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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 2001: A Space Odyssey (1968) 25,761,621
Blade Runner (1982) 1,445,283 Air Force One (1997) 250,384,803 Godfather: Part II, The (1974) 87,973,000
2001: A Space Odyssey (1968) 25,761,621 L.A. Confidential (1997) 64,604,977 Air Force One (1997) 250,384,803
To Kill a Mockingbird (1962) 20,629,846 Full Monty, The (1997) 45,857,453 GoodFellas (1990) 67,336,394
Psycho (1960) 43,200,000 Boot, Das (1981) 11,433,134 M*A*S*H (1970) 109,920,000
Godfather: Part II, The (1974) 87,973,000 Blade Runner (1982) 1,445,283 Psycho (1960) 43,200,000
Air Force One (1997) 250,384,803 Trainspotting (1996) 16,501,785 Boot, Das (1981) 11,433,134
Lion King, The (1994) 188,740,944 Chasing Amy (1997) 12,006,514 Star Trek IV: The Voyage Home (1986) 124,751,249
GoodFellas (1990) 67,336,394 To Kill a Mockingbird (1962) 20,629,846 Mrs. Doubtfire (1993) 330,200,000
Apocalypse Now (1979) 42,606,290 Good Will Hunting (1997) 192,328,280 Reservoir Dogs (1992) 2,687,008
Average 132,885,800 Average 121,597,189 Average 105,364,720

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
Natural Born Killers (1994) 72,282,766
Star Wars (1977) 731,853,665
Heat (1995) 97,783,000
Monty Python and the Holy Grail (1974) 1,821,082
Young Frankenstein (1974) 125,123,000
Clear and Present Danger (1994) 176,112,710
Casino (1995) 62,726,000
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Outbreak (1995) 99,323,573
Four Weddings and a Funeral (1994) 75,888,832
Ben-Hur (1959) 106,992,000
Seven (Se7en) (1995) 143,225,000
Citizen Kane (1941) 1,640,769
Nightmare on Elm Street, A (1984) 65,398,755
Braveheart (1995) 110,286,945
Mighty Aphrodite (1995) 6,700,000
Return of the Pink Panther, The (1974) 37,170,000
Star Trek: First Contact (1996) 207,001,027
Princess Bride, The (1987) 21,277,649
Rear Window (1954) 6,759,601
Frighteners, The (1996) 16,524,115
Field of Dreams (1989) 94,962,625
Lone Star (1996) 13,269,963
Hard Rain (1998) 19,819,494
Silence of the Lambs, The (1991) 137,332,208
Liar Liar (1997) 277,327,280
Aliens (1986) 121,385,096
Twelve Monkeys (1995) 82,512,000
Bram Stoker's Dracula (1992) 129,722,790
Shawshank Redemption, The (1994) 28,341,469
Lawrence of Arabia (1962) 20,652,481
Casablanca (1942) 5,806,467
Leaving Las Vegas (1995) 31,968,347
Pulp Fiction (1994) 84,022,201
When Harry Met Sally... (1989) 134,613,546
Searching for Bobby Fischer (1993) 7,266,383
Jaws (1975) 199,275,376
Top Gun (1986) 256,050,237
GoldenEye (1995) 146,028,496
Big Night (1996) 11,881,039
Army of Darkness (1993) 11,502,976
Raising Arizona (1987) 22,847,564
Dolores Claiborne (1994) 24,361,867
Toy Story (1995) 133,344,903
Cape Fear (1991) 118,590,000
Ed Wood (1994) 5,887,457
Indiana Jones and the Last Crusade (1989) 312,671,806
Crimson Tide (1995) 135,266,000
It's a Wonderful Life (1946) 3,548,018
Die Hard (1988) 116,707,729
Home Alone (1990) 425,860,243
Nightmare Before Christmas, The (1993) 22,782,289
Usual Suspects, The (1995) 1,120,000
Aristocats, The (1970) 43,914,658
Mary Poppins (1964) 133,300,000
Star Trek III: The Search for Spock (1984) 106,458,579
Fargo (1996) 24,611,975
Sleepers (1996) 76,705,552
Red Rock West (1992) 2,502,551
Courage Under Fire (1996) 87,335,823
Con Air (1997) 146,553,269
Return of the Jedi (1983) 500,773,409
Amadeus (1984) 23,401,401
Ace Ventura: Pet Detective (1994) 106,217,000
Swimming with Sharks (1995) 376,928
Hoop Dreams (1994) 7,830,611
Quick and the Dead, The (1995) 18,636,537
Cool Hand Luke (1967) 7,300,000
Remains of the Day, The (1993) 22,954,968
Last Action Hero (1993) 76,746,994
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Six Degrees of Separation (1993) 6,410,676
Stargate (1994) 105,565,669
Groundhog Day (1993) 103,406,973
Batman Forever (1995) 289,097,904
In the Name of the Father (1993) 25,096,862
English Patient, The (1996) 111,415,132
Speed (1994) 121,248,145
Mr. Smith Goes to Washington (1939) 1,500,000
Mission: Impossible (1996) 274,049,639
Brady Bunch Movie, The (1995) 68,467,136
Mary Shelley's Frankenstein (1994) 22,006,296
E.T. the Extra-Terrestrial (1982) 259,597,332
Being There (1979) 30,177,511
Jerry Maguire (1996) 228,557,864
Philadelphia (1993) 114,946,440
Dead Man Walking (1995) 39,025,000
Sense and Sensibility (1995) 62,493,774
Dragonheart (1996) 51,317,350
Dead Poets Society (1989) 144,288,116
Sneakers (1992) 75,733,000
Copycat (1995) 32,051,917
Terminator 2: Judgment Day (1991) 207,064,802
Jumanji (1995) 152,675,249
Fried Green Tomatoes (1991) 117,503,000
To Die For (1995) 21,284,514
Dave (1993) 93,370,710
Twister (1996) 375,152,715
Stand by Me (1986) 69,411,304
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Aladdin (1992) 328,782,825
Murder in the First (1995) 17,382,000
Broken Arrow (1996) 105,069,070
Hercules (1997) 142,729,205
Birds, The (1963) 16,493,900
Pocahontas (1995) 209,448,000
In the Line of Fire (1993) 151,314,283
Manhattan Murder Mystery (1993) 11,285,588
Tombstone (1993) 82,627,065
Glory (1989) 100,326
Apollo 13 (1995) 94,378,651
Unforgiven (1992) 119,081,912
Gone with the Wind (1939) 200,155,278
Jurassic Park (1993) 563,476,625
Madness of King George, The (1994) 15,238,994
Maverick (1994) 151,131,272
Supercop (1992) 16,249,557
Forrest Gump (1994) 485,691,196
Emma (1996) 22,201,883
Shadowlands (1993) 25,842,000
Lawnmower Man, The (1992) 27,207,265
Clueless (1995) 75,525,013
Platoon (1986) 207,900,328
Batman (1989) 401,685,407
Basic Instinct (1992) 126,227,000
Sling Blade (1996) 24,475,416
Primal Fear (1996) 80,646,667
Schindler's List (1993) 140,409,248
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Pinocchio (1940) 59,305,559
Godfather, The (1972) 291,702,411
Interview with the Vampire (1994) 145,789,330
Volcano (1997) 71,496,882
Young Guns (1988) 64,686,644
Contact (1997) 149,887,543
Mars Attacks! (1996) 37,754,208
Quiz Show (1994) 24,822,619
My Left Foot (1989) 14,743,391
Rumble in the Bronx (1995) 32,333,860
Firm, The (1993) 686,502
Scream (1996) 103,001,286
Eraser (1996) 147,260,786
James and the Giant Peach (1996) 28,900,101
Dances with Wolves (1990) 265,746,848
Mr. Holland's Opus (1995) 119,078,097
Men in Black (1997) 367,992,228
Nell (1994) 33,592,700
Empire Strikes Back, The (1980) 225,554,189
Grease (1978) 96,605,260
Star Trek: The Wrath of Khan (1982) 118,633,541
Alien: Resurrection (1997) 47,748,610
Private Benjamin (1980) 39,139,769
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Death and the Maiden (1994) 2,104,000
Shine (1996) 53,830,909
Evil Dead II (1987) 5,923,044
Independence Day (ID4) (1996) 483,359,255
Back to the Future (1985) 303,398,294
Alien (1979) 42,285,739
Sleepless in Seattle (1993) 191,463,006
Babe (1995) 66,600,000
Ransom (1996) 207,758,522
Phenomenon (1996) 155,732,573
Fish Called Wanda, A (1988) 93,259,712
Henry V (1989) 10,161,099
Conspiracy Theory (1997) 111,189,998
Get Shorty (1995) 103,619,110
Hunt for Red October, The (1990) 179,209,868
Die Hard: With a Vengeance (1995) 147,009,359
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Executive Decision (1996) 93,638,632
Average 109,735,233
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