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
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Dead Man Walking (1995) 39,025,000
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134
Usual Suspects, The (1995) 1,120,000 Dead Man Walking (1995) 39,025,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Amadeus (1984) 23,401,401 Boot, Das (1981) 11,433,134 Back to the Future (1985) 303,398,294
Rear Window (1954) 6,759,601 Casablanca (1942) 5,806,467 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Shawshank Redemption, The (1994) 28,341,469 Casablanca (1942) 5,806,467
Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000 Philadelphia Story, The (1940) 3,000,000
Contact (1997) 149,887,543 Leaving Las Vegas (1995) 31,968,347 Clockwork Orange, A (1971) 38,589,355
Average 58,413,909 Average 60,901,627 Average 71,802,347

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
Return of the Jedi (1983) 500,773,409
Forrest Gump (1994) 485,691,196
Kundun (1997) 5,532,301
Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649
Big Night (1996) 11,881,039
Titanic (1997) 600,779,824
Sleepless in Seattle (1993) 191,463,006
Rebecca (1940) 1,526,957
Dances with Wolves (1990) 265,746,848
Mary Shelley's Frankenstein (1994) 22,006,296
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Sunset Blvd. (1950) 7,500,000
Under Siege (1992) 120,463,139
Chinatown (1974) 42,400,000
Carrington (1995) 3,242,342
Chasing Amy (1997) 12,006,514
Angels and Insects (1995) 5,304,000
Aliens (1986) 121,385,096
Don Juan DeMarco (1995) 22,200,000
Eat Drink Man Woman (1994) 7,294,403
Citizen Kane (1941) 1,640,769
Once Were Warriors (1994) 2,201,126
Grosse Pointe Blank (1997) 28,014,536
African Queen, The (1951) 4,300,000
Vertigo (1958) 7,024,928
Monty Python and the Holy Grail (1974) 1,821,082
Patton (1970) 89,800,000
Schindler's List (1993) 140,409,248
Heavenly Creatures (1994) 3,049,135
Some Like It Hot (1959) 33,300,000
Ulee's Gold (1997) 9,054,736
Indiana Jones and the Last Crusade (1989) 312,671,806
When Harry Met Sally... (1989) 134,613,546
My Fair Lady (1964) 42,805,000
Star Wars (1977) 731,853,665
Sense and Sensibility (1995) 62,493,774
Antonia's Line (1995) 4,823,217
Richard III (1995) 2,600,000
To Kill a Mockingbird (1962) 20,629,846
Grease (1978) 96,605,260
Birds, The (1963) 16,493,900
Four Weddings and a Funeral (1994) 75,888,832
Bonnie and Clyde (1967) 72,800,000
Secrets & Lies (1996) 13,417,292
Gone with the Wind (1939) 200,155,278
Jane Eyre (1996) 5,173,860
E.T. the Extra-Terrestrial (1982) 259,597,332
Fantasia (1940) 49,310,882
Chasing Amy (1997) 12,006,514
Ed Wood (1994) 5,887,457
Toy Story (1995) 133,344,903
Enchanted April (1991) 13,200,170
Restoration (1995) 4,100,000
Bhaji on the Beach (1993) 735,192
Die Hard 2 (1990) 120,083,665
Jaws (1975) 199,275,376
Shadowlands (1993) 25,842,000
Donnie Brasco (1997) 60,851,988
Kansas City (1996) 1,353,824
Persuasion (1995) 5,462,325
Quiz Show (1994) 24,822,619
Notorious (1946) 12,800,000
Alien (1979) 42,285,739
It's a Wonderful Life (1946) 3,548,018
Full Monty, The (1997) 45,857,453
Sling Blade (1996) 24,475,416
Piano, The (1993) 40,158,000
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Bridge on the River Kwai, The (1957) 50,495,000
Broken Arrow (1996) 105,069,070
Breaking the Waves (1996) 4,040,691
Henry V (1989) 10,161,099
Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864
Wag the Dog (1997) 43,022,524
Lone Star (1996) 13,269,963
M*A*S*H (1970) 109,920,000
Empire Strikes Back, The (1980) 225,554,189
Remains of the Day, The (1993) 22,954,968
Ulee's Gold (1997) 9,054,736
Muriel's Wedding (1994) 15,185,594
Dolores Claiborne (1994) 24,361,867
Emma (1996) 22,201,883
Much Ado About Nothing (1993) 22,551,000
Psycho (1960) 43,200,000
Babe (1995) 66,600,000
In the Line of Fire (1993) 151,314,283
Godfather: Part II, The (1974) 87,973,000
My Left Foot (1989) 14,743,391
Average 81,222,737
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