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
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Leaving Las Vegas (1995) 31,968,347
Casablanca (1942) 5,806,467 Men in Black (1997) 367,992,228 2001: A Space Odyssey (1968) 25,761,621
Blade Runner (1982) 1,445,283 Star Trek: First Contact (1996) 207,001,027 Trainspotting (1996) 16,501,785
Star Trek: First Contact (1996) 207,001,027 Leaving Las Vegas (1995) 31,968,347 Star Trek: The Wrath of Khan (1982) 118,633,541
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Gandhi (1982) 77,737,889
Men in Black (1997) 367,992,228 Casablanca (1942) 5,806,467 Annie Hall (1977) 57,253,791
Leaving Las Vegas (1995) 31,968,347 Trainspotting (1996) 16,501,785 Jerry Maguire (1996) 228,557,864
2001: A Space Odyssey (1968) 25,761,621 Blade Runner (1982) 1,445,283 Casablanca (1942) 5,806,467
Aladdin (1992) 328,782,825 Apt Pupil (1998) 8,838,938 Blade Runner (1982) 1,445,283
Trainspotting (1996) 16,501,785 Evita (1996) 73,298,979 Butch Cassidy and the Sundance Kid (1969) 145,314,187
Average 121,781,744 Average 94,541,091 Average 70,898,077

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
Phenomenon (1996) 155,732,573
Circle of Friends (1995) 23,397,365
Fifth Element, The (1997) 92,897,302
Demolition Man (1993) 83,555,768
Forrest Gump (1994) 485,691,196
Good Will Hunting (1997) 192,328,280
Indiana Jones and the Last Crusade (1989) 312,671,806
Nick of Time (1995) 7,439,392
Restoration (1995) 4,100,000
Die Hard 2 (1990) 120,083,665
My Family (1995) 11,079,373
Jaws (1975) 199,275,376
Pulp Fiction (1994) 84,022,201
Citizen Kane (1941) 1,640,769
Fly Away Home (1996) 24,506,082
Mirror Has Two Faces, The (1996) 59,629,485
I.Q. (1994) 26,372,663
Michael (1996) 144,887,370
Scream 2 (1997) 140,865,935
Devil in a Blue Dress (1995) 16,030,096
Liar Liar (1997) 277,327,280
To Kill a Mockingbird (1962) 20,629,846
Cop Land (1997) 64,207,716
Moll Flanders (1996) 3,363,968
Gold Diggers: The Secret of Bear Mountain (1995) 6,029,091
Vertigo (1958) 7,024,928
Mission: Impossible (1996) 274,049,639
Speed (1994) 121,248,145
Legends of the Fall (1994) 98,628,842
Rebel Without a Cause (1955) 4,600,000
Tin Cup (1996) 77,003,584
Lion King, The (1994) 188,740,944
Dazed and Confused (1993) 7,993,039
Kiss the Girls (1997) 86,753,012
Shawshank Redemption, The (1994) 28,341,469
In & Out (1997) 63,826,569
Chasing Amy (1997) 12,006,514
Star Trek IV: The Voyage Home (1986) 124,751,249
Outbreak (1995) 99,323,573
Marvin's Room (1996) 12,782,508
Rebecca (1940) 1,526,957
Brassed Off (1996) 2,560,471
Braveheart (1995) 110,286,945
Private Parts (1997) 59,339,346
Groundhog Day (1993) 103,406,973
Monty Python and the Holy Grail (1974) 1,821,082
Rob Roy (1995) 31,600,000
Contact (1997) 149,887,543
Scream (1996) 103,001,286
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Boys on the Side (1995) 23,450,000
North by Northwest (1959) 19,977,527
Harriet the Spy (1996) 26,539,321
Bram Stoker's Dracula (1992) 129,722,790
It's a Wonderful Life (1946) 3,548,018
Waiting for Guffman (1996) 2,892,582
True Lies (1994) 226,261,000
Aliens (1986) 121,385,096
Back to the Future (1985) 303,398,294
Conspiracy Theory (1997) 111,189,998
Frighteners, The (1996) 16,524,115
Dangerous Minds (1995) 124,506,291
Birds, The (1963) 16,493,900
E.T. the Extra-Terrestrial (1982) 259,597,332
Sex, Lies, and Videotape (1989) 24,741,700
Spitfire Grill, The (1996) 12,643,776
Dirty Dancing (1987) 89,171,578
Benny & Joon (1993) 23,202,734
Ghost (1990) 226,931,306
Seven (Se7en) (1995) 143,225,000
Ulee's Gold (1997) 9,054,736
Jurassic Park (1993) 563,476,625
Shine (1996) 53,830,909
Mad City (1997) 10,556,196
Much Ado About Nothing (1993) 22,551,000
Bedknobs and Broomsticks (1971) 838,193
Pretty Woman (1990) 260,311,268
Firm, The (1993) 686,502
In the Name of the Father (1993) 25,096,862
Postino, Il (1994) 20,681,301
Picture Bride (1995) 1,238,905
Welcome to the Dollhouse (1995) 4,429,002
Dead Poets Society (1989) 144,288,116
Boot, Das (1981) 11,433,134
American President, The (1995) 95,000,000
Amistad (1997) 44,175,394
Tommy Boy (1995) 32,700,000
Hudsucker Proxy, The (1994) 2,869,369
That Thing You Do! (1996) 25,809,813
Reality Bites (1994) 20,982,557
Emma (1996) 22,201,883
Wag the Dog (1997) 43,022,524
Grace of My Heart (1996) 617,632
Chasing Amy (1997) 12,006,514
Clueless (1995) 75,525,013
Nightmare on Elm Street, A (1984) 65,398,755
Real Genius (1985) 13,000,000
Jackie Brown (1997) 39,647,595
Primary Colors (1998) 38,966,057
Better Off Dead... (1985) 10,297,601
Die Hard (1988) 116,707,729
Mrs. Doubtfire (1993) 330,200,000
Rudy (1993) 22,750,363
In the Line of Fire (1993) 151,314,283
Mighty Aphrodite (1995) 6,700,000
Ace Ventura: Pet Detective (1994) 106,217,000
Grosse Pointe Blank (1997) 28,014,536
Mercury Rising (1998) 32,940,507
Passion Fish (1992) 5,414,619
Usual Suspects, The (1995) 1,120,000
Beauty and the Beast (1991) 94,902,028
Wedding Singer, The (1998) 114,729,850
G.I. Jane (1997) 70,277,032
Reservoir Dogs (1992) 2,687,008
Robin Hood: Prince of Thieves (1991) 173,380,000
Searching for Bobby Fischer (1993) 7,266,383
First Knight (1995) 37,600,435
Andre (1994) 16,819,465
Silence of the Lambs, The (1991) 137,332,208
Four Weddings and a Funeral (1994) 75,888,832
Cliffhanger (1993) 127,356,211
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Quiz Show (1994) 24,822,619
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Homeward Bound: The Incredible Journey (1993) 60,039,088
Something to Talk About (1995) 75,307,660
Ben-Hur (1959) 106,992,000
Old Yeller (1957) 10,050,000
Kolya (1996) 5,730,711
Daylight (1996) 32,885,565
Face/Off (1997) 163,746,077
Batman (1989) 401,685,407
Shall We Dance? (1996) 9,676,677
Primal Fear (1996) 80,646,667
Dead Man Walking (1995) 39,025,000
Short Cuts (1993) 6,110,979
English Patient, The (1996) 111,415,132
City of Angels (1998) 114,970,971
Toy Story (1995) 133,344,903
Godfather, The (1972) 291,702,411
Assassins (1995) 30,306,268
Sleepers (1996) 76,705,552
Heathers (1989) 1,108,462
Mother Night (1996) 392,362
Amazing Panda Adventure, The (1995) 7,506,759
Love! Valour! Compassion! (1997) 2,874,242
Sense and Sensibility (1995) 62,493,774
Titanic (1997) 600,779,824
Tales from the Hood (1995) 11,797,927
Bridge on the River Kwai, The (1957) 50,495,000
Independence Day (ID4) (1996) 483,359,255
Star Wars (1977) 731,853,665
African Queen, The (1951) 4,300,000
Top Gun (1986) 256,050,237
Happy Gilmore (1996) 38,624,000
Tin Men (1987) 25,411,386
Pump Up the Volume (1990) 11,541,758
Twelve Monkeys (1995) 82,512,000
Fried Green Tomatoes (1991) 117,503,000
Mrs. Winterbourne (1996) 10,070,000
Con Air (1997) 146,553,269
Anastasia (1997) 83,412,682
Rumble in the Bronx (1995) 32,333,860
Psycho (1960) 43,200,000
This Is Spinal Tap (1984) 188,751
Mary Poppins (1964) 133,300,000
Glory (1989) 100,326
Return of the Jedi (1983) 500,773,409
Everyone Says I Love You (1996) 9,714,482
Dolores Claiborne (1994) 24,361,867
Courage Under Fire (1996) 87,335,823
Sneakers (1992) 75,733,000
Crimson Tide (1995) 135,266,000
Godfather: Part II, The (1974) 87,973,000
Highlander (1986) 5,735,847
Walking and Talking (1996) 1,277,257
Red Corner (1997) 22,415,440
Secret of Roan Inish, The (1994) 6,101,600
Dragonheart (1996) 51,317,350
Bad Boys (1995) 97,168,842
Bob Roberts (1992) 4,479,470
River Wild, The (1994) 69,356,343
Othello (1995) 2,112,951
First Wives Club, The (1996) 150,063,383
Apollo 13 (1995) 94,378,651
Enchanted April (1991) 13,200,170
One Fine Day (1996) 68,829,020
M*A*S*H (1970) 109,920,000
It Could Happen to You (1994) 37,800,323
Before Sunrise (1995) 1,423,537
Empire Strikes Back, The (1980) 225,554,189
French Kiss (1995) 38,900,000
Dances with Wolves (1990) 265,746,848
When Harry Met Sally... (1989) 134,613,546
While You Were Sleeping (1995) 119,964,016
Fly Away Home (1996) 24,506,082
Snow White and the Seven Dwarfs (1937) 103,921,550
Poetic Justice (1993) 27,515,786
Now and Then (1995) 27,400,000
Bullets Over Broadway (1994) 13,383,737
Extreme Measures (1996) 17,305,211
Lost World: Jurassic Park, The (1997) 359,161,284
What's Eating Gilbert Grape (1993) 9,170,214
Picture Perfect (1997) 31,058,643
Schindler's List (1993) 140,409,248
Jumanji (1995) 152,675,249
Philadelphia (1993) 114,946,440
GoldenEye (1995) 146,028,496
Babe (1995) 66,600,000
Monty Python's Life of Brian (1979) 646,124
Breakdown (1997) 50,129,186
Alien (1979) 42,285,739
Miracle on 34th Street (1994) 17,193,886
Amadeus (1984) 23,401,401
Nell (1994) 33,592,700
Field of Dreams (1989) 94,962,625
GoodFellas (1990) 67,336,394
Mr. Smith Goes to Washington (1939) 1,500,000
Platoon (1986) 207,900,328
Little Women (1994) 75,083,616
My Left Foot (1989) 14,743,391
Cinderella (1950) 75,188,149
Walk in the Clouds, A (1995) 73,516,507
Sabrina (1995) 76,780,029
Manchurian Candidate, The (1962) 4,180,630
Ghost and the Darkness, The (1996) 38,553,833
Prefontaine (1997) 532,190
Giant (1956) 14,169,928
So I Married an Axe Murderer (1993) 11,585,483
Grease (1978) 96,605,260
Seven Years in Tibet (1997) 37,901,509
Raising Arizona (1987) 22,847,564
When a Man Loves a Woman (1994) 71,968,959
Mr. Holland's Opus (1995) 119,078,097
Carrie (1976) 49,007,514
Young Guns (1988) 64,686,644
2 Days in the Valley (1996) 11,090,856
Some Kind of Wonderful (1987) 18,553,948
Die Hard: With a Vengeance (1995) 147,009,359
Hunt for Red October, The (1990) 179,209,868
William Shakespeare's Romeo and Juliet (1996) 69,240,158
L.A. Confidential (1997) 64,604,977
Ransom (1996) 207,758,522
Matilda (1996) 33,084,249
What's Love Got to Do with It (1993) 57,350,956
Swingers (1996) 4,505,922
White Squall (1996) 10,300,000
Donnie Brasco (1997) 60,851,988
Heat (1995) 97,783,000
Full Monty, The (1997) 45,857,453
In Love and War (1996) 14,466,354
Deconstructing Harry (1997) 10,569,071
Princess Bride, The (1987) 21,277,649
Chamber, The (1996) 261,970,615
Get Shorty (1995) 103,619,110
Boomerang (1992) 104,100,000
Immortal Beloved (1994) 9,914,409
Long Kiss Goodnight, The (1996) 33,328,051
My Best Friend's Wedding (1997) 185,360,508
Tombstone (1993) 82,627,065
Sling Blade (1996) 24,475,416
Ghosts of Mississippi (1996) 13,052,741
Ulee's Gold (1997) 9,054,736
Rear Window (1954) 6,759,601
Little Buddha (1993) 4,858,139
Lone Star (1996) 13,269,963
Dave (1993) 93,370,710
Addicted to Love (1997) 34,656,904
Terminator 2: Judgment Day (1991) 207,064,802
Man Without a Face, The (1993) 24,760,338
Truth About Cats & Dogs, The (1996) 34,073,143
Army of Darkness (1993) 11,502,976
Stand by Me (1986) 69,411,304
Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803
Absolute Power (1997) 73,037,233
Everest (1998) 97,544,643
Fish Called Wanda, A (1988) 93,259,712
Average 80,761,919
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