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 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 Dances with Wolves (1990) 265,746,848
Apollo 13 (1995) 94,378,651 Twelve Monkeys (1995) 82,512,000 Star Trek IV: The Voyage Home (1986) 124,751,249
Dances with Wolves (1990) 265,746,848 Independence Day (ID4) (1996) 483,359,255 Apollo 13 (1995) 94,378,651
Independence Day (ID4) (1996) 483,359,255 Usual Suspects, The (1995) 1,120,000 To Kill a Mockingbird (1962) 20,629,846
To Kill a Mockingbird (1962) 20,629,846 Jerry Maguire (1996) 228,557,864 Vertigo (1958) 7,024,928
Titanic (1997) 600,779,824 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Hunt for Red October, The (1990) 179,209,868 English Patient, The (1996) 111,415,132 Reservoir Dogs (1992) 2,687,008
Average 189,426,771 Average 185,978,878 Average 86,726,324

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
GoldenEye (1995) 146,028,496
Phenomenon (1996) 155,732,573
Being There (1979) 30,177,511
Dangerous Minds (1995) 124,506,291
I.Q. (1994) 26,372,663
Toy Story (1995) 133,344,903
Bedknobs and Broomsticks (1971) 838,193
Crimson Tide (1995) 135,266,000
Philadelphia (1993) 114,946,440
Monty Python's Life of Brian (1979) 646,124
Thinner (1996) 15,171,475
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Maverick (1994) 151,131,272
Die Hard (1988) 116,707,729
Batman (1989) 401,685,407
Seven (Se7en) (1995) 143,225,000
Shawshank Redemption, The (1994) 28,341,469
Renaissance Man (1994) 24,332,324
Basic Instinct (1992) 126,227,000
Lawnmower Man, The (1992) 27,207,265
Die Hard: With a Vengeance (1995) 147,009,359
Remains of the Day, The (1993) 22,954,968
Donnie Brasco (1997) 60,851,988
Bridge on the River Kwai, The (1957) 50,495,000
Empire Strikes Back, The (1980) 225,554,189
Mr. Holland's Opus (1995) 119,078,097
Forrest Gump (1994) 485,691,196
Indian in the Cupboard, The (1995) 35,617,599
Dragonheart (1996) 51,317,350
Dave (1993) 93,370,710
When Harry Met Sally... (1989) 134,613,546
French Kiss (1995) 38,900,000
Citizen Kane (1941) 1,640,769
Star Trek: The Wrath of Khan (1982) 118,633,541
Under Siege 2: Dark Territory (1995) 73,286,083
Princess Bride, The (1987) 21,277,649
Up Close and Personal (1996) 74,045,801
Lawrence of Arabia (1962) 20,652,481
Rear Window (1954) 6,759,601
Monty Python and the Holy Grail (1974) 1,821,082
Miracle on 34th Street (1994) 17,193,886
Forbidden Planet (1956) 3,000,000
Batman Returns (1992) 262,844,850
Jumanji (1995) 152,675,249
Alien (1979) 42,285,739
Aliens (1986) 121,385,096
Highlander (1986) 5,735,847
Jurassic Park (1993) 563,476,625
North by Northwest (1959) 19,977,527
Sleepless in Seattle (1993) 191,463,006
Cool Hand Luke (1967) 7,300,000
Gone with the Wind (1939) 200,155,278
It's a Wonderful Life (1946) 3,548,018
Searching for Bobby Fischer (1993) 7,266,383
Ransom (1996) 207,758,522
Young Guns (1988) 64,686,644
Terminator 2: Judgment Day (1991) 207,064,802
Real Genius (1985) 13,000,000
Murder at 1600 (1997) 25,826,788
Pinocchio (1940) 59,305,559
M*A*S*H (1970) 109,920,000
Psycho (1960) 43,200,000
Blade Runner (1982) 1,445,283
Sleepers (1996) 76,705,552
Chamber, The (1996) 261,970,615
Ben-Hur (1959) 106,992,000
My Favorite Year (1982) 20,123,620
Warriors of Virtue (1997) 6,448,817
Sling Blade (1996) 24,475,416
Indiana Jones and the Last Crusade (1989) 312,671,806
Executive Decision (1996) 93,638,632
Grumpier Old Men (1995) 105,662,663
Pump Up the Volume (1990) 11,541,758
Silence of the Lambs, The (1991) 137,332,208
20,000 Leagues Under the Sea (1954) 11,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Absolute Power (1997) 73,037,233
2001: A Space Odyssey (1968) 25,761,621
Fish Called Wanda, A (1988) 93,259,712
Cinderella (1950) 75,188,149
Gandhi (1982) 77,737,889
High Noon (1952) 7,150,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Singin' in the Rain (1952) 7,665,000
Field of Dreams (1989) 94,962,625
Contact (1997) 149,887,543
Ghost (1990) 226,931,306
Father of the Bride (1950) 4,054,400
Starship Troopers (1997) 79,093,786
Air Force One (1997) 250,384,803
Mr. Smith Goes to Washington (1939) 1,500,000
Godfather, The (1972) 291,702,411
Stand by Me (1986) 69,411,304
Sneakers (1992) 75,733,000
Forget Paris (1995) 33,194,500
This Is Spinal Tap (1984) 188,751
Heavy Metal (1981) 9,300,000
Amadeus (1984) 23,401,401
In the Army Now (1994) 28,864,707
Shine (1996) 53,830,909
Tin Cup (1996) 77,003,584
Terminal Velocity (1994) 16,478,900
Day the Earth Stood Still, The (1951) 79,366,978
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Get Shorty (1995) 103,619,110
E.T. the Extra-Terrestrial (1982) 259,597,332
G.I. Jane (1997) 70,277,032
Mrs. Doubtfire (1993) 330,200,000
Lion King, The (1994) 188,740,944
Clockwork Orange, A (1971) 38,589,355
African Queen, The (1951) 4,300,000
Heat (1995) 97,783,000
Dead Poets Society (1989) 144,288,116
Rosewood (1997) 13,104,494
Around the World in 80 Days (1956) 23,120,000
Ghosts of Mississippi (1996) 13,052,741
Braveheart (1995) 110,286,945
Conspiracy Theory (1997) 111,189,998
Speed (1994) 121,248,145
Groundhog Day (1993) 103,406,973
Young Frankenstein (1974) 125,123,000
Under Siege (1992) 120,463,139
With Honors (1994) 20,043,254
Apocalypse Now (1979) 42,606,290
My Fair Lady (1964) 42,805,000
Face/Off (1997) 163,746,077
Love Bug, The (1969) 23,150,000
Die Hard 2 (1990) 120,083,665
Mary Poppins (1964) 133,300,000
Jaws (1975) 199,275,376
Home Alone (1990) 425,860,243
Nell (1994) 33,592,700
Philadelphia Story, The (1940) 3,000,000
Substitute, The (1996) 14,752,141
Con Air (1997) 146,553,269
Casablanca (1942) 5,806,467
Unforgiven (1992) 119,081,912
Return of the Jedi (1983) 500,773,409
Tombstone (1993) 82,627,065
Fear (1996) 20,754,000
Back to the Future (1985) 303,398,294
Ed Wood (1994) 5,887,457
Birds, The (1963) 16,493,900
Star Wars (1977) 731,853,665
Patton (1970) 89,800,000
Escape from New York (1981) 25,244,700
Average 101,323,617
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