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
Rear Window (1954) 6,759,601 Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649
Monty Python and the Holy Grail (1974) 1,821,082 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Godfather: Part II, The (1974) 87,973,000 Monty Python and the Holy Grail (1974) 1,821,082 Full Monty, The (1997) 45,857,453
E.T. the Extra-Terrestrial (1982) 259,597,332 Rear Window (1954) 6,759,601 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134 Rear Window (1954) 6,759,601
Raising Arizona (1987) 22,847,564 Titanic (1997) 600,779,824 Boot, Das (1981) 11,433,134
Annie Hall (1977) 57,253,791 Sense and Sensibility (1995) 62,493,774 Monty Python and the Holy Grail (1974) 1,821,082
This Is Spinal Tap (1984) 188,751 Braveheart (1995) 110,286,945 E.T. the Extra-Terrestrial (1982) 259,597,332
When Harry Met Sally... (1989) 134,613,546 Godfather: Part II, The (1974) 87,973,000 Heathers (1989) 1,108,462
Average 70,261,926 Average 116,412,768 Average 55,011,465

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
Hoop Dreams (1994) 7,830,611
Vertigo (1958) 7,024,928
Ruby in Paradise (1993) 1,001,437
Reservoir Dogs (1992) 2,687,008
Schindler's List (1993) 140,409,248
It's a Wonderful Life (1946) 3,548,018
Meet Me in St. Louis (1944) 12,698,200
Day the Earth Stood Still, The (1951) 79,366,978
Sunset Blvd. (1950) 7,500,000
Paris Is Burning (1990) 3,779,620
Postino, Il (1994) 20,681,301
Secret of Roan Inish, The (1994) 6,101,600
Quiz Show (1994) 24,822,619
Short Cuts (1993) 6,110,979
American Werewolf in London, An (1981) 20,445,527
Spellbound (1945) 11,970,500
Beauty and the Beast (1991) 94,902,028
In the Name of the Father (1993) 25,096,862
Usual Suspects, The (1995) 1,120,000
Wonderful, Horrible Life of Leni Riefenstahl, The (1993) 449,707
Some Like It Hot (1959) 33,300,000
Bridge on the River Kwai, The (1957) 50,495,000
Gandhi (1982) 77,737,889
Return of the Jedi (1983) 500,773,409
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Birds, The (1963) 16,493,900
Snow White and the Seven Dwarfs (1937) 103,921,550
Kingpin (1996) 24,944,213
Basquiat (1996) 2,961,991
Full Metal Jacket (1987) 69,057,676
Star Wars (1977) 731,853,665
What's Love Got to Do with It (1993) 57,350,956
Dave (1993) 93,370,710
Ran (1985) 113,948
Othello (1995) 2,112,951
Lawrence of Arabia (1962) 20,652,481
Godfather, The (1972) 291,702,411
I Shot Andy Warhol (1996) 1,814,290
Forrest Gump (1994) 485,691,196
Alien (1979) 42,285,739
Twelve Monkeys (1995) 82,512,000
Belle de jour (1967) 4,037,017
Clerks (1994) 3,151,130
Wild Bunch, The (1969) 5,330,535
8 1/2 (1963) 50,690
Welcome to the Dollhouse (1995) 4,429,002
Ben-Hur (1959) 106,992,000
To Die For (1995) 21,284,514
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
First Wives Club, The (1996) 150,063,383
To Kill a Mockingbird (1962) 20,629,846
Farewell My Concubine (1993) 5,216,888
Empire Strikes Back, The (1980) 225,554,189
Brazil (1985) 6,500,000
Sophie's Choice (1982) 19,962,353
2001: A Space Odyssey (1968) 25,761,621
Leaving Las Vegas (1995) 31,968,347
Paths of Glory (1957) 899,327
Back to the Future (1985) 303,398,294
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
People vs. Larry Flynt, The (1996) 20,191,312
Clockwork Orange, A (1971) 38,589,355
M*A*S*H (1970) 109,920,000
Mars Attacks! (1996) 37,754,208
Nutty Professor, The (1996) 185,482,745
Gone with the Wind (1939) 200,155,278
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Beavis and Butt-head Do America (1996) 90,162,233
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Forbidden Planet (1956) 3,000,000
Jaws (1975) 199,275,376
Singin' in the Rain (1952) 7,665,000
Little Women (1994) 75,083,616
African Queen, The (1951) 4,300,000
Celluloid Closet, The (1995) 1,507,800
Henry V (1989) 10,161,099
Blade Runner (1982) 1,445,283
Misérables, Les (1995) 1,035,890
Unforgiven (1992) 119,081,912
Shawshank Redemption, The (1994) 28,341,469
Rebecca (1940) 1,526,957
Pinocchio (1940) 59,305,559
Madness of King George, The (1994) 15,238,994
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Copycat (1995) 32,051,917
Babe (1995) 66,600,000
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Bonnie and Clyde (1967) 72,800,000
Great Dictator, The (1940) 395,872
Dial M for Murder (1954) 3,012,562
True Romance (1993) 12,281,500
Natural Born Killers (1994) 72,282,766
Frighteners, The (1996) 16,524,115
Being There (1979) 30,177,511
Strange Days (1995) 7,919,000
Once Were Warriors (1994) 2,201,126
Mr. Smith Goes to Washington (1939) 1,500,000
Toy Story (1995) 133,344,903
Seven (Se7en) (1995) 143,225,000
North by Northwest (1959) 19,977,527
Citizen Kane (1941) 1,640,769
Terminator 2: Judgment Day (1991) 207,064,802
Cat on a Hot Tin Roof (1958) 26,355,486
Philadelphia Story, The (1940) 3,000,000
Carrie (1976) 49,007,514
Ed Wood (1994) 5,887,457
GoodFellas (1990) 67,336,394
Mr. Holland's Opus (1995) 119,078,097
Amadeus (1984) 23,401,401
Independence Day (ID4) (1996) 483,359,255
Bound (1996) 3,798,532
Crumb (1994) 3,174,695
Remains of the Day, The (1993) 22,954,968
Cinderella (1950) 75,188,149
Killing Fields, The (1984) 50,509,720
Streetcar Named Desire, A (1951) 4,414,474
Piano, The (1993) 40,158,000
Apocalypse Now (1979) 42,606,290
East of Eden (1955) 5,000,000
Taxi Driver (1976) 33,669,000
Red Rock West (1992) 2,502,551
White Squall (1996) 10,300,000
Dances with Wolves (1990) 265,746,848
Swingers (1996) 4,505,922
Secrets & Lies (1996) 13,417,292
Menace II Society (1993) 27,900,000
Strictly Ballroom (1992) 11,738,022
High Noon (1952) 7,150,000
Manchurian Candidate, The (1962) 4,180,630
Fargo (1996) 24,611,975
Lone Star (1996) 13,269,963
Casablanca (1942) 5,806,467
Rebel Without a Cause (1955) 4,600,000
Aliens (1986) 121,385,096
Fantasia (1940) 49,310,882
Spanking the Monkey (1994) 1,359,736
Priest (1994) 4,176,932
Death and the Maiden (1994) 2,104,000
Jeffrey (1995) 3,487,767
Pulp Fiction (1994) 84,022,201
Dead Man Walking (1995) 39,025,000
Six Degrees of Separation (1993) 6,410,676
My Family (1995) 11,079,373
Aladdin (1992) 328,782,825
Cat People (1982) 5,694,940
Psycho (1960) 43,200,000
Clueless (1995) 75,525,013
Indiana Jones and the Last Crusade (1989) 312,671,806
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Silence of the Lambs, The (1991) 137,332,208
Monty Python's Life of Brian (1979) 646,124
Bram Stoker's Dracula (1992) 129,722,790
Mrs. Doubtfire (1993) 330,200,000
Chinatown (1974) 42,400,000
Average 62,900,170
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