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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Princess Bride, The (1987) 21,277,649
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Henry V (1989) 10,161,099
Usual Suspects, The (1995) 1,120,000 Return of the Jedi (1983) 500,773,409 Cyrano de Bergerac (1990) 5,820,020
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469 Usual Suspects, The (1995) 1,120,000 Taxi Driver (1976) 33,669,000
Godfather: Part II, The (1974) 87,973,000 Shawshank Redemption, The (1994) 28,341,469 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Taxi Driver (1976) 33,669,000 Princess Bride, The (1987) 21,277,649 Usual Suspects, The (1995) 1,120,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409 Sense and Sensibility (1995) 62,493,774 Glory (1989) 100,326
Average 209,671,718 Average 203,927,430 Average 59,623,275

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
2001: A Space Odyssey (1968) 25,761,621
Twelve Monkeys (1995) 82,512,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Secrets & Lies (1996) 13,417,292
To Be or Not to Be (1942) 2,100,000
Bonnie and Clyde (1967) 72,800,000
Koyaanisqatsi (1983) 1,723,872
Aliens (1986) 121,385,096
Giant (1956) 14,169,928
Bringing Up Baby (1938) 10,863
Star Trek III: The Search for Spock (1984) 106,458,579
Strictly Ballroom (1992) 11,738,022
Clockwork Orange, A (1971) 38,589,355
Wyatt Earp (1994) 25,052,000
Good, The Bad and The Ugly, The (1966) 19,000,000
Clear and Present Danger (1994) 176,112,710
Casablanca (1942) 5,806,467
Platoon (1986) 207,900,328
This Is Spinal Tap (1984) 188,751
World of Apu, The (Apur Sansar) (1959) 16,000
Outbreak (1995) 99,323,573
Wild Bunch, The (1969) 5,330,535
Ran (1985) 113,948
Star Trek: Generations (1994) 111,368,868
African Queen, The (1951) 4,300,000
Boot, Das (1981) 11,433,134
Notorious (1946) 12,800,000
Brazil (1985) 6,500,000
Empire Strikes Back, The (1980) 225,554,189
Monty Python's Life of Brian (1979) 646,124
Alien (1979) 42,285,739
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Streetcar Named Desire, A (1951) 4,414,474
Manchurian Candidate, The (1962) 4,180,630
Breakfast at Tiffany's (1961) 15,500,000
Quiet Man, The (1952) 3,800,000
Silence of the Lambs, The (1991) 137,332,208
Don Juan DeMarco (1995) 22,200,000
Sabrina (1995) 76,780,029
Cry, the Beloved Country (1995) 676,525
M*A*S*H (1970) 109,920,000
Apocalypse Now (1979) 42,606,290
High Noon (1952) 7,150,000
Once Upon a Time in the West (1969) 5,321,508
Once Upon a Time in America (1984) 7,800,000
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
8 1/2 (1963) 50,690
Local Hero (1983) 5,767,363
20,000 Leagues Under the Sea (1954) 11,000,000
Dead Poets Society (1989) 144,288,116
Belle de jour (1967) 4,037,017
Back to the Future (1985) 303,398,294
Fantasia (1940) 49,310,882
Around the World in 80 Days (1956) 23,120,000
Postino, Il (1994) 20,681,301
Gone with the Wind (1939) 200,155,278
Day the Earth Stood Still, The (1951) 79,366,978
Chinatown (1974) 42,400,000
Vertigo (1958) 7,024,928
Sex, Lies, and Videotape (1989) 24,741,700
North by Northwest (1959) 19,977,527
Pulp Fiction (1994) 84,022,201
Private Benjamin (1980) 39,139,769
Being There (1979) 30,177,511
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Some Like It Hot (1959) 33,300,000
Four Weddings and a Funeral (1994) 75,888,832
Great Dictator, The (1940) 395,872
Star Trek: First Contact (1996) 207,001,027
Return of the Pink Panther, The (1974) 37,170,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Forbidden Planet (1956) 3,000,000
Fargo (1996) 24,611,975
Manhattan (1979) 39,900,000
Rear Window (1954) 6,759,601
Amadeus (1984) 23,401,401
Killing Fields, The (1984) 50,509,720
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Birds, The (1963) 16,493,900
To Kill a Mockingbird (1962) 20,629,846
On Golden Pond (1981) 80,430,967
Barbarella (1968) 6,113,285
Jean de Florette (1986) 4,940,939
Philadelphia Story, The (1940) 3,000,000
Patton (1970) 89,800,000
Citizen Kane (1941) 1,640,769
Night of the Living Dead (1968) 13,600,000
Thin Man, The (1934) 1,423,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Unbearable Lightness of Being, The (1988) 10,006,806
Terminator 2: Judgment Day (1991) 207,064,802
Singin' in the Rain (1952) 7,665,000
Sunset Blvd. (1950) 7,500,000
Gandhi (1982) 77,737,889
Ed Wood (1994) 5,887,457
Dead Man Walking (1995) 39,025,000
It's a Wonderful Life (1946) 3,548,018
Bridge on the River Kwai, The (1957) 50,495,000
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Unforgiven (1992) 119,081,912
To Catch a Thief (1955) 13,250,000
Remains of the Day, The (1993) 22,954,968
Ninotchka (1939) 1,187,000
Lawrence of Arabia (1962) 20,652,481
Manhattan Murder Mystery (1993) 11,285,588
Mr. Smith Goes to Washington (1939) 1,500,000
Pather Panchali (1955) 536,364
Aparajito (1956) 170,215
Diva (1981) 108,372
Eat Drink Man Woman (1994) 7,294,403
Rebel Without a Cause (1955) 4,600,000
Fish Called Wanda, A (1988) 93,259,712
Young Frankenstein (1974) 125,123,000
Cinema Paradiso (1988) 392,045
Psycho (1960) 43,200,000
Sophie's Choice (1982) 19,962,353
Sabrina (1954) 14,000,000
Star Trek IV: The Voyage Home (1986) 124,751,249
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Candidate, The (1972) 82,274
Cool Hand Luke (1967) 7,300,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Monty Python and the Holy Grail (1974) 1,821,082
Ben-Hur (1959) 106,992,000
Blade Runner (1982) 1,445,283
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Cool Runnings (1993) 98,839,263
Rebecca (1940) 1,526,957
Toy Story (1995) 133,344,903
Trainspotting (1996) 16,501,785
Maya Lin: A Strong Clear Vision (1994) 62,186
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
Annie Hall (1977) 57,253,791
My Favorite Year (1982) 20,123,620
Mission: Impossible (1996) 274,049,639
Indiana Jones and the Last Crusade (1989) 312,671,806
All About Eve (1950) 4,210,177
Average 46,431,808
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