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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 2001: A Space Odyssey (1968) 25,761,621
Schindler's List (1993) 140,409,248 Empire Strikes Back, The (1980) 225,554,189 Empire Strikes Back, The (1980) 225,554,189
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Psycho (1960) 43,200,000
Terminator 2: Judgment Day (1991) 207,064,802 Twelve Monkeys (1995) 82,512,000 Lone Star (1996) 13,269,963
Indiana Jones and the Last Crusade (1989) 312,671,806 Braveheart (1995) 110,286,945 Braveheart (1995) 110,286,945
Twelve Monkeys (1995) 82,512,000 Terminator 2: Judgment Day (1991) 207,064,802 It's a Wonderful Life (1946) 3,548,018
Forrest Gump (1994) 485,691,196 Scream (1996) 103,001,286 Mr. Smith Goes to Washington (1939) 1,500,000
Average 282,142,923 Average 272,684,734 Average 67,065,395

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
Four Rooms (1995) 4,301,331
Long Kiss Goodnight, The (1996) 33,328,051
Much Ado About Nothing (1993) 22,551,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Better Off Dead... (1985) 10,297,601
Clerks (1994) 3,151,130
Basic Instinct (1992) 126,227,000
Usual Suspects, The (1995) 1,120,000
Ace Ventura: Pet Detective (1994) 106,217,000
Dead Poets Society (1989) 144,288,116
Fathers' Day (1997) 28,659,604
Shawshank Redemption, The (1994) 28,341,469
Batman (1989) 401,685,407
Snow White and the Seven Dwarfs (1937) 103,921,550
Exit to Eden (1994) 6,841,570
Cyrano de Bergerac (1990) 5,820,020
Seven (Se7en) (1995) 143,225,000
Silence of the Lambs, The (1991) 137,332,208
Bob Roberts (1992) 4,479,470
Godfather, The (1972) 291,702,411
Multiplicity (1996) 20,101,861
Breakfast at Tiffany's (1961) 15,500,000
Fifth Element, The (1997) 92,897,302
Highlander (1986) 5,735,847
American President, The (1995) 95,000,000
Romy and Michele's High School Reunion (1997) 29,205,077
Aliens (1986) 121,385,096
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Stand by Me (1986) 69,411,304
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Hudsucker Proxy, The (1994) 2,869,369
Immortal Beloved (1994) 9,914,409
Bram Stoker's Dracula (1992) 129,722,790
Evil Dead II (1987) 5,923,044
Army of Darkness (1993) 11,502,976
Bullets Over Broadway (1994) 13,383,737
Trainspotting (1996) 16,501,785
Mary Poppins (1964) 133,300,000
Casablanca (1942) 5,806,467
Don Juan DeMarco (1995) 22,200,000
Lightning Jack (1994) 16,821,273
Donnie Brasco (1997) 60,851,988
Four Weddings and a Funeral (1994) 75,888,832
Pulp Fiction (1994) 84,022,201
Monty Python's Life of Brian (1979) 646,124
Twister (1996) 375,152,715
Quick and the Dead, The (1995) 18,636,537
Blade Runner (1982) 1,445,283
English Patient, The (1996) 111,415,132
What's Eating Gilbert Grape (1993) 9,170,214
Platoon (1986) 207,900,328
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
True Lies (1994) 226,261,000
Toy Story (1995) 133,344,903
Grosse Pointe Blank (1997) 28,014,536
Pink Floyd - The Wall (1982) 14,844,106
Alien (1979) 42,285,739
Miller's Crossing (1990) 5,080,409
Relic, The (1997) 33,927,476
Real Genius (1985) 13,000,000
Cowboy Way, The (1994) 20,277,185
One Fine Day (1996) 68,829,020
G.I. Jane (1997) 70,277,032
Princess Bride, The (1987) 21,277,649
Mr. Holland's Opus (1995) 119,078,097
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Grifters, The (1990) 13,446,769
Robin Hood: Men in Tights (1993) 35,699,287
Renaissance Man (1994) 24,332,324
Ghost (1990) 226,931,306
Dances with Wolves (1990) 265,746,848
Heathers (1989) 1,108,462
Interview with the Vampire (1994) 145,789,330
Contact (1997) 149,887,543
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fox and the Hound, The (1981) 53,368,988
Mrs. Doubtfire (1993) 330,200,000
African Queen, The (1951) 4,300,000
Groundhog Day (1993) 103,406,973
Jaws (1975) 199,275,376
Aladdin (1992) 328,782,825
It's My Party (1995) 616,663
Hot Shots! Part Deux (1993) 58,033,237
Grease (1978) 96,605,260
Monty Python and the Holy Grail (1974) 1,821,082
Copycat (1995) 32,051,917
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Fierce Creatures (1997) 9,202,671
Henry V (1989) 10,161,099
Sling Blade (1996) 24,475,416
Liar Liar (1997) 277,327,280
Jurassic Park (1993) 563,476,625
Con Air (1997) 146,553,269
Clockwork Orange, A (1971) 38,589,355
Speechless (1994) 20,664,501
Phenomenon (1996) 155,732,573
Chasing Amy (1997) 12,006,514
GoodFellas (1990) 67,336,394
M*A*S*H (1970) 109,920,000
Boys on the Side (1995) 23,450,000
From Dusk Till Dawn (1996) 45,553,840
Dave (1993) 93,370,710
Batman Returns (1992) 262,844,850
Unforgiven (1992) 119,081,912
Dumb & Dumber (1994) 190,775,354
Rebel Without a Cause (1955) 4,600,000
Chasing Amy (1997) 12,006,514
Apocalypse Now (1979) 42,606,290
Return of the Pink Panther, The (1974) 37,170,000
Boot, Das (1981) 11,433,134
Glory (1989) 100,326
Full Metal Jacket (1987) 69,057,676
Cinderella (1950) 75,188,149
Willy Wonka and the Chocolate Factory (1971) 4,000,000
My Own Private Idaho (1991) 6,258,980
Citizen Kane (1941) 1,640,769
Raising Arizona (1987) 22,847,564
This Is Spinal Tap (1984) 188,751
Amadeus (1984) 23,401,401
Fish Called Wanda, A (1988) 93,259,712
Powder (1995) 30,862,146
Average 77,912,524
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