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
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Annie Hall (1977) 57,253,791
Annie Hall (1977) 57,253,791 Empire Strikes Back, The (1980) 225,554,189 Some Like It Hot (1959) 33,300,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Titanic (1997) 600,779,824 Singin' in the Rain (1952) 7,665,000
Terminator 2: Judgment Day (1991) 207,064,802 Sense and Sensibility (1995) 62,493,774 Sling Blade (1996) 24,475,416
Back to the Future (1985) 303,398,294 Terminator 2: Judgment Day (1991) 207,064,802 Big Night (1996) 11,881,039
When Harry Met Sally... (1989) 134,613,546 Chasing Amy (1997) 12,006,514 It Happened One Night (1934) 2,000,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Scream (1996) 103,001,286 Thin Man, The (1934) 1,423,000
Babe (1995) 66,600,000 E.T. the Extra-Terrestrial (1982) 259,597,332 Empire Strikes Back, The (1980) 225,554,189
Big Night (1996) 11,881,039 Secrets & Lies (1996) 13,417,292 Postino, Il (1994) 20,681,301
Average 171,904,404 Average 177,421,180 Average 52,464,298

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
Piano, The (1993) 40,158,000
Ed Wood (1994) 5,887,457
Night on Earth (1991) 2,015,810
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Dances with Wolves (1990) 265,746,848
Trainspotting (1996) 16,501,785
Jurassic Park (1993) 563,476,625
Gone with the Wind (1939) 200,155,278
Usual Suspects, The (1995) 1,120,000
Henry V (1989) 10,161,099
Alien (1979) 42,285,739
Escape from New York (1981) 25,244,700
Highlander (1986) 5,735,847
Crumb (1994) 3,174,695
Casino (1995) 62,726,000
Wild Bunch, The (1969) 5,330,535
Menace II Society (1993) 27,900,000
Grosse Pointe Blank (1997) 28,014,536
Clerks (1994) 3,151,130
Local Hero (1983) 5,767,363
Philadelphia Story, The (1940) 3,000,000
Cool Hand Luke (1967) 7,300,000
Apollo 13 (1995) 94,378,651
Monty Python's Life of Brian (1979) 646,124
Seven (Se7en) (1995) 143,225,000
Vertigo (1958) 7,024,928
Brazil (1985) 6,500,000
Full Metal Jacket (1987) 69,057,676
Sophie's Choice (1982) 19,962,353
Beavis and Butt-head Do America (1996) 90,162,233
What's Eating Gilbert Grape (1993) 9,170,214
Return of the Jedi (1983) 500,773,409
Taxi Driver (1976) 33,669,000
Spitfire Grill, The (1996) 12,643,776
Rebecca (1940) 1,526,957
Star Trek: The Wrath of Khan (1982) 118,633,541
Devil in a Blue Dress (1995) 16,030,096
Wag the Dog (1997) 43,022,524
Silence of the Lambs, The (1991) 137,332,208
English Patient, The (1996) 111,415,132
Down by Law (1986) 1,419,835
It's a Wonderful Life (1946) 3,548,018
Hamlet (1996) 4,414,535
Grifters, The (1990) 13,446,769
2001: A Space Odyssey (1968) 25,761,621
Short Cuts (1993) 6,110,979
High Noon (1952) 7,150,000
My Left Foot (1989) 14,743,391
That Thing You Do! (1996) 25,809,813
Mrs. Parker and the Vicious Circle (1994) 2,144,667
Fish Called Wanda, A (1988) 93,259,712
Return of the Pink Panther, The (1974) 37,170,000
L.A. Confidential (1997) 64,604,977
GoodFellas (1990) 67,336,394
Metro (1997) 31,987,563
Raging Bull (1980) 49,034
Rear Window (1954) 6,759,601
Toy Story (1995) 133,344,903
Dead Poets Society (1989) 144,288,116
Pulp Fiction (1994) 84,022,201
Full Monty, The (1997) 45,857,453
Blade Runner (1982) 1,445,283
Eat Drink Man Woman (1994) 7,294,403
Clockwork Orange, A (1971) 38,589,355
Howling, The (1981) 17,986,000
Smoke (1995) 8,349,430
Carrie (1976) 49,007,514
Nightmare Before Christmas, The (1993) 22,782,289
Men in Black (1997) 367,992,228
Heathers (1989) 1,108,462
Trees Lounge (1996) 673,269
This Is Spinal Tap (1984) 188,751
Remains of the Day, The (1993) 22,954,968
Forrest Gump (1994) 485,691,196
Snow White and the Seven Dwarfs (1937) 103,921,550
Sleepless in Seattle (1993) 191,463,006
American Werewolf in London, An (1981) 20,445,527
Jaws (1975) 199,275,376
In the Name of the Father (1993) 25,096,862
Fargo (1996) 24,611,975
Barcelona (1994) 7,266,973
Casablanca (1942) 5,806,467
Swingers (1996) 4,505,922
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather, The (1972) 291,702,411
Leaving Las Vegas (1995) 31,968,347
Platoon (1986) 207,900,328
Strictly Ballroom (1992) 11,738,022
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
People vs. Larry Flynt, The (1996) 20,191,312
Citizen Kane (1941) 1,640,769
Unforgiven (1992) 119,081,912
Young Frankenstein (1974) 125,123,000
Philadelphia (1993) 114,946,440
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Apocalypse Now (1979) 42,606,290
Tank Girl (1995) 4,064,333
Once Upon a Time in America (1984) 7,800,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Braveheart (1995) 110,286,945
Being There (1979) 30,177,511
Lawrence of Arabia (1962) 20,652,481
Glengarry Glen Ross (1992) 10,725,228
Kansas City (1996) 1,353,824
Witness (1985) 94,000,000
Get Shorty (1995) 103,619,110
Killing Fields, The (1984) 50,509,720
What's Love Got to Do with It (1993) 57,350,956
African Queen, The (1951) 4,300,000
Star Wars (1977) 731,853,665
Gandhi (1982) 77,737,889
Psycho (1960) 43,200,000
To Kill a Mockingbird (1962) 20,629,846
Backbeat (1993) 2,392,599
Bridge on the River Kwai, The (1957) 50,495,000
Shawshank Redemption, The (1994) 28,341,469
Reservoir Dogs (1992) 2,687,008
Sunset Blvd. (1950) 7,500,000
Manchurian Candidate, The (1962) 4,180,630
Hudsucker Proxy, The (1994) 2,869,369
Murder in the First (1995) 17,382,000
Patton (1970) 89,800,000
Withnail and I (1987) 1,544,889
Breakfast at Tiffany's (1961) 15,500,000
My Fair Lady (1964) 42,805,000
Twelve Monkeys (1995) 82,512,000
Rob Roy (1995) 31,600,000
Lone Star (1996) 13,269,963
Cop Land (1997) 64,207,716
Raising Arizona (1987) 22,847,564
Amadeus (1984) 23,401,401
Broken Arrow (1996) 105,069,070
Monty Python and the Holy Grail (1974) 1,821,082
Princess Bride, The (1987) 21,277,649
Pinocchio (1940) 59,305,559
Mr. Smith Goes to Washington (1939) 1,500,000
Candidate, The (1972) 82,274
Private Benjamin (1980) 39,139,769
Cinema Paradiso (1988) 392,045
Boot, Das (1981) 11,433,134
Stand by Me (1986) 69,411,304
Star Trek: First Contact (1996) 207,001,027
Serial Mom (1994) 7,881,335
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Rebel Without a Cause (1955) 4,600,000
Donnie Brasco (1997) 60,851,988
Godfather: Part II, The (1974) 87,973,000
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Bonnie and Clyde (1967) 72,800,000
Forbidden Planet (1956) 3,000,000
Dead Man Walking (1995) 39,025,000
M*A*S*H (1970) 109,920,000
Natural Born Killers (1994) 72,282,766
Chinatown (1974) 42,400,000
True Romance (1993) 12,281,500
Fifth Element, The (1997) 92,897,302
Jackie Brown (1997) 39,647,595
Miller's Crossing (1990) 5,080,409
Fried Green Tomatoes (1991) 117,503,000
North by Northwest (1959) 19,977,527
Aliens (1986) 121,385,096
Unbearable Lightness of Being, The (1988) 10,006,806
Average 60,325,242
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