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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Amadeus (1984) 23,401,401
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Lone Star (1996) 13,269,963
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Brazil (1985) 6,500,000
Empire Strikes Back, The (1980) 225,554,189 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Amadeus (1984) 23,401,401 Empire Strikes Back, The (1980) 225,554,189 Godfather: Part II, The (1974) 87,973,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Godfather, The (1972) 291,702,411
2001: A Space Odyssey (1968) 25,761,621 Amadeus (1984) 23,401,401 Reservoir Dogs (1992) 2,687,008
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 2001: A Space Odyssey (1968) 25,761,621
Average 96,735,393 Average 178,061,226 Average 54,151,222

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
Ninotchka (1939) 1,187,000
Jean de Florette (1986) 4,940,939
Rebel Without a Cause (1955) 4,600,000
Secrets & Lies (1996) 13,417,292
Babe (1995) 66,600,000
Return of the Jedi (1983) 500,773,409
Strange Days (1995) 7,919,000
Unbearable Lightness of Being, The (1988) 10,006,806
Notorious (1946) 12,800,000
Raise the Red Lantern (1991) 2,603,061
Unstrung Heroes (1995) 7,929,241
Rebecca (1940) 1,526,957
Psycho (1960) 43,200,000
Four Weddings and a Funeral (1994) 75,888,832
People vs. Larry Flynt, The (1996) 20,191,312
Big Night (1996) 11,881,039
Heathers (1989) 1,108,462
Philadelphia (1993) 114,946,440
Vertigo (1958) 7,024,928
Emma (1996) 22,201,883
Farewell to Arms, A (1932) 16,000,000
Raising Arizona (1987) 22,847,564
Monty Python and the Holy Grail (1974) 1,821,082
North by Northwest (1959) 19,977,527
Victor/Victoria (1982) 28,215,453
E.T. the Extra-Terrestrial (1982) 259,597,332
This Is Spinal Tap (1984) 188,751
Stonewall (1995) 616,248
Rear Window (1954) 6,759,601
Dial M for Murder (1954) 3,012,562
Dances with Wolves (1990) 265,746,848
Love & Human Remains (1993) 953,755
Quiz Show (1994) 24,822,619
Celluloid Closet, The (1995) 1,507,800
Primal Fear (1996) 80,646,667
Pump Up the Volume (1990) 11,541,758
Back to the Future (1985) 303,398,294
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Seven (Se7en) (1995) 143,225,000
Philadelphia Story, The (1940) 3,000,000
Independence Day (ID4) (1996) 483,359,255
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Breakfast at Tiffany's (1961) 15,500,000
Dolores Claiborne (1994) 24,361,867
Annie Hall (1977) 57,253,791
Full Monty, The (1997) 45,857,453
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Bound (1996) 3,798,532
Immortal Beloved (1994) 9,914,409
Indiana Jones and the Last Crusade (1989) 312,671,806
Cinema Paradiso (1988) 392,045
It Happened One Night (1934) 2,000,000
Casablanca (1942) 5,806,467
Farewell My Concubine (1993) 5,216,888
Princess Bride, The (1987) 21,277,649
Gone with the Wind (1939) 200,155,278
Madness of King George, The (1994) 15,238,994
Fish Called Wanda, A (1988) 93,259,712
Manchurian Candidate, The (1962) 4,180,630
Stand by Me (1986) 69,411,304
Lion King, The (1994) 188,740,944
Carrie (1976) 49,007,514
Ruby in Paradise (1993) 1,001,437
Father of the Bride (1950) 4,054,400
Ghosts of Mississippi (1996) 13,052,741
Fearless (1993) 6,995,302
Three Colors: Blue (1993) 1,324,974
Searching for Bobby Fischer (1993) 7,266,383
Sleepers (1996) 76,705,552
Heavenly Creatures (1994) 3,049,135
Dead Poets Society (1989) 144,288,116
Some Like It Hot (1959) 33,300,000
Dead Man Walking (1995) 39,025,000
Sleeper (1973) 18,344,729
American President, The (1995) 95,000,000
Nina Takes a Lover (1994) 189,509
Hamlet (1996) 4,414,535
Chinatown (1974) 42,400,000
Tin Cup (1996) 77,003,584
What's Love Got to Do with It (1993) 57,350,956
Mr. Smith Goes to Washington (1939) 1,500,000
Jerry Maguire (1996) 228,557,864
French Twist (Gazon maudit) (1995) 1,400,000
Everyone Says I Love You (1996) 9,714,482
Shawshank Redemption, The (1994) 28,341,469
Field of Dreams (1989) 94,962,625
Much Ado About Nothing (1993) 22,551,000
East of Eden (1955) 5,000,000
Belle de jour (1967) 4,037,017
Sex, Lies, and Videotape (1989) 24,741,700
It's a Wonderful Life (1946) 3,548,018
Cat on a Hot Tin Roof (1958) 26,355,486
Little Women (1994) 75,083,616
Bob Roberts (1992) 4,479,470
Sling Blade (1996) 24,475,416
Ed Wood (1994) 5,887,457
Streetcar Named Desire, A (1951) 4,414,474
Manhattan (1979) 39,900,000
To Kill a Mockingbird (1962) 20,629,846
Black Beauty (1994) 4,630,377
Fargo (1996) 24,611,975
Remains of the Day, The (1993) 22,954,968
Paris Is Burning (1990) 3,779,620
Enchanted April (1991) 13,200,170
Sense and Sensibility (1995) 62,493,774
Courage Under Fire (1996) 87,335,823
Miller's Crossing (1990) 5,080,409
Bullets Over Broadway (1994) 13,383,737
Contact (1997) 149,887,543
Strictly Ballroom (1992) 11,738,022
Cyrano de Bergerac (1990) 5,820,020
Sunset Blvd. (1950) 7,500,000
In & Out (1997) 63,826,569
M*A*S*H (1970) 109,920,000
Giant (1956) 14,169,928
Little Princess, A (1995) 10,019,307
Apocalypse Now (1979) 42,606,290
City of Lost Children, The (1995) 1,513,028
Clockwork Orange, A (1971) 38,589,355
Spellbound (1945) 11,970,500
Raging Bull (1980) 49,034
Schindler's List (1993) 140,409,248
Citizen Kane (1941) 1,640,769
Flirting With Disaster (1996) 14,891,000
Star Wars (1977) 731,853,665
Six Degrees of Separation (1993) 6,410,676
African Queen, The (1951) 4,300,000
Henry V (1989) 10,161,099
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Sophie's Choice (1982) 19,962,353
Restoration (1995) 4,100,000
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Twelve Monkeys (1995) 82,512,000
Average 51,788,491
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