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 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Godfather: Part II, The (1974) 87,973,000 Return of the Jedi (1983) 500,773,409 Godfather: Part II, The (1974) 87,973,000
Amadeus (1984) 23,401,401 English Patient, The (1996) 111,415,132 Amadeus (1984) 23,401,401
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Brazil (1985) 6,500,000
Lawrence of Arabia (1962) 20,652,481 Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000
Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134 African Queen, The (1951) 4,300,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Twelve Monkeys (1995) 82,512,000 Boot, Das (1981) 11,433,134
Brazil (1985) 6,500,000 Amadeus (1984) 23,401,401 E.T. the Extra-Terrestrial (1982) 259,597,332
Terminator 2: Judgment Day (1991) 207,064,802 Dead Man Walking (1995) 39,025,000 Mr. Smith Goes to Washington (1939) 1,500,000
Forrest Gump (1994) 485,691,196 Godfather: Part II, The (1974) 87,973,000 Leaving Las Vegas (1995) 31,968,347
Average 184,234,981 Average 128,017,477 Average 60,610,746

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
2001: A Space Odyssey (1968) 25,761,621
It's a Wonderful Life (1946) 3,548,018
Donnie Brasco (1997) 60,851,988
Reservoir Dogs (1992) 2,687,008
Singin' in the Rain (1952) 7,665,000
Chinatown (1974) 42,400,000
Platoon (1986) 207,900,328
Searching for Bobby Fischer (1993) 7,266,383
Lone Star (1996) 13,269,963
When Harry Met Sally... (1989) 134,613,546
Annie Hall (1977) 57,253,791
Ran (1985) 113,948
Shall We Dance? (1996) 9,676,677
Empire Strikes Back, The (1980) 225,554,189
Die Hard (1988) 116,707,729
Fish Called Wanda, A (1988) 93,259,712
Carrie (1976) 49,007,514
Citizen Kane (1941) 1,640,769
Manchurian Candidate, The (1962) 4,180,630
Taxi Driver (1976) 33,669,000
Usual Suspects, The (1995) 1,120,000
Jurassic Park (1993) 563,476,625
My Family (1995) 11,079,373
Bob Roberts (1992) 4,479,470
Alien (1979) 42,285,739
Vertigo (1958) 7,024,928
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Lion King, The (1994) 188,740,944
North by Northwest (1959) 19,977,527
Bonnie and Clyde (1967) 72,800,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
True Romance (1993) 12,281,500
Birds, The (1963) 16,493,900
Shawshank Redemption, The (1994) 28,341,469
Butch Cassidy and the Sundance Kid (1969) 145,314,187
My Favorite Year (1982) 20,123,620
Field of Dreams (1989) 94,962,625
Rear Window (1954) 6,759,601
Bronx Tale, A (1993) 17,266,971
Pulp Fiction (1994) 84,022,201
Face/Off (1997) 163,746,077
Akira (1988) 439,162
Once Upon a Time in America (1984) 7,800,000
Touch of Evil (1958) 2,237,659
Piano, The (1993) 40,158,000
Old Yeller (1957) 10,050,000
Titanic (1997) 600,779,824
Blade Runner (1982) 1,445,283
Candidate, The (1972) 82,274
Ulee's Gold (1997) 9,054,736
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Glengarry Glen Ross (1992) 10,725,228
L.A. Confidential (1997) 64,604,977
Some Like It Hot (1959) 33,300,000
GoodFellas (1990) 67,336,394
What's Love Got to Do with It (1993) 57,350,956
Good, The Bad and The Ugly, The (1966) 19,000,000
Escape from New York (1981) 25,244,700
Bringing Up Baby (1938) 10,863
Secret of Roan Inish, The (1994) 6,101,600
M*A*S*H (1970) 109,920,000
Dead Poets Society (1989) 144,288,116
Bridge on the River Kwai, The (1957) 50,495,000
Hoop Dreams (1994) 7,830,611
Star Wars (1977) 731,853,665
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Casablanca (1942) 5,806,467
Rebel Without a Cause (1955) 4,600,000
East of Eden (1955) 5,000,000
Hudsucker Proxy, The (1994) 2,869,369
Good Will Hunting (1997) 192,328,280
Shine (1996) 53,830,909
Heat (1995) 97,783,000
Jaws (1975) 199,275,376
Pinocchio (1940) 59,305,559
Miller's Crossing (1990) 5,080,409
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Raging Bull (1980) 49,034
Apocalypse Now (1979) 42,606,290
Speed (1994) 121,248,145
Clockwork Orange, A (1971) 38,589,355
Gandhi (1982) 77,737,889
To Kill a Mockingbird (1962) 20,629,846
Wild Bunch, The (1969) 5,330,535
In the Name of the Father (1993) 25,096,862
Return of the Pink Panther, The (1974) 37,170,000
Get Shorty (1995) 103,619,110
Short Cuts (1993) 6,110,979
Killing Fields, The (1984) 50,509,720
Dances with Wolves (1990) 265,746,848
Secrets & Lies (1996) 13,417,292
Casino (1995) 62,726,000
Sleeper (1973) 18,344,729
Day the Earth Stood Still, The (1951) 79,366,978
Fargo (1996) 24,611,975
Princess Bride, The (1987) 21,277,649
Monty Python and the Holy Grail (1974) 1,821,082
Psycho (1960) 43,200,000
Aliens (1986) 121,385,096
Sling Blade (1996) 24,475,416
Raising Arizona (1987) 22,847,564
Fantasia (1940) 49,310,882
Silence of the Lambs, The (1991) 137,332,208
Streetcar Named Desire, A (1951) 4,414,474
Eat Drink Man Woman (1994) 7,294,403
Ulee's Gold (1997) 9,054,736
Godfather, The (1972) 291,702,411
Average 66,872,926
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