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
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Brazil (1985) 6,500,000
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Dead Man Walking (1995) 39,025,000
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Secrets & Lies (1996) 13,417,292
2001: A Space Odyssey (1968) 25,761,621 Pulp Fiction (1994) 84,022,201 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469 2001: A Space Odyssey (1968) 25,761,621
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 Three Colors: Red (1994) 4,043,686
Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Annie Hall (1977) 57,253,791 Monty Python and the Holy Grail (1974) 1,821,082 Schindler's List (1993) 140,409,248
E.T. the Extra-Terrestrial (1982) 259,597,332 2001: A Space Odyssey (1968) 25,761,621 Pather Panchali (1955) 536,364
Average 91,130,680 Average 85,575,835 Average 52,651,562

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
American President, The (1995) 95,000,000
Fargo (1996) 24,611,975
Gone with the Wind (1939) 200,155,278
Body Snatchers (1993) 428,868
Apollo 13 (1995) 94,378,651
Farewell My Concubine (1993) 5,216,888
Paths of Glory (1957) 899,327
North by Northwest (1959) 19,977,527
Silence of the Lambs, The (1991) 137,332,208
Around the World in 80 Days (1956) 23,120,000
Citizen Kane (1941) 1,640,769
Top Hat (1935) 1,782,000
Farinelli: il castrato (1994) 2,122,948
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Farewell to Arms, A (1932) 16,000,000
Priest (1994) 4,176,932
Jaws (1975) 199,275,376
African Queen, The (1951) 4,300,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Rear Window (1954) 6,759,601
Terminator 2: Judgment Day (1991) 207,064,802
Breakfast at Tiffany's (1961) 15,500,000
Some Like It Hot (1959) 33,300,000
Full Monty, The (1997) 45,857,453
My Fair Lady (1964) 42,805,000
Casablanca (1942) 5,806,467
Notorious (1946) 12,800,000
Secret Garden, The (1993) 30,000,000
It's a Wonderful Life (1946) 3,548,018
Birds, The (1963) 16,493,900
Sense and Sensibility (1995) 62,493,774
Babe (1995) 66,600,000
Cinema Paradiso (1988) 392,045
Apocalypse Now (1979) 42,606,290
It Happened One Night (1934) 2,000,000
Patton (1970) 89,800,000
Stalingrad (1993) 77,848
Singin' in the Rain (1952) 7,665,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Madness of King George, The (1994) 15,238,994
Killing Fields, The (1984) 50,509,720
Misérables, Les (1995) 1,035,890
Candidate, The (1972) 82,274
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Beauty and the Beast (1991) 94,902,028
Henry V (1989) 10,161,099
Mr. Smith Goes to Washington (1939) 1,500,000
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Hamlet (1996) 4,414,535
Alien (1979) 42,285,739
Clockwork Orange, A (1971) 38,589,355
Back to the Future (1985) 303,398,294
Othello (1995) 2,112,951
Sum of Us, The (1994) 766,464
Lion King, The (1994) 188,740,944
Touch of Evil (1958) 2,237,659
Blade Runner (1982) 1,445,283
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Leaving Las Vegas (1995) 31,968,347
Sunset Blvd. (1950) 7,500,000
Four Weddings and a Funeral (1994) 75,888,832
Toy Story (1995) 133,344,903
Forrest Gump (1994) 485,691,196
Akira (1988) 439,162
Secret of Roan Inish, The (1994) 6,101,600
Godfather: Part II, The (1974) 87,973,000
Perfect Candidate, A (1996) 48,522
Thin Man, The (1934) 1,423,000
Aliens (1986) 121,385,096
Chinatown (1974) 42,400,000
Great Dictator, The (1940) 395,872
In the Line of Fire (1993) 151,314,283
Sabrina (1954) 14,000,000
Diva (1981) 108,372
M*A*S*H (1970) 109,920,000
Spellbound (1945) 11,970,500
Psycho (1960) 43,200,000
Young Frankenstein (1974) 125,123,000
Jean de Florette (1986) 4,940,939
Dial M for Murder (1954) 3,012,562
Fantasia (1940) 49,310,882
Being There (1979) 30,177,511
Gay Divorcee, The (1934) 1,800,000
My Own Private Idaho (1991) 6,258,980
Amadeus (1984) 23,401,401
Monty Python's Life of Brian (1979) 646,124
Roman Holiday (1953) 8,000,000
Shine (1996) 53,830,909
Philadelphia Story, The (1940) 3,000,000
Boot, Das (1981) 11,433,134
Cyrano de Bergerac (1990) 5,820,020
Ben-Hur (1959) 106,992,000
To Catch a Thief (1955) 13,250,000
Rebecca (1940) 1,526,957
Empire Strikes Back, The (1980) 225,554,189
Charade (1963) 6,209,420
Vertigo (1958) 7,024,928
To Kill a Mockingbird (1962) 20,629,846
Rebel Without a Cause (1955) 4,600,000
Manchurian Candidate, The (1962) 4,180,630
Taxi Driver (1976) 33,669,000
Richard III (1995) 2,600,000
Cat on a Hot Tin Roof (1958) 26,355,486
Wild Bunch, The (1969) 5,330,535
Band Wagon, The (1953) 5,655,505
My Left Foot (1989) 14,743,391
Gigi (1958) 13,208,725
Jane Eyre (1996) 5,173,860
All About Eve (1950) 4,210,177
Postino, Il (1994) 20,681,301
Streetcar Named Desire, A (1951) 4,414,474
Fried Green Tomatoes (1991) 117,503,000
Quiet Man, The (1952) 3,800,000
Dances with Wolves (1990) 265,746,848
Sling Blade (1996) 24,475,416
High Noon (1952) 7,150,000
Celluloid Closet, The (1995) 1,507,800
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Star Wars (1977) 731,853,665
Giant (1956) 14,169,928
Picnic (1955) 6,300,000
American in Paris, An (1951) 12,505,000
Ninotchka (1939) 1,187,000
Cry, the Beloved Country (1995) 676,525
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
For Whom the Bell Tolls (1943) 7,100,000
Return of the Jedi (1983) 500,773,409
Day the Earth Stood Still, The (1951) 79,366,978
Lawrence of Arabia (1962) 20,652,481
Ran (1985) 113,948
Much Ado About Nothing (1993) 22,551,000
Bridge on the River Kwai, The (1957) 50,495,000
Average 50,186,123
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