1995) 376,928
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Six Degrees of Separation (1993) 6,410,676
Birds, The (1963) 16,493,900
Stripes (1981) 124,226,362
Very Brady Sequel, A (1996) 21,397,954
Mr. Smith Goes to Washington (1939) 1,500,000
Clerks (1994) 3,151,130
Princess Bride, The (1987) 21,277,649
African Queen, The (1951) 4,300,000
Donnie Brasco (1997) 60,851,988
Apocalypse Now (1979) 42,606,290
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Silence of the Lambs, The (1991) 137,332,208
Streetcar Named Desire, A (1951) 4,414,474
Sirens (1994) 7,770,731
Glory (1989) 100,326
Brassed Off (1996) 2,560,471
Good, The Bad and The Ugly, The (1966) 19,000,000
Seven (Se7en) (1995) 143,225,000
Killing Fields, The (1984) 50,509,720
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Being There (1979) 30,177,511
Murder in the First (1995) 17,382,000
Reservoir Dogs (1992) 2,687,008
GoodFellas (1990) 67,336,394
Vertigo (1958) 7,024,928
Bound (1996) 3,798,532
Star Trek: First Contact (1996) 207,001,027
Bridge on the River Kwai, The (1957) 50,495,000
Average 73,453,288
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