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 Jerry Maguire (1996) 228,557,864 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Scream (1996) 103,001,286 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Jerry Maguire (1996) 228,557,864 Princess Bride, The (1987) 21,277,649 Jerry Maguire (1996) 228,557,864
Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000 Aliens (1986) 121,385,096
Dances with Wolves (1990) 265,746,848 Leaving Las Vegas (1995) 31,968,347 Cool Hand Luke (1967) 7,300,000
Alien (1979) 42,285,739 Full Monty, The (1997) 45,857,453 Aladdin (1992) 328,782,825
Twelve Monkeys (1995) 82,512,000 L.A. Confidential (1997) 64,604,977 2001: A Space Odyssey (1968) 25,761,621
Leaving Las Vegas (1995) 31,968,347 Boot, Das (1981) 11,433,134 Scream (1996) 103,001,286
2001: A Space Odyssey (1968) 25,761,621 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Reservoir Dogs (1992) 2,687,008
Average 95,551,755 Average 84,517,491 Average 109,471,555

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
How to Make an American Quilt (1995) 23,574,130
Matilda (1996) 33,084,249
Star Wars (1977) 731,853,665
Sense and Sensibility (1995) 62,493,774
Conspiracy Theory (1997) 111,189,998
Lost World: Jurassic Park, The (1997) 359,161,284
Glory (1989) 100,326
Star Trek V: The Final Frontier (1989) 79,245,549
Circle of Friends (1995) 23,397,365
Murder at 1600 (1997) 25,826,788
Sabrina (1995) 76,780,029
Ulee's Gold (1997) 9,054,736
Top Gun (1986) 256,050,237
Jurassic Park (1993) 563,476,625
Twister (1996) 375,152,715
Forrest Gump (1994) 485,691,196
That Thing You Do! (1996) 25,809,813
To Kill a Mockingbird (1962) 20,629,846
Godfather, The (1972) 291,702,411
Silence of the Lambs, The (1991) 137,332,208
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Outbreak (1995) 99,323,573
Contact (1997) 149,887,543
Breakdown (1997) 50,129,186
Miracle on 34th Street (1994) 17,193,886
What's Eating Gilbert Grape (1993) 9,170,214
Vertigo (1958) 7,024,928
Dead Man Walking (1995) 39,025,000
Terminator 2: Judgment Day (1991) 207,064,802
Star Trek: Generations (1994) 111,368,868
It's a Wonderful Life (1946) 3,548,018
Searching for Bobby Fischer (1993) 7,266,383
Dead Poets Society (1989) 144,288,116
Groundhog Day (1993) 103,406,973
Star Trek: First Contact (1996) 207,001,027
English Patient, The (1996) 111,415,132
Speed (1994) 121,248,145
Star Trek III: The Search for Spock (1984) 106,458,579
American President, The (1995) 95,000,000
Killing Fields, The (1984) 50,509,720
Toy Story (1995) 133,344,903
Rear Window (1954) 6,759,601
Return of the Jedi (1983) 500,773,409
Ransom (1996) 207,758,522
Titanic (1997) 600,779,824
Indiana Jones and the Last Crusade (1989) 312,671,806
Homeward Bound II: Lost in San Francisco (1996) 32,709,423
Gone with the Wind (1939) 200,155,278
Father of the Bride Part II (1995) 112,794,000
Quiz Show (1994) 24,822,619
Usual Suspects, The (1995) 1,120,000
Executive Decision (1996) 93,638,632
Fargo (1996) 24,611,975
M*A*S*H (1970) 109,920,000
Citizen Ruth (1996) 153,155
Angels and Insects (1995) 5,304,000
Braveheart (1995) 110,286,945
Back to the Future (1985) 303,398,294
Amadeus (1984) 23,401,401
Liar Liar (1997) 277,327,280
Bonnie and Clyde (1967) 72,800,000
Mr. Holland's Opus (1995) 119,078,097
Benny & Joon (1993) 23,202,734
Bliss (1997) 207,751
E.T. the Extra-Terrestrial (1982) 259,597,332
Being There (1979) 30,177,511
Clear and Present Danger (1994) 176,112,710
Patton (1970) 89,800,000
Disclosure (1994) 122,000,000
Air Force One (1997) 250,384,803
Mulholland Falls (1996) 11,500,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Ulee's Gold (1997) 9,054,736
Citizen Kane (1941) 1,640,769
Lion King, The (1994) 188,740,944
Star Trek: The Wrath of Khan (1982) 118,633,541
While You Were Sleeping (1995) 119,964,016
Phenomenon (1996) 155,732,573
Home Alone (1990) 425,860,243
Men in Black (1997) 367,992,228
Gandhi (1982) 77,737,889
Courage Under Fire (1996) 87,335,823
Godfather: Part II, The (1974) 87,973,000
Firm, The (1993) 686,502
Hoop Dreams (1994) 7,830,611
Unforgiven (1992) 119,081,912
Schindler's List (1993) 140,409,248
Spitfire Grill, The (1996) 12,643,776
Sleepless in Seattle (1993) 191,463,006
Notorious (1946) 12,800,000
When Harry Met Sally... (1989) 134,613,546
Die Hard 2 (1990) 120,083,665
Rob Roy (1995) 31,600,000
Field of Dreams (1989) 94,962,625
Brassed Off (1996) 2,560,471
Independence Day (ID4) (1996) 483,359,255
Fried Green Tomatoes (1991) 117,503,000
Ghost (1990) 226,931,306
Kolya (1996) 5,730,711
Mrs. Doubtfire (1993) 330,200,000
Die Hard: With a Vengeance (1995) 147,009,359
Lawrence of Arabia (1962) 20,652,481
Primal Fear (1996) 80,646,667
River Wild, The (1994) 69,356,343
Casablanca (1942) 5,806,467
Rosewood (1997) 13,104,494
Pretty Woman (1990) 260,311,268
Star Trek: The Motion Picture (1979) 95,658,976
North by Northwest (1959) 19,977,527
In the Line of Fire (1993) 151,314,283
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Truth About Cats & Dogs, The (1996) 34,073,143
Good, The Bad and The Ugly, The (1966) 19,000,000
African Queen, The (1951) 4,300,000
Young Frankenstein (1974) 125,123,000
Shawshank Redemption, The (1994) 28,341,469
Apollo 13 (1995) 94,378,651
Dolores Claiborne (1994) 24,361,867
People vs. Larry Flynt, The (1996) 20,191,312
Four Weddings and a Funeral (1994) 75,888,832
Face/Off (1997) 163,746,077
Monty Python and the Holy Grail (1974) 1,821,082
True Lies (1994) 226,261,000
Don Juan DeMarco (1995) 22,200,000
When We Were Kings (1996) 2,666,118
Father of the Bride (1950) 4,054,400
Jane Eyre (1996) 5,173,860
Empire Strikes Back, The (1980) 225,554,189
Average 121,590,482
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