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
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
Forrest Gump (1994) 485,691,196 Jerry Maguire (1996) 228,557,864 Sense and Sensibility (1995) 62,493,774
Terminator 2: Judgment Day (1991) 207,064,802 Shawshank Redemption, The (1994) 28,341,469 Dead Poets Society (1989) 144,288,116
Jerry Maguire (1996) 228,557,864 Twelve Monkeys (1995) 82,512,000 Shawshank Redemption, The (1994) 28,341,469
E.T. the Extra-Terrestrial (1982) 259,597,332 Men in Black (1997) 367,992,228 It's a Wonderful Life (1946) 3,548,018
Dead Poets Society (1989) 144,288,116 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977 Blade Runner (1982) 1,445,283
Average 205,757,217 Average 168,304,096 Average 126,196,645

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
Mallrats (1995) 2,122,561
Powder (1995) 30,862,146
Back to the Future (1985) 303,398,294
Fantasia (1940) 49,310,882
Lion King, The (1994) 188,740,944
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Milk Money (1994) 18,137,661
Snow White and the Seven Dwarfs (1937) 103,921,550
Contact (1997) 149,887,543
Wag the Dog (1997) 43,022,524
Hamlet (1996) 4,414,535
Mr. Holland's Opus (1995) 119,078,097
Little Women (1994) 75,083,616
As Good As It Gets (1997) 215,563,842
Bed of Roses (1996) 19,030,691
Scream (1996) 103,001,286
Grease (1978) 96,605,260
Mirror Has Two Faces, The (1996) 59,629,485
Field of Dreams (1989) 94,962,625
Good Will Hunting (1997) 192,328,280
Empire Strikes Back, The (1980) 225,554,189
Schindler's List (1993) 140,409,248
Preacher's Wife, The (1996) 69,743,611
Eraser (1996) 147,260,786
Bram Stoker's Dracula (1992) 129,722,790
Mary Poppins (1964) 133,300,000
Breakfast at Tiffany's (1961) 15,500,000
Monty Python's Life of Brian (1979) 646,124
Interview with the Vampire (1994) 145,789,330
Gone with the Wind (1939) 200,155,278
Pretty Woman (1990) 260,311,268
Robin Hood: Men in Tights (1993) 35,699,287
Bedknobs and Broomsticks (1971) 838,193
SubUrbia (1997) 482,665
Apt Pupil (1998) 8,838,938
To Gillian on Her 37th Birthday (1996) 4,137,645
Casablanca (1942) 5,806,467
Heathers (1989) 1,108,462
Much Ado About Nothing (1993) 22,551,000
Beauty and the Beast (1991) 94,902,028
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Dazed and Confused (1993) 7,993,039
Pump Up the Volume (1990) 11,541,758
Paris Is Burning (1990) 3,779,620
Toy Story (1995) 133,344,903
Mrs. Doubtfire (1993) 330,200,000
Demolition Man (1993) 83,555,768
My Fair Lady (1964) 42,805,000
Independence Day (ID4) (1996) 483,359,255
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Clerks (1994) 3,151,130
Army of Darkness (1993) 11,502,976
In the Line of Fire (1993) 151,314,283
Benny & Joon (1993) 23,202,734
Courage Under Fire (1996) 87,335,823
Apollo 13 (1995) 94,378,651
Ghost (1990) 226,931,306
Wedding Singer, The (1998) 114,729,850
Batman Returns (1992) 262,844,850
Ransom (1996) 207,758,522
Clueless (1995) 75,525,013
Top Gun (1986) 256,050,237
Legends of the Fall (1994) 98,628,842
Princess Bride, The (1987) 21,277,649
With Honors (1994) 20,043,254
On Golden Pond (1981) 80,430,967
Return of the Jedi (1983) 500,773,409
Santa Clause, The (1994) 139,225,854
Jurassic Park (1993) 563,476,625
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Reality Bites (1994) 20,982,557
Wyatt Earp (1994) 25,052,000
Akira (1988) 439,162
Evening Star, The (1996) 12,747,242
Babe (1995) 66,600,000
Dangerous Minds (1995) 124,506,291
One Fine Day (1996) 68,829,020
Walk in the Clouds, A (1995) 73,516,507
Pete's Dragon (1977) 22,500,000
Sneakers (1992) 75,733,000
Moll Flanders (1996) 3,363,968
Beautiful Girls (1996) 20,837,000
G.I. Jane (1997) 70,277,032
Indiana Jones and the Last Crusade (1989) 312,671,806
Dirty Dancing (1987) 89,171,578
Chasing Amy (1997) 12,006,514
101 Dalmatians (1996) 197,767,821
Usual Suspects, The (1995) 1,120,000
Sleepless in Seattle (1993) 191,463,006
Monty Python and the Holy Grail (1974) 1,821,082
Devil's Advocate, The (1997) 86,587,776
Braveheart (1995) 110,286,945
Basketball Diaries, The (1995) 2,424,439
Speed (1994) 121,248,145
Aladdin (1992) 328,782,825
Dave (1993) 93,370,710
Oliver & Company (1988) 106,650,355
Titanic (1997) 600,779,824
Mrs. Winterbourne (1996) 10,070,000
Secret of Roan Inish, The (1994) 6,101,600
Home for the Holidays (1995) 17,518,220
Mary Reilly (1996) 5,600,000
Muppet Treasure Island (1996) 33,609,000
American President, The (1995) 95,000,000
English Patient, The (1996) 111,415,132
When Harry Met Sally... (1989) 134,613,546
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Star Wars (1977) 731,853,665
First Knight (1995) 37,600,435
Jaws (1975) 199,275,376
Flirting With Disaster (1996) 14,891,000
Philadelphia (1993) 114,946,440
Emma (1996) 22,201,883
Dragonheart (1996) 51,317,350
In & Out (1997) 63,826,569
Fried Green Tomatoes (1991) 117,503,000
Pulp Fiction (1994) 84,022,201
Liar Liar (1997) 277,327,280
Nightmare Before Christmas, The (1993) 22,782,289
Hunt for Red October, The (1990) 179,209,868
Average 106,932,128
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