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
Rear Window (1954) 6,759,601 Contact (1997) 149,887,543 To Kill a Mockingbird (1962) 20,629,846
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 English Patient, The (1996) 111,415,132 Jaws (1975) 199,275,376
To Kill a Mockingbird (1962) 20,629,846 Titanic (1997) 600,779,824 Star Trek: The Wrath of Khan (1982) 118,633,541
Psycho (1960) 43,200,000 Rear Window (1954) 6,759,601 M*A*S*H (1970) 109,920,000
Bridge on the River Kwai, The (1957) 50,495,000 Dead Man Walking (1995) 39,025,000 Patton (1970) 89,800,000
African Queen, The (1951) 4,300,000 To Kill a Mockingbird (1962) 20,629,846 Rear Window (1954) 6,759,601
Clockwork Orange, A (1971) 38,589,355 Sense and Sensibility (1995) 62,493,774 Gandhi (1982) 77,737,889
Chinatown (1974) 42,400,000 Psycho (1960) 43,200,000 Much Ado About Nothing (1993) 22,551,000
Jaws (1975) 199,275,376 L.A. Confidential (1997) 64,604,977 Reservoir Dogs (1992) 2,687,008
Star Trek: The Wrath of Khan (1982) 118,633,541 Full Monty, The (1997) 45,857,453 Gone with the Wind (1939) 200,155,278
Average 52,935,734 Average 114,465,315 Average 84,814,953

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
Citizen Kane (1941) 1,640,769
Heat (1995) 97,783,000
French Kiss (1995) 38,900,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Searching for Bobby Fischer (1993) 7,266,383
High Noon (1952) 7,150,000
Fantasia (1940) 49,310,882
Godfather, The (1972) 291,702,411
It Happened One Night (1934) 2,000,000
Carlito's Way (1993) 56,948,322
Demolition Man (1993) 83,555,768
Sex, Lies, and Videotape (1989) 24,741,700
Good, The Bad and The Ugly, The (1966) 19,000,000
Once Upon a Time in America (1984) 7,800,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Blade Runner (1982) 1,445,283
Santa Clause, The (1994) 139,225,854
Princess Bride, The (1987) 21,277,649
Amadeus (1984) 23,401,401
Fly Away Home (1996) 24,506,082
Dances with Wolves (1990) 265,746,848
Die Hard (1988) 116,707,729
Twister (1996) 375,152,715
Aladdin (1992) 328,782,825
Jerry Maguire (1996) 228,557,864
Dave (1993) 93,370,710
Tin Cup (1996) 77,003,584
Copycat (1995) 32,051,917
Usual Suspects, The (1995) 1,120,000
Quiet Man, The (1952) 3,800,000
Unforgiven (1992) 119,081,912
Godfather: Part II, The (1974) 87,973,000
That Thing You Do! (1996) 25,809,813
E.T. the Extra-Terrestrial (1982) 259,597,332
Fargo (1996) 24,611,975
Absolute Power (1997) 73,037,233
Empire Strikes Back, The (1980) 225,554,189
Sleepless in Seattle (1993) 191,463,006
Beauty and the Beast (1991) 94,902,028
Star Wars (1977) 731,853,665
GoodFellas (1990) 67,336,394
Aliens (1986) 121,385,096
Day the Earth Stood Still, The (1951) 79,366,978
Nell (1994) 33,592,700
Hunt for Red October, The (1990) 179,209,868
It's a Wonderful Life (1946) 3,548,018
Mrs. Doubtfire (1993) 330,200,000
Fish Called Wanda, A (1988) 93,259,712
Clueless (1995) 75,525,013
Quiz Show (1994) 24,822,619
Bob Roberts (1992) 4,479,470
Escape from New York (1981) 25,244,700
Some Like It Hot (1959) 33,300,000
Independence Day (ID4) (1996) 483,359,255
Raging Bull (1980) 49,034
Star Trek: First Contact (1996) 207,001,027
Pretty Woman (1990) 260,311,268
Sabrina (1995) 76,780,029
Casper (1995) 149,489,194
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Indian in the Cupboard, The (1995) 35,617,599
Indiana Jones and the Last Crusade (1989) 312,671,806
Local Hero (1983) 5,767,363
GoldenEye (1995) 146,028,496
Babe (1995) 66,600,000
Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Mr. Smith Goes to Washington (1939) 1,500,000
Being There (1979) 30,177,511
Cliffhanger (1993) 127,356,211
Boot, Das (1981) 11,433,134
Ace Ventura: Pet Detective (1994) 106,217,000
Farewell to Arms, A (1932) 16,000,000
Jumanji (1995) 152,675,249
2001: A Space Odyssey (1968) 25,761,621
Terminator 2: Judgment Day (1991) 207,064,802
Paths of Glory (1957) 899,327
Mr. Holland's Opus (1995) 119,078,097
Clear and Present Danger (1994) 176,112,710
Monty Python and the Holy Grail (1974) 1,821,082
Miracle on 34th Street (1994) 17,193,886
Apocalypse Now (1979) 42,606,290
Under Siege (1992) 120,463,139
Field of Dreams (1989) 94,962,625
Twelve Monkeys (1995) 82,512,000
Silence of the Lambs, The (1991) 137,332,208
Speed (1994) 121,248,145
Army of Darkness (1993) 11,502,976
Roman Holiday (1953) 8,000,000
Shawshank Redemption, The (1994) 28,341,469
Raising Arizona (1987) 22,847,564
Stargate (1994) 105,565,669
Cinderella (1950) 75,188,149
Four Weddings and a Funeral (1994) 75,888,832
Forrest Gump (1994) 485,691,196
Basic Instinct (1992) 126,227,000
Schindler's List (1993) 140,409,248
Bad Boys (1995) 97,168,842
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Apollo 13 (1995) 94,378,651
Mission: Impossible (1996) 274,049,639
Cool Hand Luke (1967) 7,300,000
I.Q. (1994) 26,372,663
For Whom the Bell Tolls (1943) 7,100,000
Philadelphia Story, The (1940) 3,000,000
Crimson Tide (1995) 135,266,000
Love in the Afternoon (1957) 6,800,000
Phenomenon (1996) 155,732,573
North by Northwest (1959) 19,977,527
Groundhog Day (1993) 103,406,973
Braveheart (1995) 110,286,945
Princess Caraboo (1994) 3,021,629
Toy Story (1995) 133,344,903
Tombstone (1993) 82,627,065
Vertigo (1958) 7,024,928
When Harry Met Sally... (1989) 134,613,546
Swingers (1996) 4,505,922
Back to the Future (1985) 303,398,294
Return of the Jedi (1983) 500,773,409
In the Line of Fire (1993) 151,314,283
Dead Poets Society (1989) 144,288,116
Sneakers (1992) 75,733,000
Scream (1996) 103,001,286
Lawrence of Arabia (1962) 20,652,481
Air Force One (1997) 250,384,803
Casablanca (1942) 5,806,467
Matilda (1996) 33,084,249
Bringing Up Baby (1938) 10,863
Timecop (1994) 65,478,580
Brazil (1985) 6,500,000
Ben-Hur (1959) 106,992,000
Star Trek: Generations (1994) 111,368,868
Highlander (1986) 5,735,847
Around the World in 80 Days (1956) 23,120,000
American President, The (1995) 95,000,000
Alien (1979) 42,285,739
Leaving Las Vegas (1995) 31,968,347
Singin' in the Rain (1952) 7,665,000
Full Metal Jacket (1987) 69,057,676
On Golden Pond (1981) 80,430,967
Breakfast at Tiffany's (1961) 15,500,000
Young Frankenstein (1974) 125,123,000
Platoon (1986) 207,900,328
Average 100,491,780
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