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
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Amadeus (1984) 23,401,401 Full Monty, The (1997) 45,857,453 Indiana Jones and the Last Crusade (1989) 312,671,806
Toy Story (1995) 133,344,903 Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453
It's a Wonderful Life (1946) 3,548,018 Princess Bride, The (1987) 21,277,649 GoodFellas (1990) 67,336,394
Monty Python and the Holy Grail (1974) 1,821,082 Leaving Las Vegas (1995) 31,968,347 Babe (1995) 66,600,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Amadeus (1984) 23,401,401 Princess Bride, The (1987) 21,277,649
Rear Window (1954) 6,759,601 Mr. Holland's Opus (1995) 119,078,097 When Harry Met Sally... (1989) 134,613,546
To Kill a Mockingbird (1962) 20,629,846 Monty Python and the Holy Grail (1974) 1,821,082 Rear Window (1954) 6,759,601
2001: A Space Odyssey (1968) 25,761,621 Chasing Amy (1997) 12,006,514 Citizen Kane (1941) 1,640,769
Back to the Future (1985) 303,398,294 Star Trek: First Contact (1996) 207,001,027 Aladdin (1992) 328,782,825
Average 85,261,422 Average 69,875,775 Average 111,888,494

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
Dead Man Walking (1995) 39,025,000
Ransom (1996) 207,758,522
Red Corner (1997) 22,415,440
Stand by Me (1986) 69,411,304
Richard III (1995) 2,600,000
Cool Hand Luke (1967) 7,300,000
Killing Fields, The (1984) 50,509,720
Die Hard (1988) 116,707,729
Amistad (1997) 44,175,394
Full Metal Jacket (1987) 69,057,676
Grease (1978) 96,605,260
Jurassic Park (1993) 563,476,625
Hunt for Red October, The (1990) 179,209,868
Crimson Tide (1995) 135,266,000
On Golden Pond (1981) 80,430,967
Birds, The (1963) 16,493,900
Bridges of Madison County, The (1995) 105,823,517
Silence of the Lambs, The (1991) 137,332,208
Psycho (1960) 43,200,000
Fargo (1996) 24,611,975
Jaws (1975) 199,275,376
Casablanca (1942) 5,806,467
Cape Fear (1991) 118,590,000
High Noon (1952) 7,150,000
Alien (1979) 42,285,739
Fluke (1995) 3,987,649
Absolute Power (1997) 73,037,233
Braveheart (1995) 110,286,945
Boot, Das (1981) 11,433,134
E.T. the Extra-Terrestrial (1982) 259,597,332
Evita (1996) 73,298,979
Ghosts of Mississippi (1996) 13,052,741
Giant (1956) 14,169,928
Patton (1970) 89,800,000
M*A*S*H (1970) 109,920,000
Sling Blade (1996) 24,475,416
Shine (1996) 53,830,909
Platoon (1986) 207,900,328
Lawrence of Arabia (1962) 20,652,481
Wolf (1994) 99,012,000
Bridge on the River Kwai, The (1957) 50,495,000
Tombstone (1993) 82,627,065
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Twelve Monkeys (1995) 82,512,000
Unforgiven (1992) 119,081,912
G.I. Jane (1997) 70,277,032
Cobb (1994) 1,007,583
Apollo 13 (1995) 94,378,651
Little Women (1994) 75,083,616
Palmetto (1998) 5,840,581
Four Weddings and a Funeral (1994) 75,888,832
In the Name of the Father (1993) 25,096,862
Usual Suspects, The (1995) 1,120,000
Empire Strikes Back, The (1980) 225,554,189
Wild Bunch, The (1969) 5,330,535
For Whom the Bell Tolls (1943) 7,100,000
Paris Is Burning (1990) 3,779,620
Top Gun (1986) 256,050,237
Good Will Hunting (1997) 192,328,280
Godfather, The (1972) 291,702,411
Mission: Impossible (1996) 274,049,639
Apocalypse Now (1979) 42,606,290
Dirty Dancing (1987) 89,171,578
Nell (1994) 33,592,700
English Patient, The (1996) 111,415,132
In the Line of Fire (1993) 151,314,283
Apt Pupil (1998) 8,838,938
Conspiracy Theory (1997) 111,189,998
Executive Decision (1996) 93,638,632
What's Eating Gilbert Grape (1993) 9,170,214
Firm, The (1993) 686,502
Rob Roy (1995) 31,600,000
American President, The (1995) 95,000,000
Return of the Jedi (1983) 500,773,409
Nobody's Fool (1994) 57,487,686
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Michael Collins (1996) 11,085,316
Gone with the Wind (1939) 200,155,278
Blade Runner (1982) 1,445,283
Raging Bull (1980) 49,034
Maverick (1994) 151,131,272
Rising Sun (1993) 96,489,271
Schindler's List (1993) 140,409,248
Quiz Show (1994) 24,822,619
L.A. Confidential (1997) 64,604,977
Murder in the First (1995) 17,382,000
Manchurian Candidate, The (1962) 4,180,630
Shawshank Redemption, The (1994) 28,341,469
Forrest Gump (1994) 485,691,196
Wag the Dog (1997) 43,022,524
Titanic (1997) 600,779,824
Independence Day (ID4) (1996) 483,359,255
African Queen, The (1951) 4,300,000
Sense and Sensibility (1995) 62,493,774
Glory (1989) 100,326
Jerry Maguire (1996) 228,557,864
Star Wars (1977) 731,853,665
As Good As It Gets (1997) 215,563,842
Terminator 2: Judgment Day (1991) 207,064,802
Air Force One (1997) 250,384,803
Lion King, The (1994) 188,740,944
Pulp Fiction (1994) 84,022,201
Contact (1997) 149,887,543
Clear and Present Danger (1994) 176,112,710
River Wild, The (1994) 69,356,343
Piano, The (1993) 40,158,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Aliens (1986) 121,385,096
Godfather: Part II, The (1974) 87,973,000
Average 111,174,276
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