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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
One Flew Over the Cuckoo's Nest (1975) 171,940,000 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Secrets & Lies (1996) 13,417,292
To Kill a Mockingbird (1962) 20,629,846 Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000
Monty Python and the Holy Grail (1974) 1,821,082 Shawshank Redemption, The (1994) 28,341,469 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134
Blade Runner (1982) 1,445,283 Dead Man Walking (1995) 39,025,000 Brazil (1985) 6,500,000
Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453 Monty Python and the Holy Grail (1974) 1,821,082
Forrest Gump (1994) 485,691,196 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
English Patient, The (1996) 111,415,132 Monty Python and the Holy Grail (1974) 1,821,082 Great Dictator, The (1940) 395,872
Average 125,140,594 Average 157,411,481 Average 65,254,926

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
Jean de Florette (1986) 4,940,939
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
Sex, Lies, and Videotape (1989) 24,741,700
Mary Poppins (1964) 133,300,000
Postino, Il (1994) 20,681,301
Stand by Me (1986) 69,411,304
Princess Bride, The (1987) 21,277,649
Remains of the Day, The (1993) 22,954,968
Sneakers (1992) 75,733,000
Mrs. Parker and the Vicious Circle (1994) 2,144,667
Grease (1978) 96,605,260
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Backbeat (1993) 2,392,599
Cat on a Hot Tin Roof (1958) 26,355,486
E.T. the Extra-Terrestrial (1982) 259,597,332
Pink Floyd - The Wall (1982) 14,844,106
Star Wars (1977) 731,853,665
Pump Up the Volume (1990) 11,541,758
My Fair Lady (1964) 42,805,000
What's Eating Gilbert Grape (1993) 9,170,214
Better Off Dead... (1985) 10,297,601
Being There (1979) 30,177,511
Vertigo (1958) 7,024,928
On Golden Pond (1981) 80,430,967
Amadeus (1984) 23,401,401
Silence of the Lambs, The (1991) 137,332,208
Breakfast at Tiffany's (1961) 15,500,000
Get on the Bus (1996) 5,731,103
Pinocchio (1940) 59,305,559
Blue Sky (1994) 3,359,465
Casablanca (1942) 5,806,467
Manhattan (1979) 39,900,000
Gone with the Wind (1939) 200,155,278
When Harry Met Sally... (1989) 134,613,546
James and the Giant Peach (1996) 28,900,101
Leaving Las Vegas (1995) 31,968,347
Benny & Joon (1993) 23,202,734
Lone Star (1996) 13,269,963
M*A*S*H (1970) 109,920,000
Manchurian Candidate, The (1962) 4,180,630
Real Genius (1985) 13,000,000
French Kiss (1995) 38,900,000
Young Frankenstein (1974) 125,123,000
It Could Happen to You (1994) 37,800,323
Quiz Show (1994) 24,822,619
Muriel's Wedding (1994) 15,185,594
North by Northwest (1959) 19,977,527
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Man of No Importance, A (1994) 95,254
Chinatown (1974) 42,400,000
Clockwork Orange, A (1971) 38,589,355
Wings of Desire (1987) 3,806,540
Waiting for Guffman (1996) 2,892,582
Usual Suspects, The (1995) 1,120,000
Citizen Kane (1941) 1,640,769
Rebecca (1940) 1,526,957
Fried Green Tomatoes (1991) 117,503,000
Bringing Up Baby (1938) 10,863
Dave (1993) 93,370,710
Aladdin (1992) 328,782,825
Glory (1989) 100,326
Palookaville (1996) 315,230
Ed Wood (1994) 5,887,457
Piano, The (1993) 40,158,000
Shadowlands (1993) 25,842,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Tom & Viv (1994) 538,534
Much Ado About Nothing (1993) 22,551,000
Return of the Jedi (1983) 500,773,409
Secret of Roan Inish, The (1994) 6,101,600
Jaws (1975) 199,275,376
Snow White and the Seven Dwarfs (1937) 103,921,550
Carrie (1976) 49,007,514
Big Night (1996) 11,881,039
Burnt By the Sun (1994) 2,616,503
Monty Python's Life of Brian (1979) 646,124
Pulp Fiction (1994) 84,022,201
Raising Arizona (1987) 22,847,564
Psycho (1960) 43,200,000
Some Like It Hot (1959) 33,300,000
Drop Dead Fred (1991) 13,878,334
Rear Window (1954) 6,759,601
Before Sunrise (1995) 1,423,537
Apocalypse Now (1979) 42,606,290
Cyrano de Bergerac (1990) 5,820,020
Sense and Sensibility (1995) 62,493,774
Little Women (1994) 75,083,616
It's a Wonderful Life (1946) 3,548,018
Back to the Future (1985) 303,398,294
Schindler's List (1993) 140,409,248
Giant (1956) 14,169,928
Annie Hall (1977) 57,253,791
Singin' in the Rain (1952) 7,665,000
American President, The (1995) 95,000,000
Firm, The (1993) 686,502
Strictly Ballroom (1992) 11,738,022
Belle de jour (1967) 4,037,017
Basketball Diaries, The (1995) 2,424,439
Miracle on 34th Street (1994) 17,193,886
Streetcar Named Desire, A (1951) 4,414,474
Philadelphia Story, The (1940) 3,000,000
American Werewolf in London, An (1981) 20,445,527
Jerry Maguire (1996) 228,557,864
Rosewood (1997) 13,104,494
Amos & Andrew (1993) 9,745,803
Cinema Paradiso (1988) 392,045
Bob Roberts (1992) 4,479,470
Breaking the Waves (1996) 4,040,691
Mighty Aphrodite (1995) 6,700,000
Little Princess, A (1995) 10,019,307
All About Eve (1950) 4,210,177
Lawrence of Arabia (1962) 20,652,481
Home Alone (1990) 425,860,243
Birds, The (1963) 16,493,900
Empire Strikes Back, The (1980) 225,554,189
Home for the Holidays (1995) 17,518,220
Fish Called Wanda, A (1988) 93,259,712
Clockers (1995) 13,040,603
Mr. Holland's Opus (1995) 119,078,097
Taxi Driver (1976) 33,669,000
Orlando (1993) 5,289,772
When We Were Kings (1996) 2,666,118
First Wives Club, The (1996) 150,063,383
Dead Poets Society (1989) 144,288,116
Fargo (1996) 24,611,975
Babe (1995) 66,600,000
Austin Powers: International Man of Mystery (1997) 78,171,630
Sleeper (1973) 18,344,729
Brady Bunch Movie, The (1995) 68,467,136
Groundhog Day (1993) 103,406,973
Everyone Says I Love You (1996) 9,714,482
2001: A Space Odyssey (1968) 25,761,621
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Average 56,595,765
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