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 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543
Terminator 2: Judgment Day (1991) 207,064,802 Pulp Fiction (1994) 84,022,201 Dead Poets Society (1989) 144,288,116
Casablanca (1942) 5,806,467 Air Force One (1997) 250,384,803 Alien (1979) 42,285,739
Amadeus (1984) 23,401,401 Star Trek: First Contact (1996) 207,001,027 Terminator 2: Judgment Day (1991) 207,064,802
Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000 African Queen, The (1951) 4,300,000
Contact (1997) 149,887,543 Monty Python and the Holy Grail (1974) 1,821,082 Amadeus (1984) 23,401,401
Titanic (1997) 600,779,824 Terminator 2: Judgment Day (1991) 207,064,802 Titanic (1997) 600,779,824
Average 138,688,338 Average 189,645,334 Average 156,900,968

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
Seven (Se7en) (1995) 143,225,000
Mr. Smith Goes to Washington (1939) 1,500,000
Mars Attacks! (1996) 37,754,208
Independence Day (ID4) (1996) 483,359,255
Legends of the Fall (1994) 98,628,842
Field of Dreams (1989) 94,962,625
Carrie (1976) 49,007,514
City Slickers II: The Legend of Curly's Gold (1994) 65,022,360
Babe (1995) 66,600,000
Dolores Claiborne (1994) 24,361,867
Back to the Future (1985) 303,398,294
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
Rear Window (1954) 6,759,601
Sense and Sensibility (1995) 62,493,774
My Best Friend's Wedding (1997) 185,360,508
My Fair Lady (1964) 42,805,000
Young Frankenstein (1974) 125,123,000
Dances with Wolves (1990) 265,746,848
Quiz Show (1994) 24,822,619
Rob Roy (1995) 31,600,000
Wyatt Earp (1994) 25,052,000
Ed Wood (1994) 5,887,457
Grumpier Old Men (1995) 105,662,663
American President, The (1995) 95,000,000
That Thing You Do! (1996) 25,809,813
Fish Called Wanda, A (1988) 93,259,712
Empire Strikes Back, The (1980) 225,554,189
Sleepless in Seattle (1993) 191,463,006
To Kill a Mockingbird (1962) 20,629,846
Restoration (1995) 4,100,000
Mrs. Doubtfire (1993) 330,200,000
Lion King, The (1994) 188,740,944
Gone with the Wind (1939) 200,155,278
Happy Gilmore (1996) 38,624,000
Cinderella (1950) 75,188,149
James and the Giant Peach (1996) 28,900,101
Beauty and the Beast (1991) 94,902,028
English Patient, The (1996) 111,415,132
Braveheart (1995) 110,286,945
While You Were Sleeping (1995) 119,964,016
Mary Poppins (1964) 133,300,000
Firm, The (1993) 686,502
Top Gun (1986) 256,050,237
Aladdin (1992) 328,782,825
Maverick (1994) 151,131,272
Four Weddings and a Funeral (1994) 75,888,832
Twister (1996) 375,152,715
Ace Ventura: Pet Detective (1994) 106,217,000
Mary Reilly (1996) 5,600,000
Anne Frank Remembered (1995) 1,310,200
Lost World: Jurassic Park, The (1997) 359,161,284
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Little Women (1994) 75,083,616
Raising Arizona (1987) 22,847,564
My Fellow Americans (1996) 22,294,341
Ghost and the Darkness, The (1996) 38,553,833
Nightmare Before Christmas, The (1993) 22,782,289
Silence of the Lambs, The (1991) 137,332,208
Snow White and the Seven Dwarfs (1937) 103,921,550
Home Alone (1990) 425,860,243
Apollo 13 (1995) 94,378,651
Grease (1978) 96,605,260
Speed (1994) 121,248,145
Nell (1994) 33,592,700
Indiana Jones and the Last Crusade (1989) 312,671,806
Fried Green Tomatoes (1991) 117,503,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Tombstone (1993) 82,627,065
Sgt. Bilko (1996) 30,356,793
When Harry Met Sally... (1989) 134,613,546
Good, The Bad and The Ugly, The (1966) 19,000,000
Pretty Woman (1990) 260,311,268
Spitfire Grill, The (1996) 12,643,776
Michael (1996) 144,887,370
Crimson Tide (1995) 135,266,000
Glory (1989) 100,326
Fantasia (1940) 49,310,882
Hercules (1997) 142,729,205
Men in Black (1997) 367,992,228
Forrest Gump (1994) 485,691,196
Fargo (1996) 24,611,975
Toy Story (1995) 133,344,903
Aristocats, The (1970) 43,914,658
Mr. Holland's Opus (1995) 119,078,097
Emma (1996) 22,201,883
True Lies (1994) 226,261,000
Psycho (1960) 43,200,000
Cool Runnings (1993) 98,839,263
Groundhog Day (1993) 103,406,973
101 Dalmatians (1996) 197,767,821
Muppet Treasure Island (1996) 33,609,000
Mission: Impossible (1996) 274,049,639
Schindler's List (1993) 140,409,248
Jerry Maguire (1996) 228,557,864
Houseguest (1994) 26,325,256
Cats Don't Dance (1997) 3,562,749
Batman (1989) 401,685,407
Persuasion (1995) 5,462,325
Birds, The (1963) 16,493,900
Tin Cup (1996) 77,003,584
E.T. the Extra-Terrestrial (1982) 259,597,332
Vertigo (1958) 7,024,928
Shawshank Redemption, The (1994) 28,341,469
Star Trek: The Wrath of Khan (1982) 118,633,541
Jurassic Park (1993) 563,476,625
Rudy (1993) 22,750,363
Robin Hood: Prince of Thieves (1991) 173,380,000
Batman Returns (1992) 262,844,850
It's a Wonderful Life (1946) 3,548,018
Dave (1993) 93,370,710
Average 131,965,160
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