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
Toy Story (1995) 133,344,903 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 Trainspotting (1996) 16,501,785
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Sling Blade (1996) 24,475,416
Trainspotting (1996) 16,501,785 L.A. Confidential (1997) 64,604,977 High Noon (1952) 7,150,000
Babe (1995) 66,600,000 Full Monty, The (1997) 45,857,453 Babe (1995) 66,600,000
Fish Called Wanda, A (1988) 93,259,712 Sense and Sensibility (1995) 62,493,774 Sunset Blvd. (1950) 7,500,000
Die Hard (1988) 116,707,729 Jerry Maguire (1996) 228,557,864 Full Monty, The (1997) 45,857,453
Sense and Sensibility (1995) 62,493,774 Trainspotting (1996) 16,501,785 Jerry Maguire (1996) 228,557,864
Jerry Maguire (1996) 228,557,864 Star Trek: First Contact (1996) 207,001,027 Swingers (1996) 4,505,922
Sling Blade (1996) 24,475,416 Men in Black (1997) 367,992,228 Monty Python's Life of Brian (1979) 646,124
Average 100,324,385 Average 138,765,668 Average 53,513,946

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
Dead Poets Society (1989) 144,288,116
Taxi Driver (1976) 33,669,000
To Die For (1995) 21,284,514
True Romance (1993) 12,281,500
Dante's Peak (1997) 98,728,432
Good, The Bad and The Ugly, The (1966) 19,000,000
Firm, The (1993) 686,502
Outbreak (1995) 99,323,573
Beyond Rangoon (1995) 5,750,110
Day the Earth Stood Still, The (1951) 79,366,978
Romeo Is Bleeding (1993) 3,275,585
Die Hard: With a Vengeance (1995) 147,009,359
Field of Dreams (1989) 94,962,625
Heathers (1989) 1,108,462
It's a Wonderful Life (1946) 3,548,018
Usual Suspects, The (1995) 1,120,000
Cinema Paradiso (1988) 392,045
Marvin's Room (1996) 12,782,508
Diva (1981) 108,372
Being There (1979) 30,177,511
Barcelona (1994) 7,266,973
Raising Arizona (1987) 22,847,564
Surviving Picasso (1996) 1,985,001
Independence Day (ID4) (1996) 483,359,255
Rob Roy (1995) 31,600,000
Mighty Aphrodite (1995) 6,700,000
Ed Wood (1994) 5,887,457
Richard III (1995) 2,600,000
Schindler's List (1993) 140,409,248
Muriel's Wedding (1994) 15,185,594
Interview with the Vampire (1994) 145,789,330
Star Trek IV: The Voyage Home (1986) 124,751,249
Godfather, The (1972) 291,702,411
William Shakespeare's Romeo and Juliet (1996) 69,240,158
True Lies (1994) 226,261,000
Circle of Friends (1995) 23,397,365
Postino, Il (1994) 20,681,301
Paris, Texas (1984) 2,164,507
Stealing Beauty (1996) 4,573,330
Passion Fish (1992) 5,414,619
Wolf (1994) 99,012,000
Twelve Monkeys (1995) 82,512,000
Fargo (1996) 24,611,975
Young Frankenstein (1974) 125,123,000
Spitfire Grill, The (1996) 12,643,776
Citizen Kane (1941) 1,640,769
Full Metal Jacket (1987) 69,057,676
Hoop Dreams (1994) 7,830,611
Wyatt Earp (1994) 25,052,000
What's Eating Gilbert Grape (1993) 9,170,214
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Brazil (1985) 6,500,000
20,000 Leagues Under the Sea (1954) 11,000,000
Local Hero (1983) 5,767,363
Pretty Woman (1990) 260,311,268
Strictly Ballroom (1992) 11,738,022
Fried Green Tomatoes (1991) 117,503,000
Quick and the Dead, The (1995) 18,636,537
Koyaanisqatsi (1983) 1,723,872
Speed (1994) 121,248,145
Mrs. Parker and the Vicious Circle (1994) 2,144,667
Philadelphia (1993) 114,946,440
Groundhog Day (1993) 103,406,973
Breakfast at Tiffany's (1961) 15,500,000
Eat Drink Man Woman (1994) 7,294,403
Mulholland Falls (1996) 11,500,000
To Catch a Thief (1955) 13,250,000
Twister (1996) 375,152,715
Highlander (1986) 5,735,847
Gandhi (1982) 77,737,889
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
To Gillian on Her 37th Birthday (1996) 4,137,645
Rebel Without a Cause (1955) 4,600,000
Sex, Lies, and Videotape (1989) 24,741,700
Tank Girl (1995) 4,064,333
Nell (1994) 33,592,700
Killing Fields, The (1984) 50,509,720
Carrie (1976) 49,007,514
Empire Strikes Back, The (1980) 225,554,189
Jurassic Park (1993) 563,476,625
White Balloon, The (1995) 474,047
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Silence of the Lambs, The (1991) 137,332,208
Strange Days (1995) 7,919,000
Clueless (1995) 75,525,013
Cape Fear (1991) 118,590,000
Little Women (1994) 75,083,616
Star Wars (1977) 731,853,665
Unforgiven (1992) 119,081,912
This Is Spinal Tap (1984) 188,751
Heavy Metal (1981) 9,300,000
To Kill a Mockingbird (1962) 20,629,846
Piano, The (1993) 40,158,000
If Lucy Fell (1996) 4,635,344
Back to the Future (1985) 303,398,294
Alien (1979) 42,285,739
Clear and Present Danger (1994) 176,112,710
Lawrence of Arabia (1962) 20,652,481
Princess Bride, The (1987) 21,277,649
Shawshank Redemption, The (1994) 28,341,469
Body Snatchers (1993) 428,868
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
That Thing You Do! (1996) 25,809,813
Much Ado About Nothing (1993) 22,551,000
Legends of the Fall (1994) 98,628,842
City of Lost Children, The (1995) 1,513,028
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Pulp Fiction (1994) 84,022,201
Evil Dead II (1987) 5,923,044
Dead Man Walking (1995) 39,025,000
Leaving Las Vegas (1995) 31,968,347
French Kiss (1995) 38,900,000
When Harry Met Sally... (1989) 134,613,546
Three Colors: Red (1994) 4,043,686
All About Eve (1950) 4,210,177
Braveheart (1995) 110,286,945
8 1/2 (1963) 50,690
Snow White and the Seven Dwarfs (1937) 103,921,550
Four Rooms (1995) 4,301,331
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Casablanca (1942) 5,806,467
Devil in a Blue Dress (1995) 16,030,096
Indiana Jones and the Last Crusade (1989) 312,671,806
Grifters, The (1990) 13,446,769
Truth About Cats & Dogs, The (1996) 34,073,143
Othello (1995) 2,112,951
Birds, The (1963) 16,493,900
Ran (1985) 113,948
Fantasia (1940) 49,310,882
E.T. the Extra-Terrestrial (1982) 259,597,332
People vs. Larry Flynt, The (1996) 20,191,312
Madness of King George, The (1994) 15,238,994
Aliens (1986) 121,385,096
Notorious (1946) 12,800,000
Jude (1996) 405,144
Some Kind of Wonderful (1987) 18,553,948
2001: A Space Odyssey (1968) 25,761,621
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Batman (1989) 401,685,407
Seven (Se7en) (1995) 143,225,000
Return of the Jedi (1983) 500,773,409
Beautiful Girls (1996) 20,837,000
Monty Python and the Holy Grail (1974) 1,821,082
Annie Hall (1977) 57,253,791
Three Colors: White (1994) 1,464,625
Jaws (1975) 199,275,376
Glory (1989) 100,326
Gigi (1958) 13,208,725
Fear (1996) 20,754,000
African Queen, The (1951) 4,300,000
M*A*S*H (1970) 109,920,000
Die Hard 2 (1990) 120,083,665
Benny & Joon (1993) 23,202,734
American Werewolf in London, An (1981) 20,445,527
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Six Degrees of Separation (1993) 6,410,676
Long Kiss Goodnight, The (1996) 33,328,051
Dolores Claiborne (1994) 24,361,867
Quiz Show (1994) 24,822,619
Big Night (1996) 11,881,039
Scream (1996) 103,001,286
Kalifornia (1993) 2,395,231
Real Genius (1985) 13,000,000
Once Upon a Time in America (1984) 7,800,000
Searching for Bobby Fischer (1993) 7,266,383
Chinatown (1974) 42,400,000
Picnic (1955) 6,300,000
Manchurian Candidate, The (1962) 4,180,630
Bridge on the River Kwai, The (1957) 50,495,000
Cool Hand Luke (1967) 7,300,000
Jumanji (1995) 152,675,249
Army of Darkness (1993) 11,502,976
Vertigo (1958) 7,024,928
Dances with Wolves (1990) 265,746,848
Diabolique (1996) 17,000,000
Candidate, The (1972) 82,274
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Candyman (1992) 25,792,310
Titanic (1997) 600,779,824
Conan the Barbarian (1981) 60,241,612
Apocalypse Now (1979) 42,606,290
Swimming with Sharks (1995) 376,928
Psycho (1960) 43,200,000
Night of the Living Dead (1968) 13,600,000
Bridges of Madison County, The (1995) 105,823,517
She's the One (1996) 9,449,219
Unbearable Lightness of Being, The (1988) 10,006,806
Secret Garden, The (1993) 30,000,000
Amadeus (1984) 23,401,401
Shadowlands (1993) 25,842,000
Kundun (1997) 5,532,301
Ghost (1990) 226,931,306
Clockwork Orange, A (1971) 38,589,355
Double Happiness (1994) 759,393
Swiss Family Robinson (1960) 20,178,000
Terminator 2: Judgment Day (1991) 207,064,802
Singin' in the Rain (1952) 7,665,000
Godfather: Part II, The (1974) 87,973,000
Henry V (1989) 10,161,099
Restoration (1995) 4,100,000
Bonnie and Clyde (1967) 72,800,000
Crumb (1994) 3,174,695
Primal Fear (1996) 80,646,667
Bullets Over Broadway (1994) 13,383,737
Bob Roberts (1992) 4,479,470
Star Trek: The Wrath of Khan (1982) 118,633,541
Mr. Holland's Opus (1995) 119,078,097
Red Rock West (1992) 2,502,551
Stand by Me (1986) 69,411,304
North by Northwest (1959) 19,977,527
Grease (1978) 96,605,260
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Blade Runner (1982) 1,445,283
Forrest Gump (1994) 485,691,196
Hunt for Red October, The (1990) 179,209,868
GoodFellas (1990) 67,336,394
Rear Window (1954) 6,759,601
Nightmare on Elm Street, A (1984) 65,398,755
Clerks (1994) 3,151,130
Belle de jour (1967) 4,037,017
Three Colors: Blue (1993) 1,324,974
Chamber, The (1996) 261,970,615
Boot, Das (1981) 11,433,134
Reality Bites (1994) 20,982,557
Forbidden Planet (1956) 3,000,000
Dazed and Confused (1993) 7,993,039
Rumble in the Bronx (1995) 32,333,860
Secrets & Lies (1996) 13,417,292
East of Eden (1955) 5,000,000
Wes Craven's New Nightmare (1994) 14,461,031
Ben-Hur (1959) 106,992,000
Hudsucker Proxy, The (1994) 2,869,369
Pump Up the Volume (1990) 11,541,758
Spellbound (1945) 11,970,500
Maverick (1994) 151,131,272
Dial M for Murder (1954) 3,012,562
Streetcar Named Desire, A (1951) 4,414,474
Natural Born Killers (1994) 72,282,766
Apollo 13 (1995) 94,378,651
Bound (1996) 3,798,532
Get Shorty (1995) 103,619,110
Manhattan (1979) 39,900,000
Nightmare Before Christmas, The (1993) 22,782,289
Unstrung Heroes (1995) 7,929,241
Faithful (1996) 2,104,000
Average 63,449,143
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