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
Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
Indiana Jones and the Last Crusade (1989) 312,671,806 Scream (1996) 103,001,286 Indiana Jones and the Last Crusade (1989) 312,671,806
Jurassic Park (1993) 563,476,625 English Patient, The (1996) 111,415,132 Apollo 13 (1995) 94,378,651
Dances with Wolves (1990) 265,746,848 Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000
Apollo 13 (1995) 94,378,651 Indiana Jones and the Last Crusade (1989) 312,671,806 Scream (1996) 103,001,286
Twelve Monkeys (1995) 82,512,000 Liar Liar (1997) 277,327,280 Brazil (1985) 6,500,000
Scream (1996) 103,001,286 L.A. Confidential (1997) 64,604,977 Dead Man Walking (1995) 39,025,000
Jaws (1975) 199,275,376 Full Monty, The (1997) 45,857,453 Home Alone (1990) 425,860,243
Ransom (1996) 207,758,522 Apollo 13 (1995) 94,378,651 Reservoir Dogs (1992) 2,687,008
Average 198,677,799 Average 124,972,546 Average 122,459,287

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
Cinderella (1950) 75,188,149
Conan the Barbarian (1981) 60,241,612
Searching for Bobby Fischer (1993) 7,266,383
Just Cause (1995) 36,853,222
Gattaca (1997) 12,339,633
Highlander (1986) 5,735,847
Some Kind of Wonderful (1987) 18,553,948
First Kid (1996) 26,459,681
It's a Wonderful Life (1946) 3,548,018
Monty Python and the Holy Grail (1974) 1,821,082
Groundhog Day (1993) 103,406,973
Copycat (1995) 32,051,917
House Arrest (1996) 6,970,578
Clueless (1995) 75,525,013
Get Shorty (1995) 103,619,110
Sliver (1993) 36,300,000
Aliens (1986) 121,385,096
Love in the Afternoon (1957) 6,800,000
Tomorrow Never Dies (1997) 184,221,129
Under Siege 2: Dark Territory (1995) 73,286,083
Field of Dreams (1989) 94,962,625
Mary Poppins (1964) 133,300,000
Bed of Roses (1996) 19,030,691
French Kiss (1995) 38,900,000
My Fair Lady (1964) 42,805,000
Silence of the Lambs, The (1991) 137,332,208
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Independence Day (ID4) (1996) 483,359,255
Broken Arrow (1996) 105,069,070
G.I. Jane (1997) 70,277,032
Mrs. Doubtfire (1993) 330,200,000
To Kill a Mockingbird (1962) 20,629,846
Pulp Fiction (1994) 84,022,201
Rear Window (1954) 6,759,601
Bram Stoker's Dracula (1992) 129,722,790
One Fine Day (1996) 68,829,020
Absolute Power (1997) 73,037,233
Titanic (1997) 600,779,824
Apt Pupil (1998) 8,838,938
Nightmare on Elm Street, A (1984) 65,398,755
Under Siege (1992) 120,463,139
GoldenEye (1995) 146,028,496
Roman Holiday (1953) 8,000,000
Starship Troopers (1997) 79,093,786
Six Degrees of Separation (1993) 6,410,676
Dead Poets Society (1989) 144,288,116
Princess Bride, The (1987) 21,277,649
Alien (1979) 42,285,739
Star Trek: First Contact (1996) 207,001,027
Batman (1989) 401,685,407
In the Line of Fire (1993) 151,314,283
First Knight (1995) 37,600,435
Forget Paris (1995) 33,194,500
Up Close and Personal (1996) 74,045,801
Eraser (1996) 147,260,786
Return of the Jedi (1983) 500,773,409
Rising Sun (1993) 96,489,271
Psycho (1960) 43,200,000
Princess Caraboo (1994) 3,021,629
Flipper (1996) 20,047,715
Ghost (1990) 226,931,306
Amadeus (1984) 23,401,401
American President, The (1995) 95,000,000
Jumanji (1995) 152,675,249
Godfather: Part II, The (1974) 87,973,000
Mrs. Winterbourne (1996) 10,070,000
Dirty Dancing (1987) 89,171,578
Sense and Sensibility (1995) 62,493,774
How to Make an American Quilt (1995) 23,574,130
Blade Runner (1982) 1,445,283
Contact (1997) 149,887,543
Sleepers (1996) 76,705,552
Beauty and the Beast (1991) 94,902,028
Good Will Hunting (1997) 192,328,280
Star Wars (1977) 731,853,665
Clear and Present Danger (1994) 176,112,710
Black Beauty (1994) 4,630,377
Pretty Woman (1990) 260,311,268
Forbidden Planet (1956) 3,000,000
Little Women (1994) 75,083,616
It Could Happen to You (1994) 37,800,323
Truth About Cats & Dogs, The (1996) 34,073,143
Willy Wonka and the Chocolate Factory (1971) 4,000,000
As Good As It Gets (1997) 215,563,842
Usual Suspects, The (1995) 1,120,000
Casablanca (1942) 5,806,467
Grease (1978) 96,605,260
Local Hero (1983) 5,767,363
River Wild, The (1994) 69,356,343
Devil's Advocate, The (1997) 86,587,776
Forrest Gump (1994) 485,691,196
Star Trek: The Wrath of Khan (1982) 118,633,541
Only You (1994) 20,042,048
Three Wishes (1995) 7,025,496
While You Were Sleeping (1995) 119,964,016
Drop Dead Fred (1991) 13,878,334
Fly Away Home (1996) 24,506,082
Fish Called Wanda, A (1988) 93,259,712
Face/Off (1997) 163,746,077
Top Gun (1986) 256,050,237
Benny & Joon (1993) 23,202,734
Donnie Brasco (1997) 60,851,988
Braveheart (1995) 110,286,945
Star Trek IV: The Voyage Home (1986) 124,751,249
Fifth Element, The (1997) 92,897,302
Walk in the Clouds, A (1995) 73,516,507
Dave (1993) 93,370,710
Charade (1963) 6,209,420
Remains of the Day, The (1993) 22,954,968
North by Northwest (1959) 19,977,527
Twister (1996) 375,152,715
GoodFellas (1990) 67,336,394
Speed (1994) 121,248,145
Men in Black (1997) 367,992,228
Die Hard (1988) 116,707,729
Star Trek: The Motion Picture (1979) 95,658,976
Jerry Maguire (1996) 228,557,864
Day the Earth Stood Still, The (1951) 79,366,978
Philadelphia Story, The (1940) 3,000,000
Last Action Hero (1993) 76,746,994
Hunt for Red October, The (1990) 179,209,868
Outbreak (1995) 99,323,573
Citizen Ruth (1996) 153,155
Vertigo (1958) 7,024,928
Back to the Future (1985) 303,398,294
Schindler's List (1993) 140,409,248
Congo (1995) 113,871,668
Days of Thunder (1990) 122,670,733
Empire Strikes Back, The (1980) 225,554,189
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Mr. Holland's Opus (1995) 119,078,097
Demolition Man (1993) 83,555,768
Lion King, The (1994) 188,740,944
Crimson Tide (1995) 135,266,000
Mission: Impossible (1996) 274,049,639
True Lies (1994) 226,261,000
Air Force One (1997) 250,384,803
Hamlet (1996) 4,414,535
Don Juan DeMarco (1995) 22,200,000
Executive Decision (1996) 93,638,632
Babe (1995) 66,600,000
When Harry Met Sally... (1989) 134,613,546
Disclosure (1994) 122,000,000
Shawshank Redemption, The (1994) 28,341,469
Sabrina (1954) 14,000,000
Phenomenon (1996) 155,732,573
Lawrence of Arabia (1962) 20,652,481
Long Kiss Goodnight, The (1996) 33,328,051
Fried Green Tomatoes (1991) 117,503,000
Rebecca (1940) 1,526,957
Speechless (1994) 20,664,501
E.T. the Extra-Terrestrial (1982) 259,597,332
Fools Rush In (1997) 29,291,566
Bridges of Madison County, The (1995) 105,823,517
Aladdin (1992) 328,782,825
Sleepless in Seattle (1993) 191,463,006
Milk Money (1994) 18,137,661
Singin' in the Rain (1952) 7,665,000
Body Snatchers (1993) 428,868
Stargate (1994) 105,565,669
All About Eve (1950) 4,210,177
Firm, The (1993) 686,502
Terminator 2: Judgment Day (1991) 207,064,802
Godfather, The (1972) 291,702,411
Sabrina (1995) 76,780,029
Miracle on 34th Street (1994) 17,193,886
Conspiracy Theory (1997) 111,189,998
Average 105,914,399
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