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
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Henry V (1989) 10,161,099
Psycho (1960) 43,200,000 Pulp Fiction (1994) 84,022,201 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Empire Strikes Back, The (1980) 225,554,189
Annie Hall (1977) 57,253,791 Empire Strikes Back, The (1980) 225,554,189 Brazil (1985) 6,500,000
Blade Runner (1982) 1,445,283 Full Monty, The (1997) 45,857,453 Usual Suspects, The (1995) 1,120,000
Monty Python and the Holy Grail (1974) 1,821,082 Sense and Sensibility (1995) 62,493,774 Pulp Fiction (1994) 84,022,201
Apocalypse Now (1979) 42,606,290 Contact (1997) 149,887,543 Psycho (1960) 43,200,000
Princess Bride, The (1987) 21,277,649 Usual Suspects, The (1995) 1,120,000 Monty Python and the Holy Grail (1974) 1,821,082
Clockwork Orange, A (1971) 38,589,355 L.A. Confidential (1997) 64,604,977 Ran (1985) 113,948
Average 51,688,984 Average 137,907,358 Average 39,777,016

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
Akira (1988) 439,162
Godfather: Part II, The (1974) 87,973,000
Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208
Piano, The (1993) 40,158,000
Angels and Insects (1995) 5,304,000
Singin' in the Rain (1952) 7,665,000
Some Like It Hot (1959) 33,300,000
Star Wars (1977) 731,853,665
Citizen Kane (1941) 1,640,769
Manchurian Candidate, The (1962) 4,180,630
Star Trek III: The Search for Spock (1984) 106,458,579
Rebel Without a Cause (1955) 4,600,000
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
This Is Spinal Tap (1984) 188,751
Amadeus (1984) 23,401,401
As Good As It Gets (1997) 215,563,842
Rosewood (1997) 13,104,494
Streetcar Named Desire, A (1951) 4,414,474
Boys, Les (1997) 829,683
Babe (1995) 66,600,000
Strictly Ballroom (1992) 11,738,022
Farewell My Concubine (1993) 5,216,888
To Catch a Thief (1955) 13,250,000
Fried Green Tomatoes (1991) 117,503,000
Sleeper (1973) 18,344,729
My Favorite Year (1982) 20,123,620
Rear Window (1954) 6,759,601
It Happened One Night (1934) 2,000,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Looking for Richard (1996) 1,361,420
Mr. Smith Goes to Washington (1939) 1,500,000
Cinema Paradiso (1988) 392,045
Nightmare Before Christmas, The (1993) 22,782,289
Cat on a Hot Tin Roof (1958) 26,355,486
Evita (1996) 73,298,979
Kolya (1996) 5,730,711
Cool Hand Luke (1967) 7,300,000
Damsel in Distress, A (1937) 1,500,000
Heavenly Creatures (1994) 3,049,135
2001: A Space Odyssey (1968) 25,761,621
Jaws (1975) 199,275,376
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Casablanca (1942) 5,806,467
Chinatown (1974) 42,400,000
Young Frankenstein (1974) 125,123,000
To Kill a Mockingbird (1962) 20,629,846
Flower of My Secret, The (Flor de mi secreto, La) (1995) 1,162,000
Glory (1989) 100,326
Crossfire (1947) 1,300,000
Mary Poppins (1964) 133,300,000
Taxi Driver (1976) 33,669,000
Top Hat (1935) 1,782,000
Braveheart (1995) 110,286,945
Secrets & Lies (1996) 13,417,292
Alien (1979) 42,285,739
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
American in Paris, An (1951) 12,505,000
Get Shorty (1995) 103,619,110
Forrest Gump (1994) 485,691,196
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Gigi (1958) 13,208,725
Ladybird Ladybird (1994) 152,457
Secret of Roan Inish, The (1994) 6,101,600
Boot, Das (1981) 11,433,134
Killing Fields, The (1984) 50,509,720
Hear My Song (1991) 4,313,173
Lone Star (1996) 13,269,963
Fresh (1994) 8,094,616
Fantasia (1940) 49,310,882
Bringing Up Baby (1938) 10,863
Sunset Blvd. (1950) 7,500,000
Pinocchio (1940) 59,305,559
Shawshank Redemption, The (1994) 28,341,469
Day the Earth Stood Still, The (1951) 79,366,978
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Titanic (1997) 600,779,824
Ridicule (1996) 2,503,829
Dial M for Murder (1954) 3,012,562
All About Eve (1950) 4,210,177
North by Northwest (1959) 19,977,527
Apollo 13 (1995) 94,378,651
African Queen, The (1951) 4,300,000
Bonnie and Clyde (1967) 72,800,000
Raise the Red Lantern (1991) 2,603,061
It's a Wonderful Life (1946) 3,548,018
Old Yeller (1957) 10,050,000
Lawrence of Arabia (1962) 20,652,481
James and the Giant Peach (1996) 28,900,101
When a Man Loves a Woman (1994) 71,968,959
Snow White and the Seven Dwarfs (1937) 103,921,550
Ninotchka (1939) 1,187,000
Devil in a Blue Dress (1995) 16,030,096
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Rebecca (1940) 1,526,957
Bridge on the River Kwai, The (1957) 50,495,000
Belle de jour (1967) 4,037,017
Whole Wide World, The (1996) 136,933
Vertigo (1958) 7,024,928
Fargo (1996) 24,611,975
8 1/2 (1963) 50,690
Eat Drink Man Woman (1994) 7,294,403
Miracle on 34th Street (1994) 17,193,886
Being There (1979) 30,177,511
Red Rock West (1992) 2,502,551
Victor/Victoria (1982) 28,215,453
Diabolique (1996) 17,000,000
Circle of Friends (1995) 23,397,365
Paths of Glory (1957) 899,327
Month by the Lake, A (1995) 2,196,534
Crimson Tide (1995) 135,266,000
Madness of King George, The (1994) 15,238,994
Around the World in 80 Days (1956) 23,120,000
High Noon (1952) 7,150,000
Clueless (1995) 75,525,013
Vanya on 42nd Street (1994) 1,746,050
Pather Panchali (1955) 536,364
Jean de Florette (1986) 4,940,939
Godfather, The (1972) 291,702,411
Bullets Over Broadway (1994) 13,383,737
Average 49,270,245
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