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
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Blade Runner (1982) 1,445,283 Contact (1997) 149,887,543 Terminator 2: Judgment Day (1991) 207,064,802
2001: A Space Odyssey (1968) 25,761,621 Titanic (1997) 600,779,824 Aliens (1986) 121,385,096
Godfather: Part II, The (1974) 87,973,000 Usual Suspects, The (1995) 1,120,000 Secrets & Lies (1996) 13,417,292
Alien (1979) 42,285,739 Twelve Monkeys (1995) 82,512,000 It Happened One Night (1934) 2,000,000
Terminator 2: Judgment Day (1991) 207,064,802 Dead Man Walking (1995) 39,025,000 2001: A Space Odyssey (1968) 25,761,621
Apocalypse Now (1979) 42,606,290 Blade Runner (1982) 1,445,283 English Patient, The (1996) 111,415,132
Babe (1995) 66,600,000 Full Monty, The (1997) 45,857,453 Brazil (1985) 6,500,000
Clockwork Orange, A (1971) 38,589,355 Mr. Holland's Opus (1995) 119,078,097 Babe (1995) 66,600,000
Average 53,805,806 Average 117,573,230 Average 66,672,891

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
Schindler's List (1993) 140,409,248
Casablanca (1942) 5,806,467
Nightmare Before Christmas, The (1993) 22,782,289
Sense and Sensibility (1995) 62,493,774
Dead Poets Society (1989) 144,288,116
Basic Instinct (1992) 126,227,000
Fish Called Wanda, A (1988) 93,259,712
Enchanted April (1991) 13,200,170
Ninotchka (1939) 1,187,000
American in Paris, An (1951) 12,505,000
Cat on a Hot Tin Roof (1958) 26,355,486
Tombstone (1993) 82,627,065
Return of the Pink Panther, The (1974) 37,170,000
Being There (1979) 30,177,511
Dances with Wolves (1990) 265,746,848
Muriel's Wedding (1994) 15,185,594
Hamlet (1996) 4,414,535
Amadeus (1984) 23,401,401
Remains of the Day, The (1993) 22,954,968
It's a Wonderful Life (1946) 3,548,018
Taxi Driver (1976) 33,669,000
Mission: Impossible (1996) 274,049,639
Gone with the Wind (1939) 200,155,278
Birds, The (1963) 16,493,900
Beauty and the Beast (1991) 94,902,028
Return of the Jedi (1983) 500,773,409
Jurassic Park (1993) 563,476,625
Toy Story (1995) 133,344,903
Donnie Brasco (1997) 60,851,988
Streetcar Named Desire, A (1951) 4,414,474
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Raising Arizona (1987) 22,847,564
Aladdin (1992) 328,782,825
My Favorite Year (1982) 20,123,620
Breakfast at Tiffany's (1961) 15,500,000
M*A*S*H (1970) 109,920,000
Gandhi (1982) 77,737,889
Bob Roberts (1992) 4,479,470
To Catch a Thief (1955) 13,250,000
Grosse Pointe Blank (1997) 28,014,536
E.T. the Extra-Terrestrial (1982) 259,597,332
Truth About Cats & Dogs, The (1996) 34,073,143
I.Q. (1994) 26,372,663
Nobody's Fool (1994) 57,487,686
Patton (1970) 89,800,000
Bonnie and Clyde (1967) 72,800,000
Speed (1994) 121,248,145
Godfather, The (1972) 291,702,411
Hoop Dreams (1994) 7,830,611
Ben-Hur (1959) 106,992,000
Apollo 13 (1995) 94,378,651
Singin' in the Rain (1952) 7,665,000
To Kill a Mockingbird (1962) 20,629,846
Sunset Blvd. (1950) 7,500,000
Philadelphia Story, The (1940) 3,000,000
Glory (1989) 100,326
Gigi (1958) 13,208,725
Field of Dreams (1989) 94,962,625
Quiet Man, The (1952) 3,800,000
Shawshank Redemption, The (1994) 28,341,469
Hudsucker Proxy, The (1994) 2,869,369
James and the Giant Peach (1996) 28,900,101
Hunt for Red October, The (1990) 179,209,868
Sophie's Choice (1982) 19,962,353
For Whom the Bell Tolls (1943) 7,100,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Annie Hall (1977) 57,253,791
North by Northwest (1959) 19,977,527
Star Wars (1977) 731,853,665
Sleepless in Seattle (1993) 191,463,006
Giant (1956) 14,169,928
Bullets Over Broadway (1994) 13,383,737
Thin Man, The (1934) 1,423,000
Empire Strikes Back, The (1980) 225,554,189
Cinderella (1950) 75,188,149
Braveheart (1995) 110,286,945
Vertigo (1958) 7,024,928
Unforgiven (1992) 119,081,912
Boys on the Side (1995) 23,450,000
Men in Black (1997) 367,992,228
All About Eve (1950) 4,210,177
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Bridge on the River Kwai, The (1957) 50,495,000
Some Like It Hot (1959) 33,300,000
Four Weddings and a Funeral (1994) 75,888,832
Mr. Smith Goes to Washington (1939) 1,500,000
Fried Green Tomatoes (1991) 117,503,000
Star Trek: First Contact (1996) 207,001,027
Fantasia (1940) 49,310,882
Young Frankenstein (1974) 125,123,000
Psycho (1960) 43,200,000
When Harry Met Sally... (1989) 134,613,546
Sabrina (1954) 14,000,000
Groundhog Day (1993) 103,406,973
Dave (1993) 93,370,710
Seven (Se7en) (1995) 143,225,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Pinocchio (1940) 59,305,559
Rebel Without a Cause (1955) 4,600,000
Lawrence of Arabia (1962) 20,652,481
Forrest Gump (1994) 485,691,196
Citizen Kane (1941) 1,640,769
Independence Day (ID4) (1996) 483,359,255
Maverick (1994) 151,131,272
American President, The (1995) 95,000,000
Rob Roy (1995) 31,600,000
My Fair Lady (1964) 42,805,000
Circle of Friends (1995) 23,397,365
Pulp Fiction (1994) 84,022,201
On Golden Pond (1981) 80,430,967
Quiz Show (1994) 24,822,619
Indiana Jones and the Last Crusade (1989) 312,671,806
Liar Liar (1997) 277,327,280
Sabrina (1995) 76,780,029
Jerry Maguire (1996) 228,557,864
Mrs. Parker and the Vicious Circle (1994) 2,144,667
Butch Cassidy and the Sundance Kid (1969) 145,314,187
African Queen, The (1951) 4,300,000
Philadelphia (1993) 114,946,440
Star Trek: The Wrath of Khan (1982) 118,633,541
Monty Python's Life of Brian (1979) 646,124
Jane Eyre (1996) 5,173,860
Around the World in 80 Days (1956) 23,120,000
Boot, Das (1981) 11,433,134
Air Force One (1997) 250,384,803
Madness of King George, The (1994) 15,238,994
Emma (1996) 22,201,883
Mary Poppins (1964) 133,300,000
Notorious (1946) 12,800,000
Monty Python and the Holy Grail (1974) 1,821,082
Jaws (1975) 199,275,376
Sex, Lies, and Videotape (1989) 24,741,700
Clueless (1995) 75,525,013
Dial M for Murder (1954) 3,012,562
Grease (1978) 96,605,260
Princess Bride, The (1987) 21,277,649
Robin Hood: Prince of Thieves (1991) 173,380,000
Rear Window (1954) 6,759,601
Much Ado About Nothing (1993) 22,551,000
Six Degrees of Separation (1993) 6,410,676
Face/Off (1997) 163,746,077
Silence of the Lambs, The (1991) 137,332,208
Love in the Afternoon (1957) 6,800,000
Henry V (1989) 10,161,099
Stand by Me (1986) 69,411,304
Roman Holiday (1953) 8,000,000
20,000 Leagues Under the Sea (1954) 11,000,000
Manhattan (1979) 39,900,000
Back to the Future (1985) 303,398,294
Average 89,797,242
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