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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
It's a Wonderful Life (1946) 3,548,018 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Back to the Future (1985) 303,398,294 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Singin' in the Rain (1952) 7,665,000
Twelve Monkeys (1995) 82,512,000 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
M*A*S*H (1970) 109,920,000 Twelve Monkeys (1995) 82,512,000 Back to the Future (1985) 303,398,294
Fish Called Wanda, A (1988) 93,259,712 Back to the Future (1985) 303,398,294 Dead Man Walking (1995) 39,025,000
Die Hard (1988) 116,707,729 Dead Man Walking (1995) 39,025,000 It's a Wonderful Life (1946) 3,548,018
Stand by Me (1986) 69,411,304 It's a Wonderful Life (1946) 3,548,018 M*A*S*H (1970) 109,920,000
Jurassic Park (1993) 563,476,625 Sense and Sensibility (1995) 62,493,774 Mr. Smith Goes to Washington (1939) 1,500,000
Average 150,019,056 Average 151,101,646 Average 72,202,697

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
Home Alone (1990) 425,860,243
Robin Hood: Prince of Thieves (1991) 173,380,000
Three Colors: Blue (1993) 1,324,974
Clear and Present Danger (1994) 176,112,710
Patton (1970) 89,800,000
Barbarella (1968) 6,113,285
Shadowlands (1993) 25,842,000
Rear Window (1954) 6,759,601
Cat People (1982) 5,694,940
Candyman (1992) 25,792,310
For Whom the Bell Tolls (1943) 7,100,000
Quiet Man, The (1952) 3,800,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Casablanca (1942) 5,806,467
Birds, The (1963) 16,493,900
Desperado (1995) 25,625,110
Bram Stoker's Dracula (1992) 129,722,790
Heathers (1989) 1,108,462
Gigi (1958) 13,208,725
Swiss Family Robinson (1960) 20,178,000
Babe (1995) 66,600,000
Local Hero (1983) 5,767,363
When Harry Met Sally... (1989) 134,613,546
Remains of the Day, The (1993) 22,954,968
Much Ado About Nothing (1993) 22,551,000
True Romance (1993) 12,281,500
Little Buddha (1993) 4,858,139
Barcelona (1994) 7,266,973
Apocalypse Now (1979) 42,606,290
Devil in a Blue Dress (1995) 16,030,096
Star Trek: The Wrath of Khan (1982) 118,633,541
Sneakers (1992) 75,733,000
Tie Me Up! Tie Me Down! (1990) 4,087,361
Exotica (1994) 4,183,379
Bonnie and Clyde (1967) 72,800,000
Pretty Woman (1990) 260,311,268
Empire Strikes Back, The (1980) 225,554,189
Raising Arizona (1987) 22,847,564
All About Eve (1950) 4,210,177
Braveheart (1995) 110,286,945
Shawshank Redemption, The (1994) 28,341,469
Some Like It Hot (1959) 33,300,000
Evita (1996) 73,298,979
Full Monty, The (1997) 45,857,453
Miracle on 34th Street (1994) 17,193,886
North by Northwest (1959) 19,977,527
Crimson Tide (1995) 135,266,000
Grease (1978) 96,605,260
2001: A Space Odyssey (1968) 25,761,621
Killing Fields, The (1984) 50,509,720
Star Wars (1977) 731,853,665
Sabrina (1954) 14,000,000
Lion King, The (1994) 188,740,944
Species (1995) 87,679,449
Dumb & Dumber (1994) 190,775,354
Blink (1994) 16,696,219
Up in Smoke (1978) 69,890,893
Immortal Beloved (1994) 9,914,409
Henry V (1989) 10,161,099
Nightmare on Elm Street, A (1984) 65,398,755
GoldenEye (1995) 146,028,496
Beauty and the Beast (1991) 94,902,028
Chinatown (1974) 42,400,000
Waterworld (1995) 130,604,220
Thin Man, The (1934) 1,423,000
Mallrats (1995) 2,122,561
Vertigo (1958) 7,024,928
Monty Python and the Holy Grail (1974) 1,821,082
Perez Family, The (1995) 2,832,826
Amadeus (1984) 23,401,401
Father of the Bride (1950) 4,054,400
Cat on a Hot Tin Roof (1958) 26,355,486
Miller's Crossing (1990) 5,080,409
Dead Poets Society (1989) 144,288,116
Groundhog Day (1993) 103,406,973
To Die For (1995) 21,284,514
Being There (1979) 30,177,511
Amateur (1994) 856,422
In the Line of Fire (1993) 151,314,283
Gone with the Wind (1939) 200,155,278
Terminator 2: Judgment Day (1991) 207,064,802
Sunset Blvd. (1950) 7,500,000
Clockwork Orange, A (1971) 38,589,355
Taxi Driver (1976) 33,669,000
Dial M for Murder (1954) 3,012,562
Cool Runnings (1993) 98,839,263
To Kill a Mockingbird (1962) 20,629,846
Forrest Gump (1994) 485,691,196
Army of Darkness (1993) 11,502,976
Clerks (1994) 3,151,130
African Queen, The (1951) 4,300,000
Wyatt Earp (1994) 25,052,000
Chasing Amy (1997) 12,006,514
Nightmare Before Christmas, The (1993) 22,782,289
While You Were Sleeping (1995) 119,964,016
My Favorite Year (1982) 20,123,620
Get Shorty (1995) 103,619,110
Carlito's Way (1993) 56,948,322
Brothers McMullen, The (1995) 10,246,600
Three Colors: Red (1994) 4,043,686
Pinocchio (1940) 59,305,559
Dave (1993) 93,370,710
Godfather, The (1972) 291,702,411
Brady Bunch Movie, The (1995) 68,467,136
Beyond Rangoon (1995) 5,750,110
Highlander (1986) 5,735,847
This Is Spinal Tap (1984) 188,751
Clueless (1995) 75,525,013
Psycho (1960) 43,200,000
Spellbound (1945) 11,970,500
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Grifters, The (1990) 13,446,769
Tomorrow Never Dies (1997) 184,221,129
Interview with the Vampire (1994) 145,789,330
Basketball Diaries, The (1995) 2,424,439
Rudy (1993) 22,750,363
My Fair Lady (1964) 42,805,000
Young Frankenstein (1974) 125,123,000
First Knight (1995) 37,600,435
Pulp Fiction (1994) 84,022,201
Casino (1995) 62,726,000
Hunt for Red October, The (1990) 179,209,868
To Catch a Thief (1955) 13,250,000
Seven (Se7en) (1995) 143,225,000
Die Hard 2 (1990) 120,083,665
Quick and the Dead, The (1995) 18,636,537
Farewell to Arms, A (1932) 16,000,000
Friday (1995) 27,900,000
Aliens (1986) 121,385,096
American Werewolf in London, An (1981) 20,445,527
Alien 3 (1992) 87,235,600
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Jaws (1975) 199,275,376
American in Paris, An (1951) 12,505,000
Madness of King George, The (1994) 15,238,994
Manchurian Candidate, The (1962) 4,180,630
Unforgiven (1992) 119,081,912
Scream (1996) 103,001,286
Bullets Over Broadway (1994) 13,383,737
Only You (1994) 20,042,048
Gandhi (1982) 77,737,889
Die Hard: With a Vengeance (1995) 147,009,359
Bob Roberts (1992) 4,479,470
Notorious (1946) 12,800,000
Sleepless in Seattle (1993) 191,463,006
Homeward Bound: The Incredible Journey (1993) 60,039,088
20,000 Leagues Under the Sea (1954) 11,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Philadelphia Story, The (1940) 3,000,000
Ninotchka (1939) 1,187,000
Blade Runner (1982) 1,445,283
Four Weddings and a Funeral (1994) 75,888,832
Ed Wood (1994) 5,887,457
Under Siege (1992) 120,463,139
Usual Suspects, The (1995) 1,120,000
Around the World in 80 Days (1956) 23,120,000
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
It Could Happen to You (1994) 37,800,323
Princess Bride, The (1987) 21,277,649
Cape Fear (1991) 118,590,000
Citizen Kane (1941) 1,640,769
L.A. Confidential (1997) 64,604,977
Mary Poppins (1964) 133,300,000
Ace Ventura: Pet Detective (1994) 106,217,000
Top Gun (1986) 256,050,237
Searching for Bobby Fischer (1993) 7,266,383
Field of Dreams (1989) 94,962,625
Boot, Das (1981) 11,433,134
Don Juan DeMarco (1995) 22,200,000
Bringing Up Baby (1938) 10,863
Snow White and the Seven Dwarfs (1937) 103,921,550
Unbearable Lightness of Being, The (1988) 10,006,806
Return of the Jedi (1983) 500,773,409
Starship Troopers (1997) 79,093,786
GoodFellas (1990) 67,336,394
Muriel's Wedding (1994) 15,185,594
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Secret of Roan Inish, The (1994) 6,101,600
Dances with Wolves (1990) 265,746,848
Sirens (1994) 7,770,731
Hoop Dreams (1994) 7,830,611
High Noon (1952) 7,150,000
Cliffhanger (1993) 127,356,211
Cool Hand Luke (1967) 7,300,000
Casper (1995) 149,489,194
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Junior (1994) 56,276,640
True Lies (1994) 226,261,000
Roommates (1995) 12,100,000
Giant (1956) 14,169,928
Kalifornia (1993) 2,395,231
Tombstone (1993) 82,627,065
Lawrence of Arabia (1962) 20,652,481
Quiz Show (1994) 24,822,619
Dead Presidents (1995) 24,200,000
Swimming with Sharks (1995) 376,928
Speed (1994) 121,248,145
Nell (1994) 33,592,700
It Happened One Night (1934) 2,000,000
Brazil (1985) 6,500,000
Maverick (1994) 151,131,272
Apollo 13 (1995) 94,378,651
Alien (1979) 42,285,739
Roman Holiday (1953) 8,000,000
Rob Roy (1995) 31,600,000
Ben-Hur (1959) 106,992,000
Heavenly Creatures (1994) 3,049,135
My Left Foot (1989) 14,743,391
Legends of the Fall (1994) 98,628,842
Forget Paris (1995) 33,194,500
Godfather: Part II, The (1974) 87,973,000
Raging Bull (1980) 49,034
Threesome (1994) 14,815,000
Hot Shots! Part Deux (1993) 58,033,237
Bridge on the River Kwai, The (1957) 50,495,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Serial Mom (1994) 7,881,335
What's Love Got to Do with It (1993) 57,350,956
Indiana Jones and the Last Crusade (1989) 312,671,806
Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208
Heavy Metal (1981) 9,300,000
Average 68,349,260
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