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 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Sling Blade (1996) 24,475,416
Citizen Kane (1941) 1,640,769 Casablanca (1942) 5,806,467 Trainspotting (1996) 16,501,785
Blade Runner (1982) 1,445,283 Monty Python and the Holy Grail (1974) 1,821,082 Casablanca (1942) 5,806,467
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Twelve Monkeys (1995) 82,512,000 Alien (1979) 42,285,739
Toy Story (1995) 133,344,903 Blade Runner (1982) 1,445,283 Terminator 2: Judgment Day (1991) 207,064,802
Alien (1979) 42,285,739 Leaving Las Vegas (1995) 31,968,347 Monty Python and the Holy Grail (1974) 1,821,082
Psycho (1960) 43,200,000 Alien (1979) 42,285,739 Aliens (1986) 121,385,096
Terminator 2: Judgment Day (1991) 207,064,802 Terminator 2: Judgment Day (1991) 207,064,802 Birds, The (1963) 16,493,900
Average 52,570,586 Average 74,015,836 Average 65,320,139

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
Jackie Brown (1997) 39,647,595
Bridge on the River Kwai, The (1957) 50,495,000
Miracle on 34th Street (1994) 17,193,886
Godfather: Part II, The (1974) 87,973,000
Singin' in the Rain (1952) 7,665,000
Some Like It Hot (1959) 33,300,000
Amistad (1997) 44,175,394
Truth About Cats & Dogs, The (1996) 34,073,143
Annie Hall (1977) 57,253,791
Seven (Se7en) (1995) 143,225,000
M*A*S*H (1970) 109,920,000
Braveheart (1995) 110,286,945
Babe (1995) 66,600,000
Star Wars (1977) 731,853,665
Kolya (1996) 5,730,711
Amadeus (1984) 23,401,401
Empire Strikes Back, The (1980) 225,554,189
Apocalypse Now (1979) 42,606,290
Back to the Future (1985) 303,398,294
To Catch a Thief (1955) 13,250,000
Mighty Aphrodite (1995) 6,700,000
High Noon (1952) 7,150,000
My Favorite Year (1982) 20,123,620
Manchurian Candidate, The (1962) 4,180,630
Gone with the Wind (1939) 200,155,278
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Emma (1996) 22,201,883
Dave (1993) 93,370,710
Much Ado About Nothing (1993) 22,551,000
Sense and Sensibility (1995) 62,493,774
Pete's Dragon (1977) 22,500,000
Grosse Pointe Blank (1997) 28,014,536
Othello (1995) 2,112,951
Ridicule (1996) 2,503,829
Cinema Paradiso (1988) 392,045
Madness of King George, The (1994) 15,238,994
Raging Bull (1980) 49,034
Michael (1996) 144,887,370
Six Degrees of Separation (1993) 6,410,676
Ghost (1990) 226,931,306
Schindler's List (1993) 140,409,248
Dolores Claiborne (1994) 24,361,867
20,000 Leagues Under the Sea (1954) 11,000,000
Michael Collins (1996) 11,085,316
Pretty Woman (1990) 260,311,268
Miller's Crossing (1990) 5,080,409
Shawshank Redemption, The (1994) 28,341,469
Aladdin (1992) 328,782,825
Jerry Maguire (1996) 228,557,864
Rob Roy (1995) 31,600,000
Evita (1996) 73,298,979
Grifters, The (1990) 13,446,769
Meet Me in St. Louis (1944) 12,698,200
Hunt for Red October, The (1990) 179,209,868
Four Weddings and a Funeral (1994) 75,888,832
Local Hero (1983) 5,767,363
E.T. the Extra-Terrestrial (1982) 259,597,332
My Fair Lady (1964) 42,805,000
Crimson Tide (1995) 135,266,000
Around the World in 80 Days (1956) 23,120,000
Dead Poets Society (1989) 144,288,116
Vertigo (1958) 7,024,928
Fried Green Tomatoes (1991) 117,503,000
Usual Suspects, The (1995) 1,120,000
Ben-Hur (1959) 106,992,000
Big Night (1996) 11,881,039
Clockwork Orange, A (1971) 38,589,355
Mrs. Doubtfire (1993) 330,200,000
Cool Hand Luke (1967) 7,300,000
Silence of the Lambs, The (1991) 137,332,208
Bridges of Madison County, The (1995) 105,823,517
Firm, The (1993) 686,502
Godfather, The (1972) 291,702,411
English Patient, The (1996) 111,415,132
Dial M for Murder (1954) 3,012,562
Men in Black (1997) 367,992,228
Malice (1993) 67,044,636
Being There (1979) 30,177,511
Giant (1956) 14,169,928
2001: A Space Odyssey (1968) 25,761,621
Glory (1989) 100,326
Jaws (1975) 199,275,376
Little Women (1994) 75,083,616
Full Monty, The (1997) 45,857,453
One Flew Over the Cuckoo's Nest (1975) 171,940,000
My Left Foot (1989) 14,743,391
Sleepless in Seattle (1993) 191,463,006
Secrets & Lies (1996) 13,417,292
Restoration (1995) 4,100,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Gandhi (1982) 77,737,889
Smoke (1995) 8,349,430
Quiet Man, The (1952) 3,800,000
Henry V (1989) 10,161,099
Get Shorty (1995) 103,619,110
Roman Holiday (1953) 8,000,000
Princess Bride, The (1987) 21,277,649
Rear Window (1954) 6,759,601
Patton (1970) 89,800,000
Forrest Gump (1994) 485,691,196
African Queen, The (1951) 4,300,000
Breakfast at Tiffany's (1961) 15,500,000
Looking for Richard (1996) 1,361,420
Nobody's Fool (1994) 57,487,686
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Groundhog Day (1993) 103,406,973
Lawrence of Arabia (1962) 20,652,481
L.A. Confidential (1997) 64,604,977
Basketball Diaries, The (1995) 2,424,439
Raising Arizona (1987) 22,847,564
Young Frankenstein (1974) 125,123,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Thin Man, The (1934) 1,423,000
Primal Fear (1996) 80,646,667
Titanic (1997) 600,779,824
Legends of the Fall (1994) 98,628,842
Enchanted April (1991) 13,200,170
Lone Star (1996) 13,269,963
Hoop Dreams (1994) 7,830,611
Seven Years in Tibet (1997) 37,901,509
North by Northwest (1959) 19,977,527
Bullets Over Broadway (1994) 13,383,737
American President, The (1995) 95,000,000
Chinatown (1974) 42,400,000
Field of Dreams (1989) 94,962,625
Unforgiven (1992) 119,081,912
Dances with Wolves (1990) 265,746,848
Dead Man Walking (1995) 39,025,000
Rebel Without a Cause (1955) 4,600,000
Clear and Present Danger (1994) 176,112,710
It's a Wonderful Life (1946) 3,548,018
Nell (1994) 33,592,700
Fargo (1996) 24,611,975
Return of the Jedi (1983) 500,773,409
When Harry Met Sally... (1989) 134,613,546
To Kill a Mockingbird (1962) 20,629,846
Apt Pupil (1998) 8,838,938
Philadelphia (1993) 114,946,440
Red Rock West (1992) 2,502,551
Day the Earth Stood Still, The (1951) 79,366,978
Boot, Das (1981) 11,433,134
Apollo 13 (1995) 94,378,651
Average 84,762,712
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