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
Braveheart (1995) 110,286,945 Scream (1996) 103,001,286 Braveheart (1995) 110,286,945
Casablanca (1942) 5,806,467 Braveheart (1995) 110,286,945 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134 Terminator 2: Judgment Day (1991) 207,064,802
Terminator 2: Judgment Day (1991) 207,064,802 One Flew Over the Cuckoo's Nest (1975) 171,940,000 To Kill a Mockingbird (1962) 20,629,846
Blade Runner (1982) 1,445,283 Terminator 2: Judgment Day (1991) 207,064,802 Hunt for Red October, The (1990) 179,209,868
Scream (1996) 103,001,286 Casablanca (1942) 5,806,467 Stand by Me (1986) 69,411,304
To Kill a Mockingbird (1962) 20,629,846 Chasing Amy (1997) 12,006,514 Stand by Me (1986) 69,411,304
Alien (1979) 42,285,739 Blade Runner (1982) 1,445,283 Home Alone (1990) 425,860,243
Aliens (1986) 121,385,096 To Kill a Mockingbird (1962) 20,629,846 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Rear Window (1954) 6,759,601 Alien (1979) 42,285,739 Boot, Das (1981) 11,433,134
Average 79,060,506 Average 68,590,001 Average 127,032,206

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
Big Night (1996) 11,881,039
One Fine Day (1996) 68,829,020
Striptease (1996) 32,758,418
Unforgiven (1992) 119,081,912
Copycat (1995) 32,051,917
Back to the Future (1985) 303,398,294
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Madness of King George, The (1994) 15,238,994
Shawshank Redemption, The (1994) 28,341,469
While You Were Sleeping (1995) 119,964,016
Tin Cup (1996) 77,003,584
Brothers McMullen, The (1995) 10,246,600
Walk in the Clouds, A (1995) 73,516,507
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Conspiracy Theory (1997) 111,189,998
English Patient, The (1996) 111,415,132
African Queen, The (1951) 4,300,000
Mr. Holland's Opus (1995) 119,078,097
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Batman (1989) 401,685,407
Twelve Monkeys (1995) 82,512,000
When Harry Met Sally... (1989) 134,613,546
Circle of Friends (1995) 23,397,365
Bridges of Madison County, The (1995) 105,823,517
Face/Off (1997) 163,746,077
Air Force One (1997) 250,384,803
Playing God (1997) 4,052,347
E.T. the Extra-Terrestrial (1982) 259,597,332
Schindler's List (1993) 140,409,248
Evita (1996) 73,298,979
Michael (1996) 144,887,370
As Good As It Gets (1997) 215,563,842
Looking for Richard (1996) 1,361,420
Apt Pupil (1998) 8,838,938
Quiet Man, The (1952) 3,800,000
Twister (1996) 375,152,715
Mrs. Doubtfire (1993) 330,200,000
Sabrina (1954) 14,000,000
Top Gun (1986) 256,050,237
Sense and Sensibility (1995) 62,493,774
Star Wars (1977) 731,853,665
Toy Story (1995) 133,344,903
I.Q. (1994) 26,372,663
Local Hero (1983) 5,767,363
Fox and the Hound, The (1981) 53,368,988
Shine (1996) 53,830,909
Lost World: Jurassic Park, The (1997) 359,161,284
Indiana Jones and the Last Crusade (1989) 312,671,806
Mission: Impossible (1996) 274,049,639
Silence of the Lambs, The (1991) 137,332,208
Singin' in the Rain (1952) 7,665,000
Fish Called Wanda, A (1988) 93,259,712
Aladdin (1992) 328,782,825
Ghost (1990) 226,931,306
Amadeus (1984) 23,401,401
In the Line of Fire (1993) 151,314,283
Return of the Jedi (1983) 500,773,409
Speed (1994) 121,248,145
Seven (Se7en) (1995) 143,225,000
American President, The (1995) 95,000,000
Good Will Hunting (1997) 192,328,280
Princess Bride, The (1987) 21,277,649
Secrets & Lies (1996) 13,417,292
Field of Dreams (1989) 94,962,625
Pulp Fiction (1994) 84,022,201
Dave (1993) 93,370,710
Dirty Dancing (1987) 89,171,578
Jerry Maguire (1996) 228,557,864
Lion King, The (1994) 188,740,944
L.A. Confidential (1997) 64,604,977
M*A*S*H (1970) 109,920,000
Sleepless in Seattle (1993) 191,463,006
Ransom (1996) 207,758,522
True Lies (1994) 226,261,000
Fierce Creatures (1997) 9,202,671
It's a Wonderful Life (1946) 3,548,018
Jurassic Park (1993) 563,476,625
Titanic (1997) 600,779,824
Truth About Cats & Dogs, The (1996) 34,073,143
Full Monty, The (1997) 45,857,453
Cool Runnings (1993) 98,839,263
Dances with Wolves (1990) 265,746,848
Batman Returns (1992) 262,844,850
Dead Poets Society (1989) 144,288,116
Vertigo (1958) 7,024,928
Homeward Bound: The Incredible Journey (1993) 60,039,088
Gone with the Wind (1939) 200,155,278
Remains of the Day, The (1993) 22,954,968
Philadelphia (1993) 114,946,440
Don Juan DeMarco (1995) 22,200,000
Empire Strikes Back, The (1980) 225,554,189
Fried Green Tomatoes (1991) 117,503,000
Dead Man Walking (1995) 39,025,000
Leaving Las Vegas (1995) 31,968,347
Midnight in the Garden of Good and Evil (1997) 25,078,937
Beauty and the Beast (1991) 94,902,028
Some Like It Hot (1959) 33,300,000
Apollo 13 (1995) 94,378,651
In & Out (1997) 63,826,569
Usual Suspects, The (1995) 1,120,000
Benny & Joon (1993) 23,202,734
Liar Liar (1997) 277,327,280
Monty Python and the Holy Grail (1974) 1,821,082
Grosse Pointe Blank (1997) 28,014,536
Babe (1995) 66,600,000
Cinderella (1950) 75,188,149
Forrest Gump (1994) 485,691,196
Little Women (1994) 75,083,616
Clueless (1995) 75,525,013
Independence Day (ID4) (1996) 483,359,255
Contact (1997) 149,887,543
Nell (1994) 33,592,700
Wedding Singer, The (1998) 114,729,850
Star Trek: First Contact (1996) 207,001,027
Lone Star (1996) 13,269,963
Four Weddings and a Funeral (1994) 75,888,832
Broken Arrow (1996) 105,069,070
Young Frankenstein (1974) 125,123,000
Men in Black (1997) 367,992,228
Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411
Aristocats, The (1970) 43,914,658
That Thing You Do! (1996) 25,809,813
Get Shorty (1995) 103,619,110
Sabrina (1995) 76,780,029
Die Hard (1988) 116,707,729
Maverick (1994) 151,131,272
Corrina, Corrina (1994) 20,160,000
Groundhog Day (1993) 103,406,973
Primal Fear (1996) 80,646,667
Average 129,975,597
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