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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Sense and Sensibility (1995) 62,493,774
Boot, Das (1981) 11,433,134 Air Force One (1997) 250,384,803 Brazil (1985) 6,500,000
Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774 Lawrence of Arabia (1962) 20,652,481
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Boot, Das (1981) 11,433,134 Young Frankenstein (1974) 125,123,000
Brazil (1985) 6,500,000 Liar Liar (1997) 277,327,280 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
It's a Wonderful Life (1946) 3,548,018 Star Trek: First Contact (1996) 207,001,027 Bridge on the River Kwai, The (1957) 50,495,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Indiana Jones and the Last Crusade (1989) 312,671,806 Reservoir Dogs (1992) 2,687,008
This Is Spinal Tap (1984) 188,751 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Indiana Jones and the Last Crusade (1989) 312,671,806
Air Force One (1997) 250,384,803 It's a Wonderful Life (1946) 3,548,018 Boot, Das (1981) 11,433,134
Reservoir Dogs (1992) 2,687,008 Conspiracy Theory (1997) 111,189,998 Great Dictator, The (1940) 395,872
Average 115,575,532 Average 174,189,787 Average 59,752,669

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
Cinderella (1950) 75,188,149
Lone Star (1996) 13,269,963
Star Wars (1977) 731,853,665
Back to the Future (1985) 303,398,294
Ulee's Gold (1997) 9,054,736
Angels and Insects (1995) 5,304,000
Heathers (1989) 1,108,462
Lost Highway (1997) 3,796,699
Groundhog Day (1993) 103,406,973
Cérémonie, La (1995) 670,659
Ransom (1996) 207,758,522
Scream (1996) 103,001,286
Get on the Bus (1996) 5,731,103
Jackie Chan's First Strike (1996) 14,511,338
Evil Dead II (1987) 5,923,044
Army of Darkness (1993) 11,502,976
Menace II Society (1993) 27,900,000
My Best Friend's Wedding (1997) 185,360,508
Looking for Richard (1996) 1,361,420
Platoon (1986) 207,900,328
Wedding Singer, The (1998) 114,729,850
I Shot Andy Warhol (1996) 1,814,290
Wag the Dog (1997) 43,022,524
Shall We Dance? (1996) 9,676,677
Schindler's List (1993) 140,409,248
Godfather: Part II, The (1974) 87,973,000
Long Kiss Goodnight, The (1996) 33,328,051
Bob Roberts (1992) 4,479,470
Starship Troopers (1997) 79,093,786
Clerks (1994) 3,151,130
Ulee's Gold (1997) 9,054,736
Pulp Fiction (1994) 84,022,201
Contact (1997) 149,887,543
Blue in the Face (1995) 1,275,999
Raising Arizona (1987) 22,847,564
Heat (1995) 97,783,000
Toy Story (1995) 133,344,903
In the Company of Men (1997) 2,856,622
Good Will Hunting (1997) 192,328,280
Three Colors: White (1994) 1,464,625
Crumb (1994) 3,174,695
Monty Python and the Holy Grail (1974) 1,821,082
Everyone Says I Love You (1996) 9,714,482
Clockwork Orange, A (1971) 38,589,355
Deconstructing Harry (1997) 10,569,071
Apollo 13 (1995) 94,378,651
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Daytrippers, The (1996) 2,084,559
Big Night (1996) 11,881,039
Bulletproof (1996) 21,162,420
Three Colors: Red (1994) 4,043,686
Shawshank Redemption, The (1994) 28,341,469
I Know What You Did Last Summer (1997) 103,145,788
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Field of Dreams (1989) 94,962,625
Fifth Element, The (1997) 92,897,302
People vs. Larry Flynt, The (1996) 20,191,312
Singin' in the Rain (1952) 7,665,000
Hamlet (1996) 4,414,535
City of Lost Children, The (1995) 1,513,028
Broken Arrow (1996) 105,069,070
Titanic (1997) 600,779,824
Emma (1996) 22,201,883
Seven (Se7en) (1995) 143,225,000
When Harry Met Sally... (1989) 134,613,546
Fargo (1996) 24,611,975
Hudsucker Proxy, The (1994) 2,869,369
Smoke (1995) 8,349,430
Men in Black (1997) 367,992,228
Clueless (1995) 75,525,013
Barcelona (1994) 7,266,973
Die Hard (1988) 116,707,729
Postino, Il (1994) 20,681,301
Get Shorty (1995) 103,619,110
Princess Bride, The (1987) 21,277,649
Usual Suspects, The (1995) 1,120,000
Ice Storm, The (1997) 7,837,632
Traveller (1997) 500,649
Devil's Advocate, The (1997) 86,587,776
Dream With the Fishes (1997) 464,655
Mission: Impossible (1996) 274,049,639
Independence Day (ID4) (1996) 483,359,255
Raging Bull (1980) 49,034
Grosse Pointe Blank (1997) 28,014,536
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Casablanca (1942) 5,806,467
Breaking the Waves (1996) 4,040,691
Swingers (1996) 4,505,922
Romy and Michele's High School Reunion (1997) 29,205,077
Vertigo (1958) 7,024,928
Freeway (1996) 295,493
Replacement Killers, The (1998) 18,967,571
Sling Blade (1996) 24,475,416
Kundun (1997) 5,532,301
Braindead (1992) 242,623
Babe (1995) 66,600,000
Hunt for Red October, The (1990) 179,209,868
That Thing You Do! (1996) 25,809,813
Wild Bunch, The (1969) 5,330,535
Cable Guy, The (1996) 93,754,431
Trees Lounge (1996) 673,269
Manchurian Candidate, The (1962) 4,180,630
Happy Gilmore (1996) 38,624,000
Down by Law (1986) 1,419,835
Jaws (1975) 199,275,376
Amadeus (1984) 23,401,401
Cemetery Man (Dellamorte Dellamore) (1994) 253,969
Shallow Grave (1994) 2,881,508
Night Falls on Manhattan (1997) 9,881,286
Silence of the Lambs, The (1991) 137,332,208
She's So Lovely (1997) 7,221,836
Cop Land (1997) 64,207,716
Red Rock West (1992) 2,502,551
Full Metal Jacket (1987) 69,057,676
Evita (1996) 73,298,979
Donnie Brasco (1997) 60,851,988
Brassed Off (1996) 2,560,471
Kolya (1996) 5,730,711
River Wild, The (1994) 69,356,343
Chungking Express (1994) 600,200
Queen Margot (Reine Margot, La) (1994) 2,017,346
Endless Summer 2, The (1994) 2,071,091
Short Cuts (1993) 6,110,979
Stand by Me (1986) 69,411,304
Jude (1996) 405,144
Hoop Dreams (1994) 7,830,611
Welcome to the Dollhouse (1995) 4,429,002
Hard Eight (1996) 142,356
Things to Do in Denver when You're Dead (1995) 529,766
Young Poisoner's Handbook, The (1995) 749,812
Basquiat (1996) 2,961,991
Blade Runner (1982) 1,445,283
Jackie Brown (1997) 39,647,595
Empire Strikes Back, The (1980) 225,554,189
Bottle Rocket (1996) 1,040,879
Living in Oblivion (1995) 1,148,752
Birds, The (1963) 16,493,900
Three Colors: Blue (1993) 1,324,974
Bronx Tale, A (1993) 17,266,971
Benny & Joon (1993) 23,202,734
Some Like It Hot (1959) 33,300,000
Aliens (1986) 121,385,096
Ridicule (1996) 2,503,829
Taxi Driver (1976) 33,669,000
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
True Romance (1993) 12,281,500
Searching for Bobby Fischer (1993) 7,266,383
Forrest Gump (1994) 485,691,196
Lion King, The (1994) 188,740,944
L.A. Confidential (1997) 64,604,977
Boogie Nights (1997) 26,384,919
Annie Hall (1977) 57,253,791
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Chasing Amy (1997) 12,006,514
Con Air (1997) 146,553,269
Kingpin (1996) 24,944,213
Mr. Holland's Opus (1995) 119,078,097
Quiz Show (1994) 24,822,619
Fast, Cheap & Out of Control (1997) 832,785
Dead Poets Society (1989) 144,288,116
Secrets & Lies (1996) 13,417,292
Frighteners, The (1996) 16,524,115
North by Northwest (1959) 19,977,527
Chasing Amy (1997) 12,006,514
Leaving Las Vegas (1995) 31,968,347
Four Weddings and a Funeral (1994) 75,888,832
Braveheart (1995) 110,286,945
2 Days in the Valley (1996) 11,090,856
Dead Man Walking (1995) 39,025,000
Speed (1994) 121,248,145
Party Girl (1995) 472,370
Terminator 2: Judgment Day (1991) 207,064,802
Trainspotting (1996) 16,501,785
Aladdin (1992) 328,782,825
Eve's Bayou (1997) 14,821,531
Bound (1996) 3,798,532
Ed Wood (1994) 5,887,457
Dances with Wolves (1990) 265,746,848
Ben-Hur (1959) 106,992,000
Face/Off (1997) 163,746,077
Courage Under Fire (1996) 87,335,823
Mediterraneo (1991) 4,532,791
To Kill a Mockingbird (1962) 20,629,846
E.T. the Extra-Terrestrial (1982) 259,597,332
Austin Powers: International Man of Mystery (1997) 78,171,630
Fear (1996) 20,754,000
English Patient, The (1996) 111,415,132
Full Monty, The (1997) 45,857,453
G.I. Jane (1997) 70,277,032
Gandhi (1982) 77,737,889
Chinatown (1974) 42,400,000
GoodFellas (1990) 67,336,394
Rumble in the Bronx (1995) 32,333,860
Apocalypse Now (1979) 42,606,290
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Apt Pupil (1998) 8,838,938
Secret of Roan Inish, The (1994) 6,101,600
Wings of Desire (1987) 3,806,540
Beautiful Girls (1996) 20,837,000
Celluloid Closet, The (1995) 1,507,800
Philadelphia (1993) 114,946,440
Jerry Maguire (1996) 228,557,864
Blood & Wine (1997) 1,075,288
When We Were Kings (1996) 2,666,118
Miller's Crossing (1990) 5,080,409
Primal Fear (1996) 80,646,667
Snow White and the Seven Dwarfs (1937) 103,921,550
Heavenly Creatures (1994) 3,049,135
Swimming with Sharks (1995) 376,928
Fallen (1998) 25,188,006
Psycho (1960) 43,200,000
Cinema Paradiso (1988) 392,045
Alien (1979) 42,285,739
Twelve Monkeys (1995) 82,512,000
Four Rooms (1995) 4,301,331
Unforgiven (1992) 119,081,912
Citizen Kane (1941) 1,640,769
Shine (1996) 53,830,909
2001: A Space Odyssey (1968) 25,761,621
Event Horizon (1997) 26,616,590
Rear Window (1954) 6,759,601
Breakdown (1997) 50,129,186
Amistad (1997) 44,175,394
Mighty Aphrodite (1995) 6,700,000
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Godfather, The (1972) 291,702,411
Private Parts (1997) 59,339,346
Average 61,012,502
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