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
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Casablanca (1942) 5,806,467 Apollo 13 (1995) 94,378,651
It's a Wonderful Life (1946) 3,548,018 Princess Bride, The (1987) 21,277,649 Boot, Das (1981) 11,433,134
Forrest Gump (1994) 485,691,196 Titanic (1997) 600,779,824 Killing Fields, The (1984) 50,509,720
Jaws (1975) 199,275,376 L.A. Confidential (1997) 64,604,977 Mr. Smith Goes to Washington (1939) 1,500,000
When Harry Met Sally... (1989) 134,613,546 Boot, Das (1981) 11,433,134 Jaws (1975) 199,275,376
Dances with Wolves (1990) 265,746,848 Full Monty, The (1997) 45,857,453 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Apollo 13 (1995) 94,378,651 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Average 135,274,458 Average 115,346,900 Average 53,493,309

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
Toy Story (1995) 133,344,903
Family Thing, A (1996) 10,118,000
Once Upon a Time in America (1984) 7,800,000
Ghost (1990) 226,931,306
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
To Kill a Mockingbird (1962) 20,629,846
Hudsucker Proxy, The (1994) 2,869,369
Godfather: Part II, The (1974) 87,973,000
Three Colors: Red (1994) 4,043,686
Local Hero (1983) 5,767,363
American Werewolf in London, An (1981) 20,445,527
Aladdin (1992) 328,782,825
Return of the Pink Panther, The (1974) 37,170,000
Interview with the Vampire (1994) 145,789,330
Face/Off (1997) 163,746,077
Kalifornia (1993) 2,395,231
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Bronx Tale, A (1993) 17,266,971
Father of the Bride (1950) 4,054,400
Get Shorty (1995) 103,619,110
Carrie (1976) 49,007,514
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Lawrence of Arabia (1962) 20,652,481
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Sunset Blvd. (1950) 7,500,000
Real Genius (1985) 13,000,000
Trainspotting (1996) 16,501,785
Malice (1993) 67,044,636
To Catch a Thief (1955) 13,250,000
Everyone Says I Love You (1996) 9,714,482
Manhattan Murder Mystery (1993) 11,285,588
Raging Bull (1980) 49,034
Roman Holiday (1953) 8,000,000
Back to the Future (1985) 303,398,294
Mrs. Doubtfire (1993) 330,200,000
Searching for Bobby Fischer (1993) 7,266,383
Gigi (1958) 13,208,725
Secret Garden, The (1993) 30,000,000
Army of Darkness (1993) 11,502,976
Until the End of the World (Bis ans Ende der Welt) (1991) 752,856
Alien (1979) 42,285,739
Faces (1968) 5,778,126
Eat Drink Man Woman (1994) 7,294,403
Annie Hall (1977) 57,253,791
Heathers (1989) 1,108,462
Singin' in the Rain (1952) 7,665,000
Four Weddings and a Funeral (1994) 75,888,832
Usual Suspects, The (1995) 1,120,000
Copycat (1995) 32,051,917
Good, The Bad and The Ugly, The (1966) 19,000,000
Glengarry Glen Ross (1992) 10,725,228
Bridge on the River Kwai, The (1957) 50,495,000
African Queen, The (1951) 4,300,000
Wild Bunch, The (1969) 5,330,535
Withnail and I (1987) 1,544,889
Menace II Society (1993) 27,900,000
Secret of Roan Inish, The (1994) 6,101,600
Return of the Jedi (1983) 500,773,409
Red Rock West (1992) 2,502,551
Ransom (1996) 207,758,522
Raising Arizona (1987) 22,847,564
Jackie Chan's First Strike (1996) 14,511,338
8 1/2 (1963) 50,690
Paris, Texas (1984) 2,164,507
Dolores Claiborne (1994) 24,361,867
Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469
Brazil (1985) 6,500,000
Sabrina (1954) 14,000,000
Farewell My Concubine (1993) 5,216,888
Nightmare Before Christmas, The (1993) 22,782,289
Bob Roberts (1992) 4,479,470
My Left Foot (1989) 14,743,391
Matilda (1996) 33,084,249
My Crazy Life (Mi vida loca) (1993) 3,269,420
Moll Flanders (1996) 3,363,968
Monty Python and the Holy Grail (1974) 1,821,082
Blade Runner (1982) 1,445,283
True Lies (1994) 226,261,000
Lone Star (1996) 13,269,963
Fargo (1996) 24,611,975
Bound (1996) 3,798,532
Smoke (1995) 8,349,430
Picnic (1955) 6,300,000
Amadeus (1984) 23,401,401
Monty Python's Life of Brian (1979) 646,124
Tin Cup (1996) 77,003,584
Some Like It Hot (1959) 33,300,000
Taxi Driver (1976) 33,669,000
Quiet Man, The (1952) 3,800,000
Tin Men (1987) 25,411,386
This Is Spinal Tap (1984) 188,751
Hoop Dreams (1994) 7,830,611
Young Frankenstein (1974) 125,123,000
Jurassic Park (1993) 563,476,625
Fantasia (1940) 49,310,882
Schindler's List (1993) 140,409,248
Belle de jour (1967) 4,037,017
Sex, Lies, and Videotape (1989) 24,741,700
Grosse Pointe Blank (1997) 28,014,536
Sleepless in Seattle (1993) 191,463,006
Platoon (1986) 207,900,328
Paths of Glory (1957) 899,327
Leaving Las Vegas (1995) 31,968,347
Barbarella (1968) 6,113,285
Heavenly Creatures (1994) 3,049,135
Short Cuts (1993) 6,110,979
To Die For (1995) 21,284,514
Evil Dead II (1987) 5,923,044
Cool Hand Luke (1967) 7,300,000
Wings of Desire (1987) 3,806,540
Lion King, The (1994) 188,740,944
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Stand by Me (1986) 69,411,304
Little Women (1994) 75,083,616
Terminator 2: Judgment Day (1991) 207,064,802
Meet Me in St. Louis (1944) 12,698,200
Manhattan (1979) 39,900,000
Pulp Fiction (1994) 84,022,201
Once Upon a Time in the West (1969) 5,321,508
Rumble in the Bronx (1995) 32,333,860
Charade (1963) 6,209,420
Speed (1994) 121,248,145
Sense and Sensibility (1995) 62,493,774
Aliens (1986) 121,385,096
Delicatessen (1991) 1,794,187
Groundhog Day (1993) 103,406,973
Clear and Present Danger (1994) 176,112,710
On Golden Pond (1981) 80,430,967
Dave (1993) 93,370,710
True Romance (1993) 12,281,500
Mary Poppins (1964) 133,300,000
Conan the Barbarian (1981) 60,241,612
Scream (1996) 103,001,286
2001: A Space Odyssey (1968) 25,761,621
E.T. the Extra-Terrestrial (1982) 259,597,332
Babe (1995) 66,600,000
Being There (1979) 30,177,511
Night on Earth (1991) 2,015,810
Batman (1989) 401,685,407
Clueless (1995) 75,525,013
Crumb (1994) 3,174,695
Seven (Se7en) (1995) 143,225,000
Shine (1996) 53,830,909
American in Paris, An (1951) 12,505,000
Alien 3 (1992) 87,235,600
Pretty Woman (1990) 260,311,268
Ruby in Paradise (1993) 1,001,437
Fish Called Wanda, A (1988) 93,259,712
Rear Window (1954) 6,759,601
Star Trek IV: The Voyage Home (1986) 124,751,249
Indiana Jones and the Last Crusade (1989) 312,671,806
Unforgiven (1992) 119,081,912
Braveheart (1995) 110,286,945
Star Wars (1977) 731,853,665
Fearless (1993) 6,995,302
Rebel Without a Cause (1955) 4,600,000
Beauty and the Beast (1991) 94,902,028
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Citizen Kane (1941) 1,640,769
From Dusk Till Dawn (1996) 45,553,840
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Cable Guy, The (1996) 93,754,431
Secrets & Lies (1996) 13,417,292
Snow White and the Seven Dwarfs (1937) 103,921,550
Wings of Courage (1995) 15,054,389
Sleeper (1973) 18,344,729
Forbidden Planet (1956) 3,000,000
Koyaanisqatsi (1983) 1,723,872
Manchurian Candidate, The (1962) 4,180,630
Fresh (1994) 8,094,616
GoodFellas (1990) 67,336,394
Wes Craven's New Nightmare (1994) 14,461,031
Touch of Evil (1958) 2,237,659
Breakfast at Tiffany's (1961) 15,500,000
Reservoir Dogs (1992) 2,687,008
High Noon (1952) 7,150,000
Braindead (1992) 242,623
Psycho (1960) 43,200,000
Kingpin (1996) 24,944,213
Vertigo (1958) 7,024,928
Chinatown (1974) 42,400,000
Road to Wellville, The (1994) 6,507,514
Clerks (1994) 3,151,130
Die Hard: With a Vengeance (1995) 147,009,359
Devil in a Blue Dress (1995) 16,030,096
M*A*S*H (1970) 109,920,000
Donnie Brasco (1997) 60,851,988
Victor/Victoria (1982) 28,215,453
Clockwork Orange, A (1971) 38,589,355
Ed Wood (1994) 5,887,457
My Family (1995) 11,079,373
Apocalypse Now (1979) 42,606,290
Twelve Monkeys (1995) 82,512,000
Man Without a Face, The (1993) 24,760,338
Cape Fear (1991) 118,590,000
Empire Strikes Back, The (1980) 225,554,189
Bonnie and Clyde (1967) 72,800,000
Sling Blade (1996) 24,475,416
North by Northwest (1959) 19,977,527
Nutty Professor, The (1996) 185,482,745
Men in Black (1997) 367,992,228
While You Were Sleeping (1995) 119,964,016
Up in Smoke (1978) 69,890,893
Romeo Is Bleeding (1993) 3,275,585
Serial Mom (1994) 7,881,335
Grifters, The (1990) 13,446,769
My Own Private Idaho (1991) 6,258,980
Day the Earth Stood Still, The (1951) 79,366,978
Dead Man Walking (1995) 39,025,000
My Best Friend's Wedding (1997) 185,360,508
Average 63,853,056
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