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 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Fantasia (1940) 49,310,882
Amadeus (1984) 23,401,401 Toy Story (1995) 133,344,903 Godfather: Part II, The (1974) 87,973,000
Godfather: Part II, The (1974) 87,973,000 Contact (1997) 149,887,543 Henry V (1989) 10,161,099
Braveheart (1995) 110,286,945 Amadeus (1984) 23,401,401 Sunset Blvd. (1950) 7,500,000
Raising Arizona (1987) 22,847,564 Full Monty, The (1997) 45,857,453 Monty Python's Life of Brian (1979) 646,124
Manchurian Candidate, The (1962) 4,180,630 Titanic (1997) 600,779,824 Philadelphia Story, The (1940) 3,000,000
Toy Story (1995) 133,344,903 L.A. Confidential (1997) 64,604,977 Dances with Wolves (1990) 265,746,848
Babe (1995) 66,600,000 Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975
Average 90,535,807 Average 158,488,668 Average 88,106,158

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
To Kill a Mockingbird (1962) 20,629,846
Three Colors: Blue (1993) 1,324,974
On Golden Pond (1981) 80,430,967
Young Frankenstein (1974) 125,123,000
8 1/2 (1963) 50,690
Star Trek: First Contact (1996) 207,001,027
It Happened One Night (1934) 2,000,000
Ed Wood (1994) 5,887,457
Little Women (1994) 75,083,616
Clockwork Orange, A (1971) 38,589,355
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
People vs. Larry Flynt, The (1996) 20,191,312
Empire Strikes Back, The (1980) 225,554,189
Alien (1979) 42,285,739
To Catch a Thief (1955) 13,250,000
Sleeper (1973) 18,344,729
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Apollo 13 (1995) 94,378,651
Annie Hall (1977) 57,253,791
My Fair Lady (1964) 42,805,000
African Queen, The (1951) 4,300,000
Farewell to Arms, A (1932) 16,000,000
Good Will Hunting (1997) 192,328,280
Aliens (1986) 121,385,096
Nell (1994) 33,592,700
Notorious (1946) 12,800,000
North by Northwest (1959) 19,977,527
Fried Green Tomatoes (1991) 117,503,000
Thin Man, The (1934) 1,423,000
Silence of the Lambs, The (1991) 137,332,208
Cape Fear (1991) 118,590,000
Return of the Pink Panther, The (1974) 37,170,000
Three Colors: White (1994) 1,464,625
Sleepless in Seattle (1993) 191,463,006
Lawrence of Arabia (1962) 20,652,481
Cool Hand Luke (1967) 7,300,000
East of Eden (1955) 5,000,000
Apocalypse Now (1979) 42,606,290
When Harry Met Sally... (1989) 134,613,546
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Mighty Aphrodite (1995) 6,700,000
Top Gun (1986) 256,050,237
Heavenly Creatures (1994) 3,049,135
Streetcar Named Desire, A (1951) 4,414,474
Shawshank Redemption, The (1994) 28,341,469
Dial M for Murder (1954) 3,012,562
Old Yeller (1957) 10,050,000
Jaws (1975) 199,275,376
Pulp Fiction (1994) 84,022,201
All About Eve (1950) 4,210,177
Firm, The (1993) 686,502
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Bridge on the River Kwai, The (1957) 50,495,000
Birds, The (1963) 16,493,900
Great Dictator, The (1940) 395,872
Stalingrad (1993) 77,848
Dangerous Minds (1995) 124,506,291
High Noon (1952) 7,150,000
Return of the Jedi (1983) 500,773,409
Independence Day (ID4) (1996) 483,359,255
Die Hard (1988) 116,707,729
True Lies (1994) 226,261,000
Alien 3 (1992) 87,235,600
Indiana Jones and the Last Crusade (1989) 312,671,806
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Philadelphia (1993) 114,946,440
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Spellbound (1945) 11,970,500
Princess Bride, The (1987) 21,277,649
Heathers (1989) 1,108,462
Mission: Impossible (1996) 274,049,639
Gay Divorcee, The (1934) 1,800,000
Three Colors: Red (1994) 4,043,686
Piano, The (1993) 40,158,000
Aladdin (1992) 328,782,825
Shadowlands (1993) 25,842,000
Star Trek III: The Search for Spock (1984) 106,458,579
Rebel Without a Cause (1955) 4,600,000
Glengarry Glen Ross (1992) 10,725,228
Unbearable Lightness of Being, The (1988) 10,006,806
Monty Python and the Holy Grail (1974) 1,821,082
Boot, Das (1981) 11,433,134
Usual Suspects, The (1995) 1,120,000
Howling, The (1981) 17,986,000
Maverick (1994) 151,131,272
Belle de jour (1967) 4,037,017
Psycho (1960) 43,200,000
Killing Fields, The (1984) 50,509,720
American in Paris, An (1951) 12,505,000
Cop Land (1997) 64,207,716
Patton (1970) 89,800,000
Hunt for Red October, The (1990) 179,209,868
Paths of Glory (1957) 899,327
Day the Earth Stood Still, The (1951) 79,366,978
Broken Arrow (1996) 105,069,070
Sense and Sensibility (1995) 62,493,774
Star Wars (1977) 731,853,665
Boys Life (1995) 624,573
M*A*S*H (1970) 109,920,000
Singin' in the Rain (1952) 7,665,000
Forrest Gump (1994) 485,691,196
Star Trek IV: The Voyage Home (1986) 124,751,249
Some Like It Hot (1959) 33,300,000
Forbidden Planet (1956) 3,000,000
Star Trek VI: The Undiscovered Country (1991) 110,888,996
In the Line of Fire (1993) 151,314,283
Twelve Monkeys (1995) 82,512,000
Back to the Future (1985) 303,398,294
Field of Dreams (1989) 94,962,625
Dead Man Walking (1995) 39,025,000
Mrs. Doubtfire (1993) 330,200,000
Mr. Smith Goes to Washington (1939) 1,500,000
Four Weddings and a Funeral (1994) 75,888,832
Miracle on 34th Street (1994) 17,193,886
Jumanji (1995) 152,675,249
English Patient, The (1996) 111,415,132
Adventures of Pinocchio, The (1996) 15,091,542
Sex, Lies, and Videotape (1989) 24,741,700
Vertigo (1958) 7,024,928
Blade Runner (1982) 1,445,283
Terminator 2: Judgment Day (1991) 207,064,802
Breakfast at Tiffany's (1961) 15,500,000
This Is Spinal Tap (1984) 188,751
Taxi Driver (1976) 33,669,000
Citizen Kane (1941) 1,640,769
Manhattan (1979) 39,900,000
Jerry Maguire (1996) 228,557,864
Chinatown (1974) 42,400,000
It's a Wonderful Life (1946) 3,548,018
Gone with the Wind (1939) 200,155,278
Brazil (1985) 6,500,000
Rear Window (1954) 6,759,601
E.T. the Extra-Terrestrial (1982) 259,597,332
Casablanca (1942) 5,806,467
Star Trek: The Wrath of Khan (1982) 118,633,541
Mr. Holland's Opus (1995) 119,078,097
For Whom the Bell Tolls (1943) 7,100,000
2001: A Space Odyssey (1968) 25,761,621
Average 82,008,600
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