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
Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Apollo 13 (1995) 94,378,651
Terminator 2: Judgment Day (1991) 207,064,802 English Patient, The (1996) 111,415,132 Aliens (1986) 121,385,096
Alien (1979) 42,285,739 Titanic (1997) 600,779,824 M*A*S*H (1970) 109,920,000
Apollo 13 (1995) 94,378,651 Sense and Sensibility (1995) 62,493,774 Boot, Das (1981) 11,433,134
Babe (1995) 66,600,000 Usual Suspects, The (1995) 1,120,000 Rear Window (1954) 6,759,601
2001: A Space Odyssey (1968) 25,761,621 Mr. Holland's Opus (1995) 119,078,097 Alien (1979) 42,285,739
Aliens (1986) 121,385,096 Terminator 2: Judgment Day (1991) 207,064,802 Usual Suspects, The (1995) 1,120,000
Rear Window (1954) 6,759,601 Alien (1979) 42,285,739 Men in Black (1997) 367,992,228
Average 88,539,939 Average 161,416,879 Average 107,531,832

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
Cape Fear (1991) 118,590,000
Orlando (1993) 5,289,772
Pretty Woman (1990) 260,311,268
Strange Days (1995) 7,919,000
Henry V (1989) 10,161,099
Empire Strikes Back, The (1980) 225,554,189
Mars Attacks! (1996) 37,754,208
House of the Spirits, The (1993) 6,265,311
Ed Wood (1994) 5,887,457
Maverick (1994) 151,131,272
Casablanca (1942) 5,806,467
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Ace Ventura: Pet Detective (1994) 106,217,000
Immortal Beloved (1994) 9,914,409
Princess Bride, The (1987) 21,277,649
Get Shorty (1995) 103,619,110
Nine Months (1995) 102,455,000
Mission: Impossible (1996) 274,049,639
E.T. the Extra-Terrestrial (1982) 259,597,332
Thin Man, The (1934) 1,423,000
Shadowlands (1993) 25,842,000
Beauty and the Beast (1991) 94,902,028
Pinocchio (1940) 59,305,559
Miracle on 34th Street (1994) 17,193,886
Fish Called Wanda, A (1988) 93,259,712
When a Man Loves a Woman (1994) 71,968,959
M. Butterfly (1993) 1,499,795
Aristocats, The (1970) 43,914,658
Indiana Jones and the Last Crusade (1989) 312,671,806
My Fair Lady (1964) 42,805,000
Monty Python's Life of Brian (1979) 646,124
Bye Bye, Love (1995) 12,100,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Mary Poppins (1964) 133,300,000
Sirens (1994) 7,770,731
Field of Dreams (1989) 94,962,625
African Queen, The (1951) 4,300,000
Die Hard 2 (1990) 120,083,665
Twelfth Night (1996) 551,545
On Golden Pond (1981) 80,430,967
Star Trek V: The Final Frontier (1989) 79,245,549
American in Paris, An (1951) 12,505,000
Silence of the Lambs, The (1991) 137,332,208
Platoon (1986) 207,900,328
Andre (1994) 16,819,465
Twelve Monkeys (1995) 82,512,000
Jurassic Park (1993) 563,476,625
Schindler's List (1993) 140,409,248
Grumpier Old Men (1995) 105,662,663
Spanking the Monkey (1994) 1,359,736
Star Trek: Generations (1994) 111,368,868
Stand by Me (1986) 69,411,304
Remains of the Day, The (1993) 22,954,968
Bonnie and Clyde (1967) 72,800,000
Sleepless in Seattle (1993) 191,463,006
Benny & Joon (1993) 23,202,734
Black Beauty (1994) 4,630,377
Gone with the Wind (1939) 200,155,278
Basic Instinct (1992) 126,227,000
My Favorite Year (1982) 20,123,620
Grifters, The (1990) 13,446,769
Hamlet (1996) 4,414,535
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Fierce Creatures (1997) 9,202,671
Robin Hood: Men in Tights (1993) 35,699,287
Bridges of Madison County, The (1995) 105,823,517
Amadeus (1984) 23,401,401
Home Alone (1990) 425,860,243
Bedknobs and Broomsticks (1971) 838,193
Quiet Man, The (1952) 3,800,000
It's a Wonderful Life (1946) 3,548,018
First Knight (1995) 37,600,435
Addams Family Values (1993) 72,214,043
Raising Arizona (1987) 22,847,564
Nell (1994) 33,592,700
Return of the Jedi (1983) 500,773,409
Star Trek III: The Search for Spock (1984) 106,458,579
Bram Stoker's Dracula (1992) 129,722,790
Fried Green Tomatoes (1991) 117,503,000
Nightmare Before Christmas, The (1993) 22,782,289
Star Trek IV: The Voyage Home (1986) 124,751,249
Weekend at Bernie's (1989) 30,218,387
Disclosure (1994) 122,000,000
Top Gun (1986) 256,050,237
Three Colors: Blue (1993) 1,324,974
Singin' in the Rain (1952) 7,665,000
Phenomenon (1996) 155,732,573
Threesome (1994) 14,815,000
Gandhi (1982) 77,737,889
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Sgt. Bilko (1996) 30,356,793
Citizen Kane (1941) 1,640,769
Braveheart (1995) 110,286,945
Batman (1989) 401,685,407
Big Night (1996) 11,881,039
Groundhog Day (1993) 103,406,973
Aladdin (1992) 328,782,825
Independence Day (ID4) (1996) 483,359,255
Highlander (1986) 5,735,847
Mystery Science Theater 3000: The Movie (1996) 1,004,821
To Kill a Mockingbird (1962) 20,629,846
Back to the Future (1985) 303,398,294
Young Frankenstein (1974) 125,123,000
Victor/Victoria (1982) 28,215,453
Interview with the Vampire (1994) 145,789,330
Forrest Gump (1994) 485,691,196
Star Trek: The Wrath of Khan (1982) 118,633,541
Dead Poets Society (1989) 144,288,116
Dances with Wolves (1990) 265,746,848
What's Eating Gilbert Grape (1993) 9,170,214
Jane Eyre (1996) 5,173,860
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Mary Shelley's Frankenstein (1994) 22,006,296
Hunt for Red October, The (1990) 179,209,868
Bringing Up Baby (1938) 10,863
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
When Harry Met Sally... (1989) 134,613,546
Rising Sun (1993) 96,489,271
Muriel's Wedding (1994) 15,185,594
Jerry Maguire (1996) 228,557,864
Four Weddings and a Funeral (1994) 75,888,832
Star Trek: First Contact (1996) 207,001,027
It Could Happen to You (1994) 37,800,323
True Lies (1994) 226,261,000
Fargo (1996) 24,611,975
Crow: City of Angels, The (1996) 17,883,659
Monty Python and the Holy Grail (1974) 1,821,082
Dirty Dancing (1987) 89,171,578
Blade Runner (1982) 1,445,283
Grease (1978) 96,605,260
Lion King, The (1994) 188,740,944
Philadelphia (1993) 114,946,440
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Star Wars (1977) 731,853,665
Much Ado About Nothing (1993) 22,551,000
Madness of King George, The (1994) 15,238,994
Toy Story (1995) 133,344,903
Die Hard (1988) 116,707,729
Indian in the Cupboard, The (1995) 35,617,599
Love Affair (1994) 18,250,211
Lawrence of Arabia (1962) 20,652,481
Smoke (1995) 8,349,430
Broken Arrow (1996) 105,069,070
Ghost (1990) 226,931,306
This Is Spinal Tap (1984) 188,751
Star Trek: The Motion Picture (1979) 95,658,976
Seven (Se7en) (1995) 143,225,000
With Honors (1994) 20,043,254
Piano, The (1993) 40,158,000
Pulp Fiction (1994) 84,022,201
Old Yeller (1957) 10,050,000
Average 98,759,239
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