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
Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453
English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Gabbeh (1996) 273,967
Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543 Brazil (1985) 6,500,000
Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Fargo (1996) 24,611,975
Taxi Driver (1976) 33,669,000 Return of the Jedi (1983) 500,773,409 Monty Python and the Holy Grail (1974) 1,821,082
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Chasing Amy (1997) 12,006,514 Good Will Hunting (1997) 192,328,280
Trainspotting (1996) 16,501,785 Trainspotting (1996) 16,501,785 Wild Reeds (1994) 917,915
Boogie Nights (1997) 26,384,919 Usual Suspects, The (1995) 1,120,000 Trainspotting (1996) 16,501,785
Average 38,768,208 Average 98,522,101 Average 37,790,927

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
Clockwork Orange, A (1971) 38,589,355
Silence of the Lambs, The (1991) 137,332,208
Psycho (1960) 43,200,000
Ulee's Gold (1997) 9,054,736
Spanish Prisoner, The (1997) 9,582,900
Heat (1995) 97,783,000
Manhattan (1979) 39,900,000
Joy Luck Club, The (1993) 32,861,136
Citizen Kane (1941) 1,640,769
Crumb (1994) 3,174,695
Ruby in Paradise (1993) 1,001,437
American Dream (1990) 269,823
Browning Version, The (1994) 464,423
Whole Wide World, The (1996) 136,933
Jude (1996) 405,144
Alien (1979) 42,285,739
Once Were Warriors (1994) 2,201,126
Empire Strikes Back, The (1980) 225,554,189
Some Mother's Son (1996) 608,032
Godfather: Part II, The (1974) 87,973,000
Gigi (1958) 13,208,725
Pretty Woman (1990) 260,311,268
Safe (1995) 512,245
Shawshank Redemption, The (1994) 28,341,469
Remains of the Day, The (1993) 22,954,968
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Donnie Brasco (1997) 60,851,988
Private Benjamin (1980) 39,139,769
Jackie Brown (1997) 39,647,595
Ma vie en rose (My Life in Pink) (1997) 2,280,573
Star Wars (1977) 731,853,665
Young Poisoner's Handbook, The (1995) 749,812
Bitter Sugar (Azucar Amargo) (1996) 388,730
When Harry Met Sally... (1989) 134,613,546
Butcher Boy, The (1998) 1,822,193
It Happened One Night (1934) 2,000,000
Boys of St. Vincent, The (1993) 204,540
Blue Sky (1994) 3,359,465
Mina Tannenbaum (1994) 104,767
Hoop Dreams (1994) 7,830,611
L.A. Confidential (1997) 64,604,977
Sense and Sensibility (1995) 62,493,774
Blade Runner (1982) 1,445,283
Ulee's Gold (1997) 9,054,736
Glory (1989) 100,326
Casablanca (1942) 5,806,467
Underneath, The (1995) 536,023
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Birds, The (1963) 16,493,900
Gone with the Wind (1939) 200,155,278
Secrets & Lies (1996) 13,417,292
Shine (1996) 53,830,909
2001: A Space Odyssey (1968) 25,761,621
Gattaca (1997) 12,339,633
Cérémonie, La (1995) 670,659
Exotica (1994) 4,183,379
Living in Oblivion (1995) 1,148,752
Apt Pupil (1998) 8,838,938
Leaving Las Vegas (1995) 31,968,347
Sweet Hereafter, The (1997) 3,252,652
Kolya (1996) 5,730,711
What's Love Got to Do with It (1993) 57,350,956
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Hollow Reed (1996) 62,818
Beyond Rangoon (1995) 5,750,110
Career Girls (1997) 2,506,039
Annie Hall (1977) 57,253,791
Godfather, The (1972) 291,702,411
In the Company of Men (1997) 2,856,622
GoodFellas (1990) 67,336,394
Titanic (1997) 600,779,824
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
North by Northwest (1959) 19,977,527
Bonnie and Clyde (1967) 72,800,000
Freeway (1996) 295,493
Schindler's List (1993) 140,409,248
Rebecca (1940) 1,526,957
Belle de jour (1967) 4,037,017
Welcome To Sarajevo (1997) 339,648
As Good As It Gets (1997) 215,563,842
Streetcar Named Desire, A (1951) 4,414,474
Amadeus (1984) 23,401,401
Slingshot, The (1993) 309,117
Three Colors: Red (1994) 4,043,686
To Kill a Mockingbird (1962) 20,629,846
Vertigo (1958) 7,024,928
Boot, Das (1981) 11,433,134
Carrie (1976) 49,007,514
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Rear Window (1954) 6,759,601
Big Night (1996) 11,881,039
Face/Off (1997) 163,746,077
Primary Colors (1998) 38,966,057
Ice Storm, The (1997) 7,837,632
Butcher Boy, The (1998) 1,822,193
Killing Fields, The (1984) 50,509,720
Dirty Dancing (1987) 89,171,578
Heavenly Creatures (1994) 3,049,135
Ice Storm, The (1997) 7,837,632
Love and Death on Long Island (1997) 2,542,264
Average 48,779,316
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